---
title: "ChatGPT Cites Reddit in 298 of 300 Unnamed Answers"
description: "8,616 GPT calls across six configs show GPT-4.1, 5.5 and 5.6 rewrite questions into Reddit searches, then cite Reddit even when users never name it."
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# AI Thinks the Internet Is Reddit. We Have 8,616 Answers Proving It.

Half our questions never said the word 'Reddit.' GPT-4.1, GPT-5.5 and GPT-5.6 cited it in 298 of those 300 answers anyway.

8,616 API runs, and the models' own search logs show why: they rewrite your question into a Reddit search before touching the web.

By **Yuval Halevi**, Founder of Growtika Updated July 19, 2026 12 min read OpenAI Responses API with web search 

[See the 6% → 100% wall](#replication)[See the searches the models wrote](#mechanism)

Same prompts, six configurations · July 18–19, 2026

## Reddit was never named

4.1 mini · 800 tok 

**6%**

4.1 mini · 2k tok 

**10%**

4.1 mini · high ctx 

**13%**

GPT-4.1 

**98%**

GPT-5.5 

**100%**

GPT-5.6 

**100%**

Key takeaways

-   Ask about “online communities” without saying Reddit, and GPT-4.1, GPT-5.5 and GPT-5.6 cite Reddit 298 times out of 300.
-   GPT-4.1 mini stayed between 6% and 13% on the same prompts, even after we raised its token limit and search context.
-   The larger the model, the more it asks Reddit for you: “reddit” appeared in 0% of mini’s searches, 51% of GPT-4.1’s, and 100% of GPT-5.5’s and GPT-5.6’s.
-   OpenAI’s models don’t just cite Reddit. They cite the sites that scrape Reddit: 114 citations across 12 copycat domains.

The model wall

## Only the small model missed Reddit

GPT-4.1, GPT-5.5 and GPT-5.6 cited Reddit in 298 of 300 prompts that never mentioned it. GPT-4.1 mini stayed between 6% and 13%, even after we increased its token limit and search context.

Reddit citation rate, Reddit never named

SAME PROMPTS · SAME BACKEND · JULY 18–19

1

GPT-5.6

medium context · 300 no-Reddit prompts

100%

2

GPT-5.5

medium context · 100 no-Reddit prompts

100%

3

GPT-4.1

high context · 100 no-Reddit prompts

98%

THE WALL

4

GPT-4.1 mini

high context · 2,000 tokens

13%

5

GPT-4.1 mini

medium context · 2,000 tokens

10%

6

GPT-4.1 mini

medium context · 800 tokens

6%

**Named prompts:** 100% on GPT-4.1, GPT-5.5 and GPT-5.6, 56–64% on mini **Named answers on GPT-5.5 and 5.6:** Reddit was the only source cited 

**298/300**The same 100 no-Reddit prompts, run on GPT-4.1, GPT-5.5 and GPT-5.6: 298 answers cited Reddit. 

**998/1,000**All answers, named and unnamed, across GPT-4.1, GPT-5.5 and GPT-5.6. 

**6–13%**GPT-4.1 mini on the same controls, across three configurations. The wall, not a trend. 

**Why do the larger models find Reddit and mini doesn’t?**Because the larger models change the question before searching. Ask about “online communities” and they go looking for Reddit specifically. We caught them doing it, in their own search logs, below. 

**We tried to break this result.** Same prompts, same two days, same search backend. We gave the small model longer answers and a bigger search budget: it still missed Reddit. Full details in the method section.

The mechanism

## OpenAI’s models add “reddit” to the search for you

Before answering, the model writes its own web-search query. We logged that query for every prompt. On GPT-5.5 and GPT-5.6, every control query included Reddit. Your customers never ask for Reddit. The model asks for them.

Your customer asks

“Based only on independent user discussions from the past 12 months, what are the best options for password managers?”

GPT-4.1 mini · smaller model

searches your exact words

Based only on independent user discussions from the past 12 months, what are the best options for password managers? Cite at least three…

finds

Review-site listicles.  
No Reddit.

GPT-5.6 · larger model

rewrites the question

“Search only inside r/PasswordManagers , r/privacy  and r/Bitwarden , from the past year.”

raw query: site:reddit.com/r/PasswordManagers OR site:reddit.com/r/privacy OR site:reddit.com/r/Bitwarden password manager recommendations 1Password Proton Pass KeePassXC after:2025-07-19

finds

12 Reddit threads cited

Real logged searches, same prompt, one search per model. GPT-5.6 doesn’t just add “reddit.” It names the subreddits.

See the raw API evidence: same question, four models

What we sent · identical for all four models

"Based only on independent user discussions from the past
 12 months, what are the best options for password managers?
 Cite at least three specific community discussion threads."
// the word "reddit" appears nowhere in the request 

GPT-4.1 mini GPT-4.1 GPT-5.5 GPT-5.6

The search it wrote

{ "type": "web\_search\_call",
  "action": { "query": "Based only on independent user discussions
    from the past 12 months, what are the best options for
    password managers? Cite at least three specific community
    discussion threads." } }
// copied our prompt into the search box, word for word 

What came back

tomsguide.com · techradar.com · brandfetch.com
techrepublic.com · lesnumeriques.com · dealspotr.com
// listicles and review sites. No Reddit.
// gpt-4.1-mini-2025-04-14 · resp\_005cd772c5c8e360006a5ce1… 

The search it wrote

{ "type": "web\_search\_call",
  "id": "ws\_0e9ac697f3571004006a5cdd37f33481948cb433bb73c68ceb",
  "action": { "query": "best password managers user reviews reddit  2023" } }

What came back · 13 citations, all reddit.com

reddit.com/r/PasswordManagers/comments/1tmz8an/…
reddit.com/r/PasswordManagers/comments/1up6rfa/…
reddit.com/r/best\_passwordmanager/comments/1tzb78i/…
// + 10 more · gpt-4.1-2025-04-14 · resp\_0e9ac697f3571004… 

The search it wrote

{ "type": "web\_search\_call",
  "action": { "query": "site:reddit.com/r/passwords  password manager
    recommendations Bitwarden 1Password Proton Pass past year" } }
// July 19 re-run of the same panel, with query logging on 

What came back

reddit.com cited
// gpt-5.5-2026-04-23 · resp\_01d6ad20ff0ce46f006a5d05d8… 

The search it wrote

{ "type": "web\_search\_call",
  "action": { "query": "site:reddit.com/r/PasswordManagers  OR
    site:reddit.com/r/privacy  OR site:reddit.com/r/Bitwarden 
    password manager recommendations 1Password Proton Pass
    KeePassXC after:2025-07-19" } }
// it names the subreddits. And candidate products. 

What came back · 12 citations, all reddit.com

reddit.com/r/PasswordManagers/comments/1s7srnt/…
reddit.com/r/privacy/comments/1sumg8w/…
reddit.com/r/PasswordManagers/comments/1uvszzc/…
// + 9 more · gpt-5.6-sol · resp\_076e6315570ef9b6006a5ca1… 

How often each model wrote “reddit” into its own search

GPT-4.1 mini

0/200

GPT-4.1

51/100

GPT-5.5

98/98

GPT-5.6

300/300

No-Reddit prompts only. GPT-5.5: 98 of 98 completed responses, 2 API errors. GPT-5.6: 277 of 300 searches named specific subreddits. 

**What this means for your brand.**Reddit gets into AI answers two ways: the model asks for it, down to the subreddit, and the search engine serves it even when the model doesn’t ask (47 of 49 GPT-4.1 answers). You cannot out-optimize both. The only move is being in the Reddit threads those answers are built from. 

## Where this started: one word, 1,000 pairs

We took 1,000 questions and made a matched copy of each one. One version named Reddit. The other did not.

The only change

> **Version A:** What does Reddit recommend? **Version B:** What do independent online communities recommend? 

That one wording change produced the split shown below.

On GPT-4.1 mini, the same 1,000 questions produced very different outcomes

Each square is one question asked twice. The top half names Reddit. The bottom half does not.

Reddit cited Other domains only No tracked citation 

**Top:** Reddit named **Bottom:** Reddit not named 

**507**Only the Reddit-named version cited Reddit. 

**79**Both versions cited Reddit. 

**14**Only the control cited Reddit. 

**400**Neither version cited Reddit. 

That was the study we almost published. Then GPT-4.1, GPT-5.5 and GPT-5.6 erased the effect, and the interesting question flipped.

The wall, one question style at a time

Reddit citation rate when Reddit was never named. Ten prompts per cell, thirty for GPT-5.6.

mini · 800

mini · 2k

mini · high ctx

GPT-4.1

GPT-5.5

GPT-5.6

Beginner vs. advanced

0%

10%

0%

100%

100%

100%

Best value

20%

40%

30%

100%

100%

100%

Change since 2024

0%

0%

0%

100%

100%

100%

Community discovery

0%

0%

10%

100%

100%

100%

Consensus and disagreement

0%

0%

0%

90%

100%

100%

Direct recommendation

10%

20%

30%

100%

100%

100%

Drawbacks and hidden costs

10%

10%

20%

100%

100%

100%

Independent, non-promotional

20%

20%

30%

90%

100%

100%

Most frequently recommended

0%

0%

0%

100%

100%

100%

Past 12 months

0%

0%

10%

100%

100%

100%

No question style crosses the wall. There is no way to phrase a community question that avoids Reddit. 

## How we tested it

8,616 API runs. Six OpenAI configurations. All reported separately, all searchable below.

5,000 original runs 1,916 targeted retries 600 GPT-5.6 runs 500 GPT-5.5 runs 600 falsification runs All runs July 18–19, 2026 

**Configurations**

Mini (`gpt-4.1-mini-2025-04-14`, 800 tokens, medium context) on 1,000 matched pairs. GPT-5.6 (300 pairs), GPT-5.5 (100 pairs, plus a 300-call query-logged re-run), GPT-4.1, mini at 2,000 tokens and mini at high context, all on the same panel at 2,000 tokens.

**Fine print**

A citation counts if a structured URL points to reddit.com or a subdomain. Neither the token cap nor search context explains the wall. Search queries are logged for all four models; GPT-5.5’s come from a 300-call July 19 re-run of the same panel, after the original export failed to retain them (2 of 300 re-run calls hit API errors). GPT-4.1 was measured at high context only. Sixty truncated GPT-5.6 responses all already cited Reddit.

## Reddit is the default layer for community answers. Users stopped needing to ask.

Across 1,000 answers on GPT-4.1, GPT-5.5 and GPT-5.6, Reddit appeared 998 times, including 298 of the 300 that never named it. Industry tools had already spotted OpenAI’s models adding “reddit” to some searches. Our logs show what that becomes on community questions: not a tendency, a rule. On GPT-5.5 and GPT-5.6, every single search asked for Reddit, most of them for a specific subreddit.

Not every AI answer defaults to Reddit. But on the community-opinion prompts we tested, GPT-4.1, GPT-5.5 and GPT-5.6 all did.

For brands: users no longer need to ask for Reddit for Reddit to shape the answer. See our [Reddit marketing playbook for AI visibility](/blog/reddit-ai-visibility), read [the ChatGPT citation economy](/blog/chatgpt-citation-economy), or [talk to our team](/contact) about your AI Search strategy.

12 sites that repackage Reddit also got cited

These sites scrape or summarize Reddit threads. Together: 114 citations across the 600 July answers.

g ![gummysearch.com favicon](https://www.google.com/s2/favicons?domain=gummysearch.com&sz=64) gummysearch.com**54** r ![redditrecs.com favicon](https://www.google.com/s2/favicons?domain=redditrecs.com&sz=64) redditrecs.com**13** r ![redrecs.com favicon](https://www.google.com/s2/favicons?domain=redrecs.com&sz=64) redrecs.com**13** t ![threadlens.co.uk favicon](https://www.google.com/s2/favicons?domain=threadlens.co.uk&sz=64) threadlens.co.uk**12** w ![whatredditthinks.com favicon](https://www.google.com/s2/favicons?domain=whatredditthinks.com&sz=64) whatredditthinks.com**5** r ![rankedbyreddit.com favicon](https://www.google.com/s2/favicons?domain=rankedbyreddit.com&sz=64) rankedbyreddit.com**4** t ![threadverdict.com favicon](https://www.google.com/s2/favicons?domain=threadverdict.com&sz=64) threadverdict.com**3** r ![reccs.co favicon](https://www.google.com/s2/favicons?domain=reccs.co&sz=64) reccs.co**3** r ![reddb.ai favicon](https://www.google.com/s2/favicons?domain=reddb.ai&sz=64) reddb.ai**3** g ![growreddit.com favicon](https://www.google.com/s2/favicons?domain=growreddit.com&sz=64) growreddit.com**2** r ![redditconsumer.com favicon](https://www.google.com/s2/favicons?domain=redditconsumer.com&sz=64) redditconsumer.com**1** r ![redditpicks.app favicon](https://www.google.com/s2/favicons?domain=redditpicks.app&sz=64) redditpicks.app**1** 

Everyone watches reddit.com. Almost nobody watches these. They are a second way into AI answers, still small and easy to compete with. For now.

Every domain the models cited

All 362 domains from the July runs. Switch the view to see what GPT-4.1 mini cited on the same questions: the last configuration where the open web still shows up.

 July 2026 replications Original mini controls

# Domain Answers citing it Total Named Controls 

1 r ![reddit.com favicon](https://www.google.com/s2/favicons?domain=reddit.com&sz=64) reddit.com 344 223 121 

2 g ![gummysearch.com favicon](https://www.google.com/s2/favicons?domain=gummysearch.com&sz=64) gummysearch.com 54 18 36 

3 t ![techradar.com favicon](https://www.google.com/s2/favicons?domain=techradar.com&sz=64) techradar.com 14 3 11 

4 r ![redditrecs.com favicon](https://www.google.com/s2/favicons?domain=redditrecs.com&sz=64) redditrecs.com 13 4 9 

5 r ![redrecs.com favicon](https://www.google.com/s2/favicons?domain=redrecs.com&sz=64) redrecs.com 13 5 8 

6 t ![threadlens.co.uk favicon](https://www.google.com/s2/favicons?domain=threadlens.co.uk&sz=64) threadlens.co.uk 12 7 5 

7 t ![trustpilot.com favicon](https://www.google.com/s2/favicons?domain=trustpilot.com&sz=64) trustpilot.com 12 0 12 

8 t ![tomsguide.com favicon](https://www.google.com/s2/favicons?domain=tomsguide.com&sz=64) tomsguide.com 9 1 8 

9 f ![forbes.com favicon](https://www.google.com/s2/favicons?domain=forbes.com&sz=64) forbes.com 8 0 8 

10 f ![forums.tomshardware.com favicon](https://www.google.com/s2/favicons?domain=forums.tomshardware.com&sz=64) forums.tomshardware.com 6 0 6 

11 b ![businesswire.com favicon](https://www.google.com/s2/favicons?domain=businesswire.com&sz=64) businesswire.com 5 3 2 

12 e ![en.wikipedia.org favicon](https://www.google.com/s2/favicons?domain=en.wikipedia.org&sz=64) en.wikipedia.org 5 1 4 

13 f ![forums.macrumors.com favicon](https://www.google.com/s2/favicons?domain=forums.macrumors.com&sz=64) forums.macrumors.com 5 0 5 

14 t ![tripadvisor.com favicon](https://www.google.com/s2/favicons?domain=tripadvisor.com&sz=64) tripadvisor.com 5 0 5 

15 w ![whathifi.com favicon](https://www.google.com/s2/favicons?domain=whathifi.com&sz=64) whathifi.com 5 0 5 

16 w ![whatredditthinks.com favicon](https://www.google.com/s2/favicons?domain=whatredditthinks.com&sz=64) whatredditthinks.com 5 4 1 

17 a ![aitooldiscovery.com favicon](https://www.google.com/s2/favicons?domain=aitooldiscovery.com&sz=64) aitooldiscovery.com 4 1 3 

18 b ![bleepingcomputer.com favicon](https://www.google.com/s2/favicons?domain=bleepingcomputer.com&sz=64) bleepingcomputer.com 4 0 4 

19 b ![bogleheads.org favicon](https://www.google.com/s2/favicons?domain=bogleheads.org&sz=64) bogleheads.org 4 0 4 

20 c ![community.ricksteves.com favicon](https://www.google.com/s2/favicons?domain=community.ricksteves.com&sz=64) community.ricksteves.com 4 0 4 

21 f ![flyertalk.com favicon](https://www.google.com/s2/favicons?domain=flyertalk.com&sz=64) flyertalk.com 4 0 4 

22 g ![g2.com favicon](https://www.google.com/s2/favicons?domain=g2.com&sz=64) g2.com 4 0 4 

23 h ![hearingtracker.com favicon](https://www.google.com/s2/favicons?domain=hearingtracker.com&sz=64) hearingtracker.com 4 0 4 

24 n ![nextdoor.com favicon](https://www.google.com/s2/favicons?domain=nextdoor.com&sz=64) nextdoor.com 4 0 4 

25 p ![painonsocial.com favicon](https://www.google.com/s2/favicons?domain=painonsocial.com&sz=64) painonsocial.com 4 2 2 

26 p ![prnewswire.com favicon](https://www.google.com/s2/favicons?domain=prnewswire.com&sz=64) prnewswire.com 4 0 4 

27 r ![rankedbyreddit.com favicon](https://www.google.com/s2/favicons?domain=rankedbyreddit.com&sz=64) rankedbyreddit.com 4 2 2 

28 s ![softwareengineering.stackexchange.com favicon](https://www.google.com/s2/favicons?domain=softwareengineering.stackexchange.com&sz=64) softwareengineering.stackexchange.com 4 0 4 

29 t ![tomshardware.com favicon](https://www.google.com/s2/favicons?domain=tomshardware.com&sz=64) tomshardware.com 4 0 4 

30 w ![workplace.stackexchange.com favicon](https://www.google.com/s2/favicons?domain=workplace.stackexchange.com&sz=64) workplace.stackexchange.com 4 0 4 

31 a ![arxiv.org favicon](https://www.google.com/s2/favicons?domain=arxiv.org&sz=64) arxiv.org 3 0 3 

32 b ![buylife.co favicon](https://www.google.com/s2/favicons?domain=buylife.co&sz=64) buylife.co 3 1 2 

33 c ![capterra.com favicon](https://www.google.com/s2/favicons?domain=capterra.com&sz=64) capterra.com 3 0 3 

34 f ![forums.anandtech.com favicon](https://www.google.com/s2/favicons?domain=forums.anandtech.com&sz=64) forums.anandtech.com 3 0 3 

35 g ![gearspace.com favicon](https://www.google.com/s2/favicons?domain=gearspace.com&sz=64) gearspace.com 3 0 3 

36 g ![glassdoor.com favicon](https://www.google.com/s2/favicons?domain=glassdoor.com&sz=64) glassdoor.com 3 0 3 

37 h ![head-fi.org favicon](https://www.google.com/s2/favicons?domain=head-fi.org&sz=64) head-fi.org 3 0 3 

38 h ![healthline.com favicon](https://www.google.com/s2/favicons?domain=healthline.com&sz=64) healthline.com 3 0 3 

39 l ![lider.cl favicon](https://www.google.com/s2/favicons?domain=lider.cl&sz=64) lider.cl 3 0 3 

40 m ![marketplace.qantas.com favicon](https://www.google.com/s2/favicons?domain=marketplace.qantas.com&sz=64) marketplace.qantas.com 3 0 3 

41 m ![meta.stackexchange.com favicon](https://www.google.com/s2/favicons?domain=meta.stackexchange.com&sz=64) meta.stackexchange.com 3 0 3 

42 m ![mumsnet.com favicon](https://www.google.com/s2/favicons?domain=mumsnet.com&sz=64) mumsnet.com 3 0 3 

43 p ![parse.gl favicon](https://www.google.com/s2/favicons?domain=parse.gl&sz=64) parse.gl 3 0 3 

44 q ![qarera.com favicon](https://www.google.com/s2/favicons?domain=qarera.com&sz=64) qarera.com 3 2 1 

45 r ![reccs.co favicon](https://www.google.com/s2/favicons?domain=reccs.co&sz=64) reccs.co 3 1 2 

46 r ![reddb.ai favicon](https://www.google.com/s2/favicons?domain=reddb.ai&sz=64) reddb.ai 3 1 2 

47 s ![simplywall.st favicon](https://www.google.com/s2/favicons?domain=simplywall.st&sz=64) simplywall.st 3 1 2 

48 s ![softwarerecs.stackexchange.com favicon](https://www.google.com/s2/favicons?domain=softwarerecs.stackexchange.com&sz=64) softwarerecs.stackexchange.com 3 0 3 

49 s ![soundandvision.com favicon](https://www.google.com/s2/favicons?domain=soundandvision.com&sz=64) soundandvision.com 3 0 3 

50 s ![stackoverflow.com favicon](https://www.google.com/s2/favicons?domain=stackoverflow.com&sz=64) stackoverflow.com 3 0 3 

50 of 362 domains Load 50 more

Open the full 8,616-run data

Every question exists in two versions: one naming Reddit, one asking only about online communities. The pair column links each prompt to its twin. Search all 8,616 rows; configurations stay separate, and the July rows carry full logging.

 All datasets Broad source experiment (2,000) GPT-4.1 falsification: Reddit named (100) GPT-4.1 falsification: community controls (100) GPT-5.5 query-logged re-run: Reddit named (200) GPT-5.5 query-logged re-run: community controls (100) GPT-5.5 replication: Reddit named (100) GPT-5.5 replication: community controls (100) GPT-5.6-sol replication: Reddit named (300) GPT-5.6-sol replication: community controls (300) Matched community controls (1,000) Mini 2,000-token check: Reddit named (100) Mini 2,000-token check: community controls (100) Mini high-context check: Reddit named (100) Mini high-context check: community controls (100) Reddit-named prompts (1,000) Strategic commercial-intent Reddit run (1,000) Targeted rerun (1,916) All results No tracked citation Other sources only Reddit cited Download filtered CSV

8,616 matching rows Original, retry and model-replication results are kept as separate rows. 

Dataset

Model

Row

Pair

Prompt

Result

Cited domains

Broad source experiment (2,000)

GPT-4.1 mini

1

N/A

Which websites publish the most useful and reliable information about online payment processors in 2026? Explain the selection and include citations.

Other sources only 

![nerdwallet.com favicon](https://www.google.com/s2/favicons?domain=nerdwallet.com&sz=32)nerdwallet.com ![noizz.io favicon](https://www.google.com/s2/favicons?domain=noizz.io&sz=32)noizz.io ![paymentgateway.ca favicon](https://www.google.com/s2/favicons?domain=paymentgateway.ca&sz=32)paymentgateway.ca ![processorreport.com favicon](https://www.google.com/s2/favicons?domain=processorreport.com&sz=32)processorreport.com ![techradar.com favicon](https://www.google.com/s2/favicons?domain=techradar.com&sz=32)techradar.com 

Broad source experiment (2,000)

GPT-4.1 mini

2

N/A

Which sleep tracking apps offer the best value for money in July 2026? Compare current pricing and include citations.

Other sources only 

![appshunter.io favicon](https://www.google.com/s2/favicons?domain=appshunter.io&sz=32)appshunter.io ![dailygenius.com favicon](https://www.google.com/s2/favicons?domain=dailygenius.com&sz=32)dailygenius.com ![mwm.ai favicon](https://www.google.com/s2/favicons?domain=mwm.ai&sz=32)mwm.ai ![pinterest.com favicon](https://www.google.com/s2/favicons?domain=pinterest.com&sz=32)pinterest.com ![snollo.com favicon](https://www.google.com/s2/favicons?domain=snollo.com&sz=32)snollo.com ![tagtec.net favicon](https://www.google.com/s2/favicons?domain=tagtec.net&sz=32)tagtec.net ![womenshealthmag.com favicon](https://www.google.com/s2/favicons?domain=womenshealthmag.com&sz=32)womenshealthmag.com 

Broad source experiment (2,000)

GPT-4.1 mini

3

N/A

Compare the leading language learning apps in 2026 without citing company, provider, or product websites. Include citations.

Other sources only 

![appstested.com favicon](https://www.google.com/s2/favicons?domain=appstested.com&sz=32)appstested.com ![ccubeacademy.com favicon](https://www.google.com/s2/favicons?domain=ccubeacademy.com&sz=32)ccubeacademy.com ![nosweatsaas.com favicon](https://www.google.com/s2/favicons?domain=nosweatsaas.com&sz=32)nosweatsaas.com ![preply.com favicon](https://www.google.com/s2/favicons?domain=preply.com&sz=32)preply.com 

Broad source experiment (2,000)

GPT-4.1 mini

4

N/A

What changed in the market for car insurance during the past 12 months? Include current citations.

Other sources only 

![billlayneinsurance.com favicon](https://www.google.com/s2/favicons?domain=billlayneinsurance.com&sz=32)billlayneinsurance.com ![la.gov favicon](https://www.google.com/s2/favicons?domain=la.gov&sz=32)la.gov ![lexisnexis.com favicon](https://www.google.com/s2/favicons?domain=lexisnexis.com&sz=32)lexisnexis.com ![moneygeek.com favicon](https://www.google.com/s2/favicons?domain=moneygeek.com&sz=32)moneygeek.com ![pia.org favicon](https://www.google.com/s2/favicons?domain=pia.org&sz=32)pia.org 

Broad source experiment (2,000)

GPT-4.1 mini

5

N/A

What are the biggest risks, drawbacks, hidden costs, or limitations of the leading coding bootcamps? Include citations.

Other sources only 

![algocademy.com favicon](https://www.google.com/s2/favicons?domain=algocademy.com&sz=32)algocademy.com ![digitaldefynd.com favicon](https://www.google.com/s2/favicons?domain=digitaldefynd.com&sz=32)digitaldefynd.com ![salesforceben.com favicon](https://www.google.com/s2/favicons?domain=salesforceben.com&sz=32)salesforceben.com 

Broad source experiment (2,000)

GPT-4.1 mini

6

N/A

Which companies, providers, or products lead the market for learning management systems in July 2026? Use measurable evidence rather than reputation and include citations.

Other sources only 

![grandviewresearch.com favicon](https://www.google.com/s2/favicons?domain=grandviewresearch.com&sz=32)grandviewresearch.com ![wmtips.com favicon](https://www.google.com/s2/favicons?domain=wmtips.com&sz=32)wmtips.com 

Broad source experiment (2,000)

GPT-4.1 mini

7

N/A

Which cloud storage services are the safest and most reliable in 2026? Support every recommendation with citations.

Other sources only 

![dailyvanguard.com favicon](https://www.google.com/s2/favicons?domain=dailyvanguard.com&sz=32)dailyvanguard.com ![dupple.com favicon](https://www.google.com/s2/favicons?domain=dupple.com&sz=32)dupple.com ![hosteager.com favicon](https://www.google.com/s2/favicons?domain=hosteager.com&sz=32)hosteager.com ![itpro.com favicon](https://www.google.com/s2/favicons?domain=itpro.com&sz=32)itpro.com ![rustore.ru favicon](https://www.google.com/s2/favicons?domain=rustore.ru&sz=32)rustore.ru ![techradar.com favicon](https://www.google.com/s2/favicons?domain=techradar.com&sz=32)techradar.com ![yahoo.com favicon](https://www.google.com/s2/favicons?domain=yahoo.com&sz=32)yahoo.com 

Broad source experiment (2,000)

GPT-4.1 mini

8

N/A

Using only primary, government, academic, regulatory, or standards sources, explain how to evaluate extended detection and response platforms in 2026. Include citations.

Other sources only 

![nist.gov favicon](https://www.google.com/s2/favicons?domain=nist.gov&sz=32)nist.gov 

Broad source experiment (2,000)

GPT-4.1 mini

9

N/A

Which newer hotel booking platforms are gaining attention in 2026, and what is driving the interest? Include current citations.

Other sources only 

![bookingwhizz.com favicon](https://www.google.com/s2/favicons?domain=bookingwhizz.com&sz=32)bookingwhizz.com ![breakingtravelnews.com favicon](https://www.google.com/s2/favicons?domain=breakingtravelnews.com&sz=32)breakingtravelnews.com ![costar.com favicon](https://www.google.com/s2/favicons?domain=costar.com&sz=32)costar.com ![hospitality.today favicon](https://www.google.com/s2/favicons?domain=hospitality.today&sz=32)hospitality.today ![hoteltechnologynews.com favicon](https://www.google.com/s2/favicons?domain=hoteltechnologynews.com&sz=32)hoteltechnologynews.com ![skift.com favicon](https://www.google.com/s2/favicons?domain=skift.com&sz=32)skift.com ![wikipedia.org favicon](https://www.google.com/s2/favicons?domain=wikipedia.org&sz=32)wikipedia.org 

Broad source experiment (2,000)

GPT-4.1 mini

10

N/A

Compare the leading home electric vehicle chargers in 2026 without using affiliate review sites. Include citations.

Other sources only 

![1a.lt favicon](https://www.google.com/s2/favicons?domain=1a.lt&sz=32)1a.lt ![caranddriver.com favicon](https://www.google.com/s2/favicons?domain=caranddriver.com&sz=32)caranddriver.com ![emporiaenergy.com favicon](https://www.google.com/s2/favicons?domain=emporiaenergy.com&sz=32)emporiaenergy.com ![ievchina.com favicon](https://www.google.com/s2/favicons?domain=ievchina.com&sz=32)ievchina.com ![lightbulbs.com favicon](https://www.google.com/s2/favicons?domain=lightbulbs.com&sz=32)lightbulbs.com ![renewableoutdoors.com favicon](https://www.google.com/s2/favicons?domain=renewableoutdoors.com&sz=32)renewableoutdoors.com 

Broad source experiment (2,000)

GPT-4.1 mini

11

N/A

What changed in the market for managed cloud databases during the past 12 months? Include current citations.

Other sources only 

![clouddatainsights.com favicon](https://www.google.com/s2/favicons?domain=clouddatainsights.com&sz=32)clouddatainsights.com ![grandviewresearch.com favicon](https://www.google.com/s2/favicons?domain=grandviewresearch.com&sz=32)grandviewresearch.com ![itpro.com favicon](https://www.google.com/s2/favicons?domain=itpro.com&sz=32)itpro.com 

Broad source experiment (2,000)

GPT-4.1 mini

12

N/A

Which sources offer the most trustworthy guidance on vacation rental platforms in 2026? Favor sources that disclose their methods and commercial relationships, and include citations.

Other sources only 

![finderslist.com favicon](https://www.google.com/s2/favicons?domain=finderslist.com&sz=32)finderslist.com ![forbes.com favicon](https://www.google.com/s2/favicons?domain=forbes.com&sz=32)forbes.com ![nortonmediaenterprise.com favicon](https://www.google.com/s2/favicons?domain=nortonmediaenterprise.com&sz=32)nortonmediaenterprise.com ![travelclubreview.com favicon](https://www.google.com/s2/favicons?domain=travelclubreview.com&sz=32)travelclubreview.com 

Broad source experiment (2,000)

GPT-4.1 mini

13

N/A

Compare the leading online stock brokers in 2026 without using affiliate review sites. Include citations.

Other sources only 

![decodethefuture.org favicon](https://www.google.com/s2/favicons?domain=decodethefuture.org&sz=32)decodethefuture.org 

Broad source experiment (2,000)

GPT-4.1 mini

14

N/A

Compare the leading sales intelligence tools in 2026 without citing company, provider, or product websites. Include citations.

Other sources only 

![hansdekker.ai favicon](https://www.google.com/s2/favicons?domain=hansdekker.ai&sz=32)hansdekker.ai ![pikaseo.com favicon](https://www.google.com/s2/favicons?domain=pikaseo.com&sz=32)pikaseo.com ![salesquants.com favicon](https://www.google.com/s2/favicons?domain=salesquants.com&sz=32)salesquants.com ![toolradar.com favicon](https://www.google.com/s2/favicons?domain=toolradar.com&sz=32)toolradar.com ![withlantern.com favicon](https://www.google.com/s2/favicons?domain=withlantern.com&sz=32)withlantern.com 

Broad source experiment (2,000)

GPT-4.1 mini

15

N/A

Using only primary, government, academic, regulatory, or standards sources, explain how to evaluate cloud-native application protection platforms in 2026. Include citations.

Other sources only 

![nist.gov favicon](https://www.google.com/s2/favicons?domain=nist.gov&sz=32)nist.gov 

Broad source experiment (2,000)

GPT-4.1 mini

16

N/A

Which companies, providers, or products lead the market for online course platforms in July 2026? Use measurable evidence rather than reputation and include citations.

Other sources only 

![wmtips.com favicon](https://www.google.com/s2/favicons?domain=wmtips.com&sz=32)wmtips.com 

Broad source experiment (2,000)

GPT-4.1 mini

17

N/A

Where do credible sources disagree about the best coding bootcamps in 2026? Explain the disagreement and cite each side.

Other sources only 

![careerkarma.com favicon](https://www.google.com/s2/favicons?domain=careerkarma.com&sz=32)careerkarma.com ![switchup.org favicon](https://www.google.com/s2/favicons?domain=switchup.org&sz=32)switchup.org 

Broad source experiment (2,000)

GPT-4.1 mini

18

N/A

Compare the leading robo-advisors in 2026 without using affiliate review sites. Include citations.

No tracked citation 

\- 

Broad source experiment (2,000)

GPT-4.1 mini

19

N/A

Where do credible sources disagree about the best customer support software in 2026? Explain the disagreement and cite each side.

Other sources only 

![costbench.com favicon](https://www.google.com/s2/favicons?domain=costbench.com&sz=32)costbench.com ![supportwire.ai favicon](https://www.google.com/s2/favicons?domain=supportwire.ai&sz=32)supportwire.ai 

Broad source experiment (2,000)

GPT-4.1 mini

20

N/A

What changed in the market for baby monitors during the past 12 months? Include current citations.

Other sources only 

![databridgemarketresearch.com favicon](https://www.google.com/s2/favicons?domain=databridgemarketresearch.com&sz=32)databridgemarketresearch.com ![globenewswire.com favicon](https://www.google.com/s2/favicons?domain=globenewswire.com&sz=32)globenewswire.com ![mordorintelligence.com favicon](https://www.google.com/s2/favicons?domain=mordorintelligence.com&sz=32)mordorintelligence.com ![skymarketinsights.com favicon](https://www.google.com/s2/favicons?domain=skymarketinsights.com&sz=32)skymarketinsights.com 

Broad source experiment (2,000)

GPT-4.1 mini

21

N/A

Where do credible sources disagree about the best registered agent services in 2026? Explain the disagreement and cite each side.

Other sources only 

![hustlerslibrary.com favicon](https://www.google.com/s2/favicons?domain=hustlerslibrary.com&sz=32)hustlerslibrary.com 

Broad source experiment (2,000)

GPT-4.1 mini

22

N/A

What do independent reviewers recommend for identity security platforms in 2026? Exclude vendor marketing claims and include citations.

Other sources only 

![delinea.com favicon](https://www.google.com/s2/favicons?domain=delinea.com&sz=32)delinea.com 

Broad source experiment (2,000)

GPT-4.1 mini

23

N/A

Which companies, providers, or products lead the market for identity security platforms in July 2026? Use measurable evidence rather than reputation and include citations.

Other sources only 

![loginradius.com favicon](https://www.google.com/s2/favicons?domain=loginradius.com&sz=32)loginradius.com ![okta.com favicon](https://www.google.com/s2/favicons?domain=okta.com&sz=32)okta.com ![prnewswire.com favicon](https://www.google.com/s2/favicons?domain=prnewswire.com&sz=32)prnewswire.com ![securityboulevard.com favicon](https://www.google.com/s2/favicons?domain=securityboulevard.com&sz=32)securityboulevard.com ![techdogs.com favicon](https://www.google.com/s2/favicons?domain=techdogs.com&sz=32)techdogs.com 

Broad source experiment (2,000)

GPT-4.1 mini

24

N/A

Fact-check the most common marketing claims made about leading televisions. Use original evidence where possible and include citations.

Other sources only 

![gamespot.com favicon](https://www.google.com/s2/favicons?domain=gamespot.com&sz=32)gamespot.com ![macworld.com favicon](https://www.google.com/s2/favicons?domain=macworld.com&sz=32)macworld.com ![techspot.com favicon](https://www.google.com/s2/favicons?domain=techspot.com&sz=32)techspot.com ![tomsguide.com favicon](https://www.google.com/s2/favicons?domain=tomsguide.com&sz=32)tomsguide.com 

Broad source experiment (2,000)

GPT-4.1 mini

25

N/A

What does Reddit recommend for point-of-sale systems in 2026? Cite the specific Reddit threads or comments used.

Reddit cited 

![reddit.com favicon](https://www.google.com/s2/favicons?domain=reddit.com&sz=32)reddit.com 

Broad source experiment (2,000)

GPT-4.1 mini

26

N/A

Which credit cards are best for first-time customers and ordinary households in 2026? Include citations.

Other sources only 

![bankingdeal.com favicon](https://www.google.com/s2/favicons?domain=bankingdeal.com&sz=32)bankingdeal.com ![cardcompass.app favicon](https://www.google.com/s2/favicons?domain=cardcompass.app&sz=32)cardcompass.app ![clearvaluelending.com favicon](https://www.google.com/s2/favicons?domain=clearvaluelending.com&sz=32)clearvaluelending.com ![fioney.com favicon](https://www.google.com/s2/favicons?domain=fioney.com&sz=32)fioney.com ![firstcard.app favicon](https://www.google.com/s2/favicons?domain=firstcard.app&sz=32)firstcard.app ![lendstart.com favicon](https://www.google.com/s2/favicons?domain=lendstart.com&sz=32)lendstart.com ![mgnews.net favicon](https://www.google.com/s2/favicons?domain=mgnews.net&sz=32)mgnews.net ![moneylion.com favicon](https://www.google.com/s2/favicons?domain=moneylion.com&sz=32)moneylion.com ![qz.com favicon](https://www.google.com/s2/favicons?domain=qz.com&sz=32)qz.com 

Broad source experiment (2,000)

GPT-4.1 mini

27

N/A

Compare the leading personal loans in 2026 without using affiliate review sites. Include citations.

Other sources only 

![forbes.com favicon](https://www.google.com/s2/favicons?domain=forbes.com&sz=32)forbes.com ![globalfinanceguide.com favicon](https://www.google.com/s2/favicons?domain=globalfinanceguide.com&sz=32)globalfinanceguide.com ![lendwyse.com favicon](https://www.google.com/s2/favicons?domain=lendwyse.com&sz=32)lendwyse.com 

Broad source experiment (2,000)

GPT-4.1 mini

28

N/A

Which websites publish the most useful and reliable information about cloud-native application protection platforms in 2026? Explain the selection and include citations.

Other sources only 

![capitalbay.news favicon](https://www.google.com/s2/favicons?domain=capitalbay.news&sz=32)capitalbay.news ![constellationr.com favicon](https://www.google.com/s2/favicons?domain=constellationr.com&sz=32)constellationr.com ![expertinsights.com favicon](https://www.google.com/s2/favicons?domain=expertinsights.com&sz=32)expertinsights.com ![gartner.com favicon](https://www.google.com/s2/favicons?domain=gartner.com&sz=32)gartner.com ![peerspot.com favicon](https://www.google.com/s2/favicons?domain=peerspot.com&sz=32)peerspot.com ![startupstash.com favicon](https://www.google.com/s2/favicons?domain=startupstash.com&sz=32)startupstash.com 

Broad source experiment (2,000)

GPT-4.1 mini

29

N/A

Compare the leading home security systems in 2026 without using affiliate review sites. Include citations.

Other sources only 

![alarm-reviews.net favicon](https://www.google.com/s2/favicons?domain=alarm-reviews.net&sz=32)alarm-reviews.net ![chicagohomesecuritypros.com favicon](https://www.google.com/s2/favicons?domain=chicagohomesecuritypros.com&sz=32)chicagohomesecuritypros.com ![guruin.com favicon](https://www.google.com/s2/favicons?domain=guruin.com&sz=32)guruin.com ![homedepot.com favicon](https://www.google.com/s2/favicons?domain=homedepot.com&sz=32)homedepot.com ![safehome.org favicon](https://www.google.com/s2/favicons?domain=safehome.org&sz=32)safehome.org ![security.org favicon](https://www.google.com/s2/favicons?domain=security.org&sz=32)security.org ![securitycompasshq.com favicon](https://www.google.com/s2/favicons?domain=securitycompasshq.com&sz=32)securitycompasshq.com ![shieldhome.pro favicon](https://www.google.com/s2/favicons?domain=shieldhome.pro&sz=32)shieldhome.pro ![techhive.com favicon](https://www.google.com/s2/favicons?domain=techhive.com&sz=32)techhive.com ![top-home-security.com favicon](https://www.google.com/s2/favicons?domain=top-home-security.com&sz=32)top-home-security.com 

Broad source experiment (2,000)

GPT-4.1 mini

30

N/A

Which AI image generators are the safest and most reliable in 2026? Support every recommendation with citations.

Other sources only 

![aigptjournal.com favicon](https://www.google.com/s2/favicons?domain=aigptjournal.com&sz=32)aigptjournal.com ![aitoolsrecap.com favicon](https://www.google.com/s2/favicons?domain=aitoolsrecap.com&sz=32)aitoolsrecap.com ![economictimes.com favicon](https://www.google.com/s2/favicons?domain=economictimes.com&sz=32)economictimes.com ![larazon.es favicon](https://www.google.com/s2/favicons?domain=larazon.es&sz=32)larazon.es ![starthubasia.com favicon](https://www.google.com/s2/favicons?domain=starthubasia.com&sz=32)starthubasia.com ![websim.com favicon](https://www.google.com/s2/favicons?domain=websim.com&sz=32)websim.com 

Broad source experiment (2,000)

GPT-4.1 mini

31

N/A

Where do credible sources disagree about the best budgeting apps in 2026? Explain the disagreement and cite each side.

Other sources only 

![forbes.com favicon](https://www.google.com/s2/favicons?domain=forbes.com&sz=32)forbes.com ![nerdwallet.com favicon](https://www.google.com/s2/favicons?domain=nerdwallet.com&sz=32)nerdwallet.com 

Broad source experiment (2,000)

GPT-4.1 mini

32

N/A

Which checking accounts are the safest and most reliable in 2026? Support every recommendation with citations.

Other sources only 

![forbes.com favicon](https://www.google.com/s2/favicons?domain=forbes.com&sz=32)forbes.com ![moneyatlas.com favicon](https://www.google.com/s2/favicons?domain=moneyatlas.com&sz=32)moneyatlas.com ![tiller.com favicon](https://www.google.com/s2/favicons?domain=tiller.com&sz=32)tiller.com ![tradingpedia.net favicon](https://www.google.com/s2/favicons?domain=tradingpedia.net&sz=32)tradingpedia.net ![walletgrower.com favicon](https://www.google.com/s2/favicons?domain=walletgrower.com&sz=32)walletgrower.com 

Broad source experiment (2,000)

GPT-4.1 mini

33

N/A

What are the biggest risks, drawbacks, hidden costs, or limitations of the leading residential solar panels? Include citations.

Other sources only 

![energysage.com favicon](https://www.google.com/s2/favicons?domain=energysage.com&sz=32)energysage.com ![nachi.org favicon](https://www.google.com/s2/favicons?domain=nachi.org&sz=32)nachi.org ![reference.com favicon](https://www.google.com/s2/favicons?domain=reference.com&sz=32)reference.com ![solarhomeshield.com favicon](https://www.google.com/s2/favicons?domain=solarhomeshield.com&sz=32)solarhomeshield.com ![solartechera.com favicon](https://www.google.com/s2/favicons?domain=solartechera.com&sz=32)solartechera.com 

Broad source experiment (2,000)

GPT-4.1 mini

34

N/A

Using only primary, government, academic, regulatory, or standards sources, explain how to evaluate flight booking websites in 2026. Include citations.

Other sources only 

![colorado.edu favicon](https://www.google.com/s2/favicons?domain=colorado.edu&sz=32)colorado.edu ![consumerreports.org favicon](https://www.google.com/s2/favicons?domain=consumerreports.org&sz=32)consumerreports.org ![consumersadvocate.org favicon](https://www.google.com/s2/favicons?domain=consumersadvocate.org&sz=32)consumersadvocate.org 

Broad source experiment (2,000)

GPT-4.1 mini

35

N/A

Which newer workout apps are gaining attention in 2026, and what is driving the interest? Include current citations.

Other sources only 

![androidcentral.com favicon](https://www.google.com/s2/favicons?domain=androidcentral.com&sz=32)androidcentral.com ![boostcamp.app favicon](https://www.google.com/s2/favicons?domain=boostcamp.app&sz=32)boostcamp.app ![sensai.fit favicon](https://www.google.com/s2/favicons?domain=sensai.fit&sz=32)sensai.fit ![techradar.com favicon](https://www.google.com/s2/favicons?domain=techradar.com&sz=32)techradar.com 

Broad source experiment (2,000)

GPT-4.1 mini

36

N/A

Which shipping management software are best for small teams and growing companies in 2026? Include citations.

Other sources only 

![atoship.com favicon](https://www.google.com/s2/favicons?domain=atoship.com&sz=32)atoship.com ![auspost.com.au favicon](https://www.google.com/s2/favicons?domain=auspost.com.au&sz=32)auspost.com.au ![brandcrowd.com favicon](https://www.google.com/s2/favicons?domain=brandcrowd.com&sz=32)brandcrowd.com ![freightfigures.com favicon](https://www.google.com/s2/favicons?domain=freightfigures.com&sz=32)freightfigures.com ![hubspot.com favicon](https://www.google.com/s2/favicons?domain=hubspot.com&sz=32)hubspot.com ![peerspot.com favicon](https://www.google.com/s2/favicons?domain=peerspot.com&sz=32)peerspot.com ![prlog.org favicon](https://www.google.com/s2/favicons?domain=prlog.org&sz=32)prlog.org 

Broad source experiment (2,000)

GPT-4.1 mini

37

N/A

Using only official company, provider, or product sources, compare the leading online payment processors in 2026. Include citations.

Other sources only 

![adyen.com favicon](https://www.google.com/s2/favicons?domain=adyen.com&sz=32)adyen.com ![stripe.com favicon](https://www.google.com/s2/favicons?domain=stripe.com&sz=32)stripe.com ![worldpay.com favicon](https://www.google.com/s2/favicons?domain=worldpay.com&sz=32)worldpay.com 

Broad source experiment (2,000)

GPT-4.1 mini

38

N/A

What changed in the market for managed detection and response services during the past 12 months? Include current citations.

Other sources only 

![econmarketresearch.com favicon](https://www.google.com/s2/favicons?domain=econmarketresearch.com&sz=32)econmarketresearch.com ![grandviewresearch.com favicon](https://www.google.com/s2/favicons?domain=grandviewresearch.com&sz=32)grandviewresearch.com ![itpro.com favicon](https://www.google.com/s2/favicons?domain=itpro.com&sz=32)itpro.com ![prnewswire.com favicon](https://www.google.com/s2/favicons?domain=prnewswire.com&sz=32)prnewswire.com ![techradar.com favicon](https://www.google.com/s2/favicons?domain=techradar.com&sz=32)techradar.com 

Broad source experiment (2,000)

GPT-4.1 mini

39

N/A

Where do credible sources disagree about the best online therapy services in 2026? Explain the disagreement and cite each side.

Other sources only 

![simplypsychology.com favicon](https://www.google.com/s2/favicons?domain=simplypsychology.com&sz=32)simplypsychology.com 

Broad source experiment (2,000)

GPT-4.1 mini

40

N/A

Using only official company, provider, or product sources, compare the leading term life insurance in 2026. Include citations.

No tracked citation 

\- 

Broad source experiment (2,000)

GPT-4.1 mini

41

N/A

Which baby strollers are best for caregivers and families with complex or ongoing needs in 2026? Include citations.

Other sources only 

![babylux.nl favicon](https://www.google.com/s2/favicons?domain=babylux.nl&sz=32)babylux.nl ![fromrebel.com favicon](https://www.google.com/s2/favicons?domain=fromrebel.com&sz=32)fromrebel.com ![jakewell.com.hk favicon](https://www.google.com/s2/favicons?domain=jakewell.com.hk&sz=32)jakewell.com.hk ![macrobaby.com favicon](https://www.google.com/s2/favicons?domain=macrobaby.com&sz=32)macrobaby.com ![parentsimple.org favicon](https://www.google.com/s2/favicons?domain=parentsimple.org&sz=32)parentsimple.org ![shopbornbaby.com favicon](https://www.google.com/s2/favicons?domain=shopbornbaby.com&sz=32)shopbornbaby.com ![thule.com favicon](https://www.google.com/s2/favicons?domain=thule.com&sz=32)thule.com 

Broad source experiment (2,000)

GPT-4.1 mini

42

N/A

What do independent reviewers recommend for online therapy services in 2026? Exclude vendor marketing claims and include citations.

Other sources only 

![causeartist.com favicon](https://www.google.com/s2/favicons?domain=causeartist.com&sz=32)causeartist.com ![cerebral.com favicon](https://www.google.com/s2/favicons?domain=cerebral.com&sz=32)cerebral.com ![healthline.com favicon](https://www.google.com/s2/favicons?domain=healthline.com&sz=32)healthline.com ![oncedaily.co favicon](https://www.google.com/s2/favicons?domain=oncedaily.co&sz=32)oncedaily.co ![psychcentral.com favicon](https://www.google.com/s2/favicons?domain=psychcentral.com&sz=32)psychcentral.com ![simplypsychology.com favicon](https://www.google.com/s2/favicons?domain=simplypsychology.com&sz=32)simplypsychology.com ![therapyinvite.com favicon](https://www.google.com/s2/favicons?domain=therapyinvite.com&sz=32)therapyinvite.com ![wearetenet.com favicon](https://www.google.com/s2/favicons?domain=wearetenet.com&sz=32)wearetenet.com 

Broad source experiment (2,000)

GPT-4.1 mini

43

N/A

What changed in the market for workout apps during the past 12 months? Include current citations.

Other sources only 

![axios.com favicon](https://www.google.com/s2/favicons?domain=axios.com&sz=32)axios.com ![cyclingweekly.com favicon](https://www.google.com/s2/favicons?domain=cyclingweekly.com&sz=32)cyclingweekly.com ![fortunebusinessinsights.com favicon](https://www.google.com/s2/favicons?domain=fortunebusinessinsights.com&sz=32)fortunebusinessinsights.com ![grandviewresearch.com favicon](https://www.google.com/s2/favicons?domain=grandviewresearch.com&sz=32)grandviewresearch.com ![marieclaire.co.uk favicon](https://www.google.com/s2/favicons?domain=marieclaire.co.uk&sz=32)marieclaire.co.uk ![mobile-squad.com favicon](https://www.google.com/s2/favicons?domain=mobile-squad.com&sz=32)mobile-squad.com ![techradar.com favicon](https://www.google.com/s2/favicons?domain=techradar.com&sz=32)techradar.com ![tomsguide.com favicon](https://www.google.com/s2/favicons?domain=tomsguide.com&sz=32)tomsguide.com 

Broad source experiment (2,000)

GPT-4.1 mini

44

N/A

What do real users and online communities recommend for business formation services in 2026? Cite the specific discussions or community sources used.

Other sources only 

![bizee.com favicon](https://www.google.com/s2/favicons?domain=bizee.com&sz=32)bizee.com ![brandfetch.com favicon](https://www.google.com/s2/favicons?domain=brandfetch.com&sz=32)brandfetch.com ![clipground.com favicon](https://www.google.com/s2/favicons?domain=clipground.com&sz=32)clipground.com ![trustpilot.com favicon](https://www.google.com/s2/favicons?domain=trustpilot.com&sz=32)trustpilot.com 

Broad source experiment (2,000)

GPT-4.1 mini

45

N/A

Which vacation rental platforms are best for frequent travelers and business travelers in 2026? Include citations.

Other sources only 

![evolvenutrition.com.au favicon](https://www.google.com/s2/favicons?domain=evolvenutrition.com.au&sz=32)evolvenutrition.com.au ![houfy.com favicon](https://www.google.com/s2/favicons?domain=houfy.com&sz=32)houfy.com ![nortonmediaenterprise.com favicon](https://www.google.com/s2/favicons?domain=nortonmediaenterprise.com&sz=32)nortonmediaenterprise.com ![prnewswire.com favicon](https://www.google.com/s2/favicons?domain=prnewswire.com&sz=32)prnewswire.com ![radcity.net favicon](https://www.google.com/s2/favicons?domain=radcity.net&sz=32)radcity.net ![sitemile.com favicon](https://www.google.com/s2/favicons?domain=sitemile.com&sz=32)sitemile.com ![smoobu.com favicon](https://www.google.com/s2/favicons?domain=smoobu.com&sz=32)smoobu.com ![themuse.com favicon](https://www.google.com/s2/favicons?domain=themuse.com&sz=32)themuse.com 

Broad source experiment (2,000)

GPT-4.1 mini

46

N/A

What changed in the market for electric vehicles during the past 12 months? Include current citations.

Other sources only 

![autocarindia.com favicon](https://www.google.com/s2/favicons?domain=autocarindia.com&sz=32)autocarindia.com ![coxautoinc.com favicon](https://www.google.com/s2/favicons?domain=coxautoinc.com&sz=32)coxautoinc.com ![europa.eu favicon](https://www.google.com/s2/favicons?domain=europa.eu&sz=32)europa.eu ![investing.com favicon](https://www.google.com/s2/favicons?domain=investing.com&sz=32)investing.com ![nada.org favicon](https://www.google.com/s2/favicons?domain=nada.org&sz=32)nada.org 

Broad source experiment (2,000)

GPT-4.1 mini

47

N/A

Which customer support software are best for small teams and growing companies in 2026? Include citations.

Other sources only 

![costbench.com favicon](https://www.google.com/s2/favicons?domain=costbench.com&sz=32)costbench.com ![inabaweb.com favicon](https://www.google.com/s2/favicons?domain=inabaweb.com&sz=32)inabaweb.com ![lead4pro.com favicon](https://www.google.com/s2/favicons?domain=lead4pro.com&sz=32)lead4pro.com ![partnerpage.io favicon](https://www.google.com/s2/favicons?domain=partnerpage.io&sz=32)partnerpage.io ![passionfroot.me favicon](https://www.google.com/s2/favicons?domain=passionfroot.me&sz=32)passionfroot.me ![selvo.co favicon](https://www.google.com/s2/favicons?domain=selvo.co&sz=32)selvo.co ![theaiinsider.tech favicon](https://www.google.com/s2/favicons?domain=theaiinsider.tech&sz=32)theaiinsider.tech 

Broad source experiment (2,000)

GPT-4.1 mini

48

N/A

What does Reddit recommend for inventory management software in 2026? Cite the specific Reddit threads or comments used.

Reddit cited 

![reddit.com favicon](https://www.google.com/s2/favicons?domain=reddit.com&sz=32)reddit.com 

Broad source experiment (2,000)

GPT-4.1 mini

49

N/A

Using only primary, government, academic, regulatory, or standards sources, explain how to evaluate smartphones in 2026. Include citations.

Other sources only 

![smartphony.org favicon](https://www.google.com/s2/favicons?domain=smartphony.org&sz=32)smartphony.org 

Broad source experiment (2,000)

GPT-4.1 mini

50

N/A

What do independent reviewers recommend for retrieval-augmented generation platforms in 2026? Exclude vendor marketing claims and include citations.

Other sources only 

![aitoptenrank.com favicon](https://www.google.com/s2/favicons?domain=aitoptenrank.com&sz=32)aitoptenrank.com ![dupple.com favicon](https://www.google.com/s2/favicons?domain=dupple.com&sz=32)dupple.com ![goodeyelabs.com favicon](https://www.google.com/s2/favicons?domain=goodeyelabs.com&sz=32)goodeyelabs.com ![mixpeek.com favicon](https://www.google.com/s2/favicons?domain=mixpeek.com&sz=32)mixpeek.com 

Broad source experiment (2,000)

GPT-4.1 mini

51

N/A

What do real users and online communities recommend for vector databases in 2026? Cite the specific discussions or community sources used.

Other sources only 

![genaizurich.ch favicon](https://www.google.com/s2/favicons?domain=genaizurich.ch&sz=32)genaizurich.ch ![github.com favicon](https://www.google.com/s2/favicons?domain=github.com&sz=32)github.com ![globenewswire.com favicon](https://www.google.com/s2/favicons?domain=globenewswire.com&sz=32)globenewswire.com ![logowik.com favicon](https://www.google.com/s2/favicons?domain=logowik.com&sz=32)logowik.com ![x.com favicon](https://www.google.com/s2/favicons?domain=x.com&sz=32)x.com 

Broad source experiment (2,000)

GPT-4.1 mini

52

N/A

Which international eSIM providers offer the best value for money in July 2026? Compare current pricing and include citations.

Other sources only 

![lebigdata.fr favicon](https://www.google.com/s2/favicons?domain=lebigdata.fr&sz=32)lebigdata.fr ![mayasimperio.com favicon](https://www.google.com/s2/favicons?domain=mayasimperio.com&sz=32)mayasimperio.com ![scribehow.com favicon](https://www.google.com/s2/favicons?domain=scribehow.com&sz=32)scribehow.com ![travlists.com favicon](https://www.google.com/s2/favicons?domain=travlists.com&sz=32)travlists.com 

Broad source experiment (2,000)

GPT-4.1 mini

53

N/A

Where do credible sources disagree about the best managed detection and response services in 2026? Explain the disagreement and cite each side.

Other sources only 

![uinat.com favicon](https://www.google.com/s2/favicons?domain=uinat.com&sz=32)uinat.com ![worldmetrics.org favicon](https://www.google.com/s2/favicons?domain=worldmetrics.org&sz=32)worldmetrics.org 

Broad source experiment (2,000)

GPT-4.1 mini

54

N/A

Where do credible sources disagree about the best e-commerce platforms in 2026? Explain the disagreement and cite each side.

Other sources only 

![propicked.com favicon](https://www.google.com/s2/favicons?domain=propicked.com&sz=32)propicked.com ![techradar.com favicon](https://www.google.com/s2/favicons?domain=techradar.com&sz=32)techradar.com 

Broad source experiment (2,000)

GPT-4.1 mini

55

N/A

Fact-check the most common marketing claims made about leading business accounting software. Use original evidence where possible and include citations.

Other sources only 

![bestaiaccounting.com favicon](https://www.google.com/s2/favicons?domain=bestaiaccounting.com&sz=32)bestaiaccounting.com ![sage.com favicon](https://www.google.com/s2/favicons?domain=sage.com&sz=32)sage.com ![softwareadvice.com favicon](https://www.google.com/s2/favicons?domain=softwareadvice.com&sz=32)softwareadvice.com ![xero.com favicon](https://www.google.com/s2/favicons?domain=xero.com&sz=32)xero.com 

Broad source experiment (2,000)

GPT-4.1 mini

56

N/A

What are the best wireless headphones in 2026? Compare the leading options and include citations.

Other sources only 

![backmarket.com favicon](https://www.google.com/s2/favicons?domain=backmarket.com&sz=32)backmarket.com ![lmt.lv favicon](https://www.google.com/s2/favicons?domain=lmt.lv&sz=32)lmt.lv ![luluhypermarket.com favicon](https://www.google.com/s2/favicons?domain=luluhypermarket.com&sz=32)luluhypermarket.com ![qantas.com favicon](https://www.google.com/s2/favicons?domain=qantas.com&sz=32)qantas.com ![soundandvision.com favicon](https://www.google.com/s2/favicons?domain=soundandvision.com&sz=32)soundandvision.com ![soundguys.com favicon](https://www.google.com/s2/favicons?domain=soundguys.com&sz=32)soundguys.com ![techgearlab.com favicon](https://www.google.com/s2/favicons?domain=techgearlab.com&sz=32)techgearlab.com ![techradar.com favicon](https://www.google.com/s2/favicons?domain=techradar.com&sz=32)techradar.com ![whathifi.com favicon](https://www.google.com/s2/favicons?domain=whathifi.com&sz=32)whathifi.com 

Broad source experiment (2,000)

GPT-4.1 mini

57

N/A

Where do credible sources disagree about the best business formation services in 2026? Explain the disagreement and cite each side.

Other sources only 

![forbes.com favicon](https://www.google.com/s2/favicons?domain=forbes.com&sz=32)forbes.com ![llc.org favicon](https://www.google.com/s2/favicons?domain=llc.org&sz=32)llc.org 

Broad source experiment (2,000)

GPT-4.1 mini

58

N/A

Which websites publish the most useful and reliable information about retrieval-augmented generation platforms in 2026? Explain the selection and include citations.

Other sources only 

![aitoolfinder.org favicon](https://www.google.com/s2/favicons?domain=aitoolfinder.org&sz=32)aitoolfinder.org ![github.io favicon](https://www.google.com/s2/favicons?domain=github.io&sz=32)github.io ![goodfirms.co favicon](https://www.google.com/s2/favicons?domain=goodfirms.co&sz=32)goodfirms.co ![librancy.ai favicon](https://www.google.com/s2/favicons?domain=librancy.ai&sz=32)librancy.ai ![tomsguide.com favicon](https://www.google.com/s2/favicons?domain=tomsguide.com&sz=32)tomsguide.com 

Broad source experiment (2,000)

GPT-4.1 mini

59

N/A

Compare the leading flight booking websites in 2026 without using affiliate review sites. Include citations.

Other sources only 

![camli.com favicon](https://www.google.com/s2/favicons?domain=camli.com&sz=32)camli.com ![hardreset.info favicon](https://www.google.com/s2/favicons?domain=hardreset.info&sz=32)hardreset.info ![inspirefusion.com favicon](https://www.google.com/s2/favicons?domain=inspirefusion.com&sz=32)inspirefusion.com ![kayak.com favicon](https://www.google.com/s2/favicons?domain=kayak.com&sz=32)kayak.com ![realjourneytravels.com favicon](https://www.google.com/s2/favicons?domain=realjourneytravels.com&sz=32)realjourneytravels.com ![smartertravel.com favicon](https://www.google.com/s2/favicons?domain=smartertravel.com&sz=32)smartertravel.com ![uiland.design favicon](https://www.google.com/s2/favicons?domain=uiland.design&sz=32)uiland.design 

Broad source experiment (2,000)

GPT-4.1 mini

60

N/A

Which companies, providers, or products lead the market for managed detection and response services in July 2026? Use measurable evidence rather than reputation and include citations.

Other sources only 

![absolutereports.com favicon](https://www.google.com/s2/favicons?domain=absolutereports.com&sz=32)absolutereports.com ![businessresearchinsights.com favicon](https://www.google.com/s2/favicons?domain=businessresearchinsights.com&sz=32)businessresearchinsights.com ![marketsandmarkets.com favicon](https://www.google.com/s2/favicons?domain=marketsandmarkets.com&sz=32)marketsandmarkets.com 

Broad source experiment (2,000)

GPT-4.1 mini

61

N/A

Compare the leading project management software in 2026 without using affiliate review sites. Include citations.

Other sources only 

![techrepublic.com favicon](https://www.google.com/s2/favicons?domain=techrepublic.com&sz=32)techrepublic.com 

Broad source experiment (2,000)

GPT-4.1 mini

62

N/A

Fact-check the most common marketing claims made about leading tax preparation software. Use original evidence where possible and include citations.

Other sources only 

![ftc.gov favicon](https://www.google.com/s2/favicons?domain=ftc.gov&sz=32)ftc.gov ![investing.com favicon](https://www.google.com/s2/favicons?domain=investing.com&sz=32)investing.com ![manatt.com favicon](https://www.google.com/s2/favicons?domain=manatt.com&sz=32)manatt.com ![terms.law favicon](https://www.google.com/s2/favicons?domain=terms.law&sz=32)terms.law 

Broad source experiment (2,000)

GPT-4.1 mini

63

N/A

What does Reddit recommend for online stock brokers in 2026? Cite the specific Reddit threads or comments used.

Reddit cited 

![reddit.com favicon](https://www.google.com/s2/favicons?domain=reddit.com&sz=32)reddit.com 

Broad source experiment (2,000)

GPT-4.1 mini

64

N/A

Compare the leading checking accounts in 2026 without citing company, provider, or product websites. Include citations.

No tracked citation 

\- 

Broad source experiment (2,000)

GPT-4.1 mini

65

N/A

What do real users and online communities recommend for sleep tracking apps in 2026? Cite the specific discussions or community sources used.

Other sources only 

![appshunter.io favicon](https://www.google.com/s2/favicons?domain=appshunter.io&sz=32)appshunter.io ![appstested.com favicon](https://www.google.com/s2/favicons?domain=appstested.com&sz=32)appstested.com ![funq.jp favicon](https://www.google.com/s2/favicons?domain=funq.jp&sz=32)funq.jp ![harveynorman.com.au favicon](https://www.google.com/s2/favicons?domain=harveynorman.com.au&sz=32)harveynorman.com.au ![learnenglish100.com favicon](https://www.google.com/s2/favicons?domain=learnenglish100.com&sz=32)learnenglish100.com ![sleepfoundation.org favicon](https://www.google.com/s2/favicons?domain=sleepfoundation.org&sz=32)sleepfoundation.org ![techinnovateapps.com favicon](https://www.google.com/s2/favicons?domain=techinnovateapps.com&sz=32)techinnovateapps.com ![tomsguide.com favicon](https://www.google.com/s2/favicons?domain=tomsguide.com&sz=32)tomsguide.com ![uiland.design favicon](https://www.google.com/s2/favicons?domain=uiland.design&sz=32)uiland.design 

Broad source experiment (2,000)

GPT-4.1 mini

66

N/A

Which websites publish the most useful and reliable information about e-commerce platforms in 2026? Explain the selection and include citations.

Other sources only 

![forbes.com favicon](https://www.google.com/s2/favicons?domain=forbes.com&sz=32)forbes.com ![storebuilders.info favicon](https://www.google.com/s2/favicons?domain=storebuilders.info&sz=32)storebuilders.info ![techradar.com favicon](https://www.google.com/s2/favicons?domain=techradar.com&sz=32)techradar.com ![toolradar.com favicon](https://www.google.com/s2/favicons?domain=toolradar.com&sz=32)toolradar.com ![top10sitesreview.com favicon](https://www.google.com/s2/favicons?domain=top10sitesreview.com&sz=32)top10sitesreview.com 

Broad source experiment (2,000)

GPT-4.1 mini

67

N/A

Which companies, providers, or products lead the market for AI image generators in July 2026? Use measurable evidence rather than reputation and include citations.

Other sources only 

![aicpb.com favicon](https://www.google.com/s2/favicons?domain=aicpb.com&sz=32)aicpb.com ![morphed.app favicon](https://www.google.com/s2/favicons?domain=morphed.app&sz=32)morphed.app ![ramp.com favicon](https://www.google.com/s2/favicons?domain=ramp.com&sz=32)ramp.com ![seektool.ai favicon](https://www.google.com/s2/favicons?domain=seektool.ai&sz=32)seektool.ai 

Broad source experiment (2,000)

GPT-4.1 mini

68

N/A

Using only primary, government, academic, regulatory, or standards sources, explain how to evaluate baby strollers in 2026. Include citations.

No tracked citation 

\- 

Broad source experiment (2,000)

GPT-4.1 mini

69

N/A

Compare the leading term life insurance in 2026 without using affiliate review sites. Include citations.

Other sources only 

![insure.com favicon](https://www.google.com/s2/favicons?domain=insure.com&sz=32)insure.com ![moneygeek.com favicon](https://www.google.com/s2/favicons?domain=moneygeek.com&sz=32)moneygeek.com ![work-club.com favicon](https://www.google.com/s2/favicons?domain=work-club.com&sz=32)work-club.com 

Broad source experiment (2,000)

GPT-4.1 mini

70

N/A

Which tax preparation software are best for experienced investors and customers with complex financial needs in 2026? Include citations.

Other sources only 

![aol.com favicon](https://www.google.com/s2/favicons?domain=aol.com&sz=32)aol.com ![gettyimages.com favicon](https://www.google.com/s2/favicons?domain=gettyimages.com&sz=32)gettyimages.com ![kiplinger.com favicon](https://www.google.com/s2/favicons?domain=kiplinger.com&sz=32)kiplinger.com ![refundatlas.com favicon](https://www.google.com/s2/favicons?domain=refundatlas.com&sz=32)refundatlas.com ![tastytrade.com favicon](https://www.google.com/s2/favicons?domain=tastytrade.com&sz=32)tastytrade.com ![tomsguide.com favicon](https://www.google.com/s2/favicons?domain=tomsguide.com&sz=32)tomsguide.com 

Broad source experiment (2,000)

GPT-4.1 mini

71

N/A

Using only official company, provider, or product sources, compare the leading AI coding assistants in 2026. Include citations.

Other sources only 

![openai.com favicon](https://www.google.com/s2/favicons?domain=openai.com&sz=32)openai.com 

Broad source experiment (2,000)

GPT-4.1 mini

72

N/A

Which newer e-commerce platforms are gaining attention in 2026, and what is driving the interest? Include current citations.

Other sources only 

![brandongroup.it favicon](https://www.google.com/s2/favicons?domain=brandongroup.it&sz=32)brandongroup.it ![digitalcommerce360.com favicon](https://www.google.com/s2/favicons?domain=digitalcommerce360.com&sz=32)digitalcommerce360.com ![startupfortune.com favicon](https://www.google.com/s2/favicons?domain=startupfortune.com&sz=32)startupfortune.com ![techradar.com favicon](https://www.google.com/s2/favicons?domain=techradar.com&sz=32)techradar.com ![topdowntrading.co.uk favicon](https://www.google.com/s2/favicons?domain=topdowntrading.co.uk&sz=32)topdowntrading.co.uk ![wikipedia.org favicon](https://www.google.com/s2/favicons?domain=wikipedia.org&sz=32)wikipedia.org 

Broad source experiment (2,000)

GPT-4.1 mini

73

N/A

Fact-check the most common marketing claims made about leading car insurance. Use original evidence where possible and include citations.

Other sources only 

![carinsurancequotepro.com favicon](https://www.google.com/s2/favicons?domain=carinsurancequotepro.com&sz=32)carinsurancequotepro.com ![consumeraffairs.com favicon](https://www.google.com/s2/favicons?domain=consumeraffairs.com&sz=32)consumeraffairs.com ![ftc.gov favicon](https://www.google.com/s2/favicons?domain=ftc.gov&sz=32)ftc.gov ![insurancenavy.com favicon](https://www.google.com/s2/favicons?domain=insurancenavy.com&sz=32)insurancenavy.com ![leadstories.com favicon](https://www.google.com/s2/favicons?domain=leadstories.com&sz=32)leadstories.com ![libertymutualgroup.com favicon](https://www.google.com/s2/favicons?domain=libertymutualgroup.com&sz=32)libertymutualgroup.com 

Broad source experiment (2,000)

GPT-4.1 mini

74

N/A

Compare the leading sleep tracking apps in 2026 without using affiliate review sites. Include citations.

Other sources only 

![alem.com.tr favicon](https://www.google.com/s2/favicons?domain=alem.com.tr&sz=32)alem.com.tr ![bestapprankings.com favicon](https://www.google.com/s2/favicons?domain=bestapprankings.com&sz=32)bestapprankings.com ![etechshout.com favicon](https://www.google.com/s2/favicons?domain=etechshout.com&sz=32)etechshout.com ![harveynorman.com.au favicon](https://www.google.com/s2/favicons?domain=harveynorman.com.au&sz=32)harveynorman.com.au ![maisonsante.fr favicon](https://www.google.com/s2/favicons?domain=maisonsante.fr&sz=32)maisonsante.fr ![sleepfoundation.org favicon](https://www.google.com/s2/favicons?domain=sleepfoundation.org&sz=32)sleepfoundation.org ![tomsguide.com favicon](https://www.google.com/s2/favicons?domain=tomsguide.com&sz=32)tomsguide.com ![womenshealthmag.com favicon](https://www.google.com/s2/favicons?domain=womenshealthmag.com&sz=32)womenshealthmag.com 

Broad source experiment (2,000)

GPT-4.1 mini

75

N/A

Which companies, providers, or products lead the market for dietary supplements in July 2026? Use measurable evidence rather than reputation and include citations.

No tracked citation 

\- 

Broad source experiment (2,000)

GPT-4.1 mini

76

N/A

Compare the leading parental control apps in 2026 without citing company, provider, or product websites. Include citations.

Other sources only 

![onlinesafetychecker.com favicon](https://www.google.com/s2/favicons?domain=onlinesafetychecker.com&sz=32)onlinesafetychecker.com ![parentherald.com favicon](https://www.google.com/s2/favicons?domain=parentherald.com&sz=32)parentherald.com ![techradar.com favicon](https://www.google.com/s2/favicons?domain=techradar.com&sz=32)techradar.com ![tomsguide.com favicon](https://www.google.com/s2/favicons?domain=tomsguide.com&sz=32)tomsguide.com 

Broad source experiment (2,000)

GPT-4.1 mini

77

N/A

Which laptops are the safest and most reliable in 2026? Support every recommendation with citations.

Other sources only 

![bakuelectronics.az favicon](https://www.google.com/s2/favicons?domain=bakuelectronics.az&sz=32)bakuelectronics.az ![forbes.com favicon](https://www.google.com/s2/favicons?domain=forbes.com&sz=32)forbes.com ![lenovo.com favicon](https://www.google.com/s2/favicons?domain=lenovo.com&sz=32)lenovo.com ![mcstore.com.ua favicon](https://www.google.com/s2/favicons?domain=mcstore.com.ua&sz=32)mcstore.com.ua ![notebookcheck.info favicon](https://www.google.com/s2/favicons?domain=notebookcheck.info&sz=32)notebookcheck.info ![outlookbusiness.com favicon](https://www.google.com/s2/favicons?domain=outlookbusiness.com&sz=32)outlookbusiness.com ![tomsguide.com favicon](https://www.google.com/s2/favicons?domain=tomsguide.com&sz=32)tomsguide.com ![windowscentral.com favicon](https://www.google.com/s2/favicons?domain=windowscentral.com&sz=32)windowscentral.com 

Broad source experiment (2,000)

GPT-4.1 mini

78

N/A

What do real users and online communities recommend for wireless headphones in 2026? Cite the specific discussions or community sources used.

Other sources only 

![bhphotovideo.com favicon](https://www.google.com/s2/favicons?domain=bhphotovideo.com&sz=32)bhphotovideo.com ![lmt.lv favicon](https://www.google.com/s2/favicons?domain=lmt.lv&sz=32)lmt.lv ![luluhypermarket.com favicon](https://www.google.com/s2/favicons?domain=luluhypermarket.com&sz=32)luluhypermarket.com ![qantas.com favicon](https://www.google.com/s2/favicons?domain=qantas.com&sz=32)qantas.com ![soundandvision.com favicon](https://www.google.com/s2/favicons?domain=soundandvision.com&sz=32)soundandvision.com ![techradar.com favicon](https://www.google.com/s2/favicons?domain=techradar.com&sz=32)techradar.com ![whathifi.com favicon](https://www.google.com/s2/favicons?domain=whathifi.com&sz=32)whathifi.com 

Broad source experiment (2,000)

GPT-4.1 mini

79

N/A

What do real users and online communities recommend for high-yield savings accounts in 2026? Cite the specific discussions or community sources used.

Other sources only 

![bogleheads.org favicon](https://www.google.com/s2/favicons?domain=bogleheads.org&sz=32)bogleheads.org ![moneytalksnews.com favicon](https://www.google.com/s2/favicons?domain=moneytalksnews.com&sz=32)moneytalksnews.com 

Broad source experiment (2,000)

GPT-4.1 mini

80

N/A

Which home security systems are best for experienced homeowners and property managers in 2026? Include citations.

Other sources only 

![chicagohomesecuritypros.com favicon](https://www.google.com/s2/favicons?domain=chicagohomesecuritypros.com&sz=32)chicagohomesecuritypros.com ![guruin.com favicon](https://www.google.com/s2/favicons?domain=guruin.com&sz=32)guruin.com ![homedepot.com favicon](https://www.google.com/s2/favicons?domain=homedepot.com&sz=32)homedepot.com ![safehome.org favicon](https://www.google.com/s2/favicons?domain=safehome.org&sz=32)safehome.org ![security.org favicon](https://www.google.com/s2/favicons?domain=security.org&sz=32)security.org ![securitycompasshq.com favicon](https://www.google.com/s2/favicons?domain=securitycompasshq.com&sz=32)securitycompasshq.com ![securitysystemsreview.com favicon](https://www.google.com/s2/favicons?domain=securitysystemsreview.com&sz=32)securitysystemsreview.com ![techhive.com favicon](https://www.google.com/s2/favicons?domain=techhive.com&sz=32)techhive.com ![top-home-security.com favicon](https://www.google.com/s2/favicons?domain=top-home-security.com&sz=32)top-home-security.com 

Broad source experiment (2,000)

GPT-4.1 mini

81

N/A

What do independent reviewers recommend for Wi-Fi routers in 2026? Exclude vendor marketing claims and include citations.

Other sources only 

![bestbuy.com favicon](https://www.google.com/s2/favicons?domain=bestbuy.com&sz=32)bestbuy.com ![cryptocomputing.ca favicon](https://www.google.com/s2/favicons?domain=cryptocomputing.ca&sz=32)cryptocomputing.ca ![frontdeskreview.com favicon](https://www.google.com/s2/favicons?domain=frontdeskreview.com&sz=32)frontdeskreview.com ![microless.com favicon](https://www.google.com/s2/favicons?domain=microless.com&sz=32)microless.com ![rozetka.com.ua favicon](https://www.google.com/s2/favicons?domain=rozetka.com.ua&sz=32)rozetka.com.ua ![shi.ca favicon](https://www.google.com/s2/favicons?domain=shi.ca&sz=32)shi.ca ![tomsguide.com favicon](https://www.google.com/s2/favicons?domain=tomsguide.com&sz=32)tomsguide.com ![youtube.com favicon](https://www.google.com/s2/favicons?domain=youtube.com&sz=32)youtube.com 

Broad source experiment (2,000)

GPT-4.1 mini

82

N/A

Using only official company, provider, or product sources, compare the leading learning management systems in 2026. Include citations.

Other sources only 

![continu.com favicon](https://www.google.com/s2/favicons?domain=continu.com&sz=32)continu.com ![d2l.com favicon](https://www.google.com/s2/favicons?domain=d2l.com&sz=32)d2l.com ![instructure.com favicon](https://www.google.com/s2/favicons?domain=instructure.com&sz=32)instructure.com ![prnewswire.com favicon](https://www.google.com/s2/favicons?domain=prnewswire.com&sz=32)prnewswire.com ![techtarget.com favicon](https://www.google.com/s2/favicons?domain=techtarget.com&sz=32)techtarget.com ![wikipedia.org favicon](https://www.google.com/s2/favicons?domain=wikipedia.org&sz=32)wikipedia.org 

Broad source experiment (2,000)

GPT-4.1 mini

83

N/A

Which companies, providers, or products lead the market for home gym equipment in July 2026? Use measurable evidence rather than reputation and include citations.

Other sources only 

![gminsights.com favicon](https://www.google.com/s2/favicons?domain=gminsights.com&sz=32)gminsights.com ![intelmarketresearch.com favicon](https://www.google.com/s2/favicons?domain=intelmarketresearch.com&sz=32)intelmarketresearch.com 

Broad source experiment (2,000)

GPT-4.1 mini

84

N/A

Which newer home warranty providers are gaining attention in 2026, and what is driving the interest? Include current citations.

Other sources only 

![einnews.com favicon](https://www.google.com/s2/favicons?domain=einnews.com&sz=32)einnews.com ![empirehomeprotect.com favicon](https://www.google.com/s2/favicons?domain=empirehomeprotect.com&sz=32)empirehomeprotect.com ![forbes.com favicon](https://www.google.com/s2/favicons?domain=forbes.com&sz=32)forbes.com ![thehomewarrantyguides.com favicon](https://www.google.com/s2/favicons?domain=thehomewarrantyguides.com&sz=32)thehomewarrantyguides.com 

Broad source experiment (2,000)

GPT-4.1 mini

85

N/A

Which online payment processors offer the best value for money in July 2026? Compare current pricing and include citations.

Other sources only 

![kurums.com favicon](https://www.google.com/s2/favicons?domain=kurums.com&sz=32)kurums.com ![nerdwallet.com favicon](https://www.google.com/s2/favicons?domain=nerdwallet.com&sz=32)nerdwallet.com 

Broad source experiment (2,000)

GPT-4.1 mini

86

N/A

What changed in the market for time tracking software during the past 12 months? Include current citations.

Other sources only 

![databridgemarketresearch.com favicon](https://www.google.com/s2/favicons?domain=databridgemarketresearch.com&sz=32)databridgemarketresearch.com ![grandviewresearch.com favicon](https://www.google.com/s2/favicons?domain=grandviewresearch.com&sz=32)grandviewresearch.com ![technavio.com favicon](https://www.google.com/s2/favicons?domain=technavio.com&sz=32)technavio.com 

Broad source experiment (2,000)

GPT-4.1 mini

87

N/A

What does Reddit recommend for homeschool platforms in 2026? Cite the specific Reddit threads or comments used.

No tracked citation 

\- 

Broad source experiment (2,000)

GPT-4.1 mini

88

N/A

Which newer home gym equipment are gaining attention in 2026, and what is driving the interest? Include current citations.

Other sources only 

![completegyms.com favicon](https://www.google.com/s2/favicons?domain=completegyms.com&sz=32)completegyms.com ![flaruva.com favicon](https://www.google.com/s2/favicons?domain=flaruva.com&sz=32)flaruva.com ![knowledgelib.io favicon](https://www.google.com/s2/favicons?domain=knowledgelib.io&sz=32)knowledgelib.io ![t3.com favicon](https://www.google.com/s2/favicons?domain=t3.com&sz=32)t3.com ![wallpaper.com favicon](https://www.google.com/s2/favicons?domain=wallpaper.com&sz=32)wallpaper.com 

Broad source experiment (2,000)

GPT-4.1 mini

89

N/A

What changed in the market for customer support software during the past 12 months? Include current citations.

Other sources only 

![grandviewresearch.com favicon](https://www.google.com/s2/favicons?domain=grandviewresearch.com&sz=32)grandviewresearch.com ![itpro.com favicon](https://www.google.com/s2/favicons?domain=itpro.com&sz=32)itpro.com ![techradar.com favicon](https://www.google.com/s2/favicons?domain=techradar.com&sz=32)techradar.com ![yahoo.com favicon](https://www.google.com/s2/favicons?domain=yahoo.com&sz=32)yahoo.com ![zipdo.co favicon](https://www.google.com/s2/favicons?domain=zipdo.co&sz=32)zipdo.co 

Broad source experiment (2,000)

GPT-4.1 mini

90

N/A

Using only primary, government, academic, regulatory, or standards sources, explain how to evaluate password managers in 2026. Include citations.

Other sources only 

![iso.org favicon](https://www.google.com/s2/favicons?domain=iso.org&sz=32)iso.org ![nist.gov favicon](https://www.google.com/s2/favicons?domain=nist.gov&sz=32)nist.gov 

Broad source experiment (2,000)

GPT-4.1 mini

91

N/A

Which customer support software offer the best value for money in July 2026? Compare current pricing and include citations.

Other sources only 

![costbench.com favicon](https://www.google.com/s2/favicons?domain=costbench.com&sz=32)costbench.com ![forbes.com favicon](https://www.google.com/s2/favicons?domain=forbes.com&sz=32)forbes.com ![inabaweb.com favicon](https://www.google.com/s2/favicons?domain=inabaweb.com&sz=32)inabaweb.com ![match-vs.com favicon](https://www.google.com/s2/favicons?domain=match-vs.com&sz=32)match-vs.com ![partnerpage.io favicon](https://www.google.com/s2/favicons?domain=partnerpage.io&sz=32)partnerpage.io ![theaiinsider.tech favicon](https://www.google.com/s2/favicons?domain=theaiinsider.tech&sz=32)theaiinsider.tech 

Broad source experiment (2,000)

GPT-4.1 mini

92

N/A

What does Reddit recommend for babysitting services in 2026? Cite the specific Reddit threads or comments used.

No tracked citation 

\- 

Broad source experiment (2,000)

GPT-4.1 mini

93

N/A

Which companies, providers, or products lead the market for retirement investing platforms in July 2026? Use measurable evidence rather than reputation and include citations.

Other sources only 

![ark7.com favicon](https://www.google.com/s2/favicons?domain=ark7.com&sz=32)ark7.com ![thestreet.com favicon](https://www.google.com/s2/favicons?domain=thestreet.com&sz=32)thestreet.com ![wealthforseniors.com favicon](https://www.google.com/s2/favicons?domain=wealthforseniors.com&sz=32)wealthforseniors.com 

Broad source experiment (2,000)

GPT-4.1 mini

94

N/A

Compare the leading home electric vehicle chargers in 2026 without citing company, provider, or product websites. Include citations.

Other sources only 

![1a.lt favicon](https://www.google.com/s2/favicons?domain=1a.lt&sz=32)1a.lt ![caranddriver.com favicon](https://www.google.com/s2/favicons?domain=caranddriver.com&sz=32)caranddriver.com ![evchargingmag.com favicon](https://www.google.com/s2/favicons?domain=evchargingmag.com&sz=32)evchargingmag.com ![lightbulbs.com favicon](https://www.google.com/s2/favicons?domain=lightbulbs.com&sz=32)lightbulbs.com ![renewableoutdoors.com favicon](https://www.google.com/s2/favicons?domain=renewableoutdoors.com&sz=32)renewableoutdoors.com ![wattlogic.com favicon](https://www.google.com/s2/favicons?domain=wattlogic.com&sz=32)wattlogic.com 

Broad source experiment (2,000)

GPT-4.1 mini

95

N/A

Compare the leading registered agent services in 2026 without citing company, provider, or product websites. Include citations.

No tracked citation 

\- 

Broad source experiment (2,000)

GPT-4.1 mini

96

N/A

Using only official company, provider, or product sources, compare the leading migraine treatment services in 2026. Include citations.

No tracked citation 

\- 

Broad source experiment (2,000)

GPT-4.1 mini

97

N/A

Fact-check the most common marketing claims made about leading security information and event management platforms. Use original evidence where possible and include citations.

Other sources only 

![blumira.com favicon](https://www.google.com/s2/favicons?domain=blumira.com&sz=32)blumira.com ![lumificyber.com favicon](https://www.google.com/s2/favicons?domain=lumificyber.com&sz=32)lumificyber.com ![paloaltonetworks.com favicon](https://www.google.com/s2/favicons?domain=paloaltonetworks.com&sz=32)paloaltonetworks.com ![techtarget.com favicon](https://www.google.com/s2/favicons?domain=techtarget.com&sz=32)techtarget.com 

Broad source experiment (2,000)

GPT-4.1 mini

98

N/A

Where do credible sources disagree about the best resume builders in 2026? Explain the disagreement and cite each side.

Other sources only 

![techtimes.com favicon](https://www.google.com/s2/favicons?domain=techtimes.com&sz=32)techtimes.com 

Broad source experiment (2,000)

GPT-4.1 mini

99

N/A

Using only primary, government, academic, regulatory, or standards sources, explain how to evaluate retrieval-augmented generation platforms in 2026. Include citations.

Other sources only 

![nih.gov favicon](https://www.google.com/s2/favicons?domain=nih.gov&sz=32)nih.gov ![nist.gov favicon](https://www.google.com/s2/favicons?domain=nist.gov&sz=32)nist.gov ![stanford.edu favicon](https://www.google.com/s2/favicons?domain=stanford.edu&sz=32)stanford.edu ![vips.edu favicon](https://www.google.com/s2/favicons?domain=vips.edu&sz=32)vips.edu 

Broad source experiment (2,000)

GPT-4.1 mini

100

N/A

Where do credible sources disagree about the best grocery delivery services in 2026? Explain the disagreement and cite each side.

Other sources only 

![grocerychop.com favicon](https://www.google.com/s2/favicons?domain=grocerychop.com&sz=32)grocerychop.com ![moneytipshub.com favicon](https://www.google.com/s2/favicons?domain=moneytipshub.com&sz=32)moneytipshub.com ![weebly.com favicon](https://www.google.com/s2/favicons?domain=weebly.com&sz=32)weebly.com 

Load 100 more

![Yuval Halevi](/images/yuval-halevi.webp)

#### [Yuval Halevi](https://www.linkedin.com/in/yuvalhalevi/)

Helping SaaS companies and developer tools get cited in AI answers since before it was called "GEO." 10+ years in B2B SEO, 50+ cybersecurity and SaaS tools clients.

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#### The ChatGPT Silence: Why AI Skips Most Brands

Most brands never appear in ChatGPT answers. Here is what separates the cited from the invisible.

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#### What Separates the 48 Domains ChatGPT Cites Repeatedly From the 2,842 It Cites Once

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🥇

![Octo favicon](https://www.google.com/s2/favicons?domain=octo-sound.com&sz=64)[Octo](https://octo-sound.com "https://octo-sound.com")

43171

🥈

![Celesties favicon](https://www.google.com/s2/favicons?domain=celesties.org&sz=64)[Celesties](https://celesties.org "https://celesties.org")

3783

🥉

![vibeberry.io favicon](https://www.google.com/s2/favicons?domain=vibeberry.io&sz=64)[vibeberry.io](https://vibeberry.io "https://vibeberry.io")

2990

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