ChatGPT beats both Google AI Mode and AI Overviews in quality 84% of the time
A pilot study: blind, ranked comparison of ChatGPT, Google AI Mode and AI Overview on 25 real prompts. ChatGPT won 21 of 25. Full per-query data below.
What we did: took 25 real prompts, ran each one through ChatGPT, Google AI Mode and Google AI Overview, stripped the labels off, and had an independent judge rank the three answers.
- ChatGPT came first on 21 of 25.
- The two Google surfaces swap second and third from prompt to prompt — the gap between them is not stable.
#Summary
| Engine | Mean overall rank | Firsts |
|---|---|---|
| ChatGPT | 1.20 | 21 |
| AI Overview | 2.28 | 1 |
| AI Mode | 2.52 | 3 |
#Method
#Takeaways
##ChatGPT wins by committing
- It picks a brand, quotes a number, gives a name you can actually look up, says what the deciding factor is — and then stops.
- The Google surfaces more often do competent analysis and then decline to land it, offering to keep going instead of answering. That cost them five prompts outright.
- Being specific and occasionally wrong beat being thorough and non-committal.
- That is what most people are asking for: 22 of the 25 questions (88%) wanted a specific answer — a name, a price, a pick, a yes or no. Only three were open-ended enough that a survey would do.
##More sources did not mean a better answer
- Winning answers cited 5.0 sources on average. Second place cited 8.2, third 8.5.
- The winner had the fewest sources of the three on 10 of 25 prompts, and the most on only 3.
- On one prompt AI Mode cited 23 publishers — including a library-discovery platform and a job board — and still finished last.
- Volume of sources is not a quality signal.
##The best answers are often not the longest
- Winning answers averaged 4,259 characters, against 4,914 for second and 5,121 for third.
- The winner was the shortest of the three on 13 of 25 prompts.
- On one prompt the winning answer used 2,317 characters against the loser’s 5,982.
- Length barely moves the ranking in either direction. Read this as length does not buy quality — not as short answers winning on their own.
- Longer reads as more thorough and scores as more padded.
##If the answer is a name, leaving it out is fatal
- Asked for Telegram channels, only ChatGPT gave handles that actually resolve. The Google answers named channels the user cannot find.
- Same pattern as answers that describe an affiliate programme but withhold the commission rate.
- The useful unit is a name someone can look up, not a description of it.
##Answering a prompt you should have questioned is worse than declining
- One prompt was missing the context needed to answer it. AI Overview invented a scenario and shipped it with 7 citations; the other two asked what was meant.
- Citations attached to a made-up premise make the error harder to spot, not easier.
##Most mistakes are staleness, not invention
- Across the 25 prompts the errors were overwhelmingly out of date or mischaracterised — a real company described wrongly, a real product with last year’s terms, a rebrand not yet absorbed.
- That changes the fix: publish fresher public information, rather than police a model for making things up.
- One exception: a finance prompt produced four fund-return figures nobody can reproduce (26.46% claimed against 23.79% published) — in the one vertical where a wrong number costs money directly.
##Rebrands take months to land on Google
- Only ChatGPT knew Velocity Global had become Pebl.
- All three still said “LambdaTest” 8 months after the TestMu AI rebrand.
- Budget many months for a rename to reach these surfaces.
##What all three missed is the opening
For every prompt the judge also recorded what none of the engines said. If no answer engine surfaces a fact, no competitor is being cited for it either. Three examples:
- On a 7-year investment hold, tax and plan fees matter more than the difference between the funds being compared. None of the three raised either.
- Suno’s free tier stopped allowing downloads a week after we captured. All three recommended it; none mentioned the cap.
- Amazon runs its own vetted directory of service providers — the obvious place to check an agency before hiring one. No engine pointed to it.
#What this does and doesn’t prove
- It’s a pilot, not a benchmark. 25 prompts, one geography (a US locale, with the Google answers pinned to New York). Trust the direction; treat the exact percentages as provisional.
- Signed-out and free tiers only. None of this speaks to what a paying or logged-in user sees. ChatGPT Plus or Google AI Pro could rank differently.
- A second judge agreed. Eight prompts were re-judged blind by a different model — one of Google’s own — which matched the first judge on seven of eight, and still put Google’s surfaces second and third every time. So the result is not the judge favouring its own family.
- Refusing to answer counts against a surface. Several Google losses were for declining to conclude after solid analysis. If you think a search product should stay neutral, you would score those differently.
- Judges can disagree on facts, not just taste. On one prompt two judges searched live and reached opposite conclusions about what was true.
- The remaining 17 prompts were scored by one judge.
#Appendix: raw data
Every query, its full 1-2-3 order, and the three answers exactly as captured — citation counts and cited publishers included. Click a row.
Click a row for why the winner won, then Show raw model output, then any engine to read its answer exactly as captured.
| Expand | Query | Winner | Why it won |
|---|---|---|---|
| ▸ | what law enforcement mental wellness apps are out thereq1 · saas | ChatGPT | Most real apps, plus how to fund them |
Full query: what law enforcement mental wellness apps are out there Loading… Loading… Loading… | |||
| ▸ | You are asked to evaluate different vendors for k8s support. You are considering Spectrocloud and Rancher... A…q2 · saas | ChatGPT | Committed both ways, warned about vendor bias |
Full query: You are asked to evaluate different vendors for k8s support. You are considering Spectrocloud and Rancher... Also, just compare Spectrocloud and Rancher. Loading… Loading… Loading… | |||
| ▸ | how much does it cost to hire a software developer to make a website for a small buisness in ocala floridaq3 · local_services | ChatGPT | Quoted real local firms at real prices |
Full query: how much does it cost to hire a software developer to make a website for a small buisness in ocala florida Loading… Loading… Loading… | |||
| ▸ | Найди мне информацию, сайт, ресурс, где описаны виа ферраты для новичков.q4 · travel | ChatGPT | Working links straight to beginner pages |
Full query: Найди мне информацию, сайт, ресурс, где описаны виа ферраты для новичков. Loading… Loading… Loading… | |||
| ▸ | Competitor of Deelq5 · saas | ChatGPT | Widest correct list, knew the recent rebrand |
Full query: Competitor of Deel Loading… Loading… Loading… | |||
| ▸ | amazon content optimization agencyq6 · local_services | ChatGPT | Named agencies, plus questions that disqualify one |
Full query: amazon content optimization agency Loading… Loading… Loading… | |||
| ▸ | which sectoral mutual funds would be best in india for the next 7 years to get the highest gain?q7 · finance | ChatGPT | Reasoned about 7 years, not trailing returns |
Full query: which sectoral mutual funds would be best in india for the next 7 years to get the highest gain? Loading… Loading… Loading… | |||
| ▸ | give me telegram channels with crypto market analysisq8 · finance | ChatGPT | Only one whose channel handles actually resolve |
Full query: give me telegram channels with crypto market analysis Loading… Loading… Loading… | |||
| ▸ | what is the best free ai music generator right now?q9 · saas | ChatGPT | Caught that the runner-up disabled downloads |
Full query: what is the best free ai music generator right now? Loading… Loading… Loading… | |||
| ▸ | can you suggest a dentist in athens greece that exams teeth for demineralization?q10 · wellness | ChatGPT | Filtered on the condition, not just the city |
Full query: can you suggest a dentist in athens greece that exams teeth for demineralization? Loading… Loading… Loading… | |||
| ▸ | cheapest time to buy a return ticket from europe to Beijing how much is the ticket from brussels to beijingq11 · travel | ChatGPT | Only one that answered when to buy |
1. ChatGPT2. AI Overview3. AI Mode Full query: cheapest time to buy a return ticket from europe to Beijing
how much is the ticket from brussels to beijing Loading… Loading… Loading… | |||
| ▸ | What is the cheapest solution for above situation?q12 · shopping | ChatGPT | Asked for the missing context instead of inventing one |
1. ChatGPT2. AI Mode3. AI Overview Full query: What is the cheapest solution for above situation? Loading… Loading… Loading… | |||
| ▸ | whats the best hosted vm service for running automated test suites? i need to spin up browsers and run seleniu…q13 · saas | ChatGPT | Turned the question into a purchase decision |
1. ChatGPT2. AI Overview3. AI Mode Full query: whats the best hosted vm service for running automated test suites? i need to spin up browsers and run selenium tests without managing the infra myself Loading… Loading… Loading… | |||
| ▸ | please write me a script that I can use in chrome browser it should search online shops for S. Bang (alternati…q14 · shopping | ChatGPT | Only one that searched shops and filtered stock |
1. ChatGPT2. AI Overview3. AI Mode Full query: please write me a script that I can use in chrome browser it should search online shops for S. Bang (alternatively Svend Bang) smoking pipes which are available and not sold out or out of stock Loading… Loading… Loading… | |||
| ▸ | Best car rental in the 90230 zip codeq15 · travel | AI Overview | Named both rental counters actually inside the zip |
1. AI Overview2. ChatGPT3. AI Mode Full query: Best car rental in the 90230 zip code Loading… Loading… Loading… | |||
| ▸ | how do berkemann and birkenstock compare for comfort shoes? which brand should i go for?q16 · shopping | ChatGPT | Only one that actually picked a brand |
1. ChatGPT2. AI Mode3. AI Overview Full query: how do berkemann and birkenstock compare for comfort shoes? which brand should i go for? Loading… Loading… Loading… | |||
| ▸ | Is this work for under ground burial? PVC Coated Galvanized Steel Flexible Conduitq17 · local_services | ChatGPT | Error free, and explained the coating means nothing |
1. ChatGPT2. AI Overview3. AI Mode Full query: Is this work for under ground burial? PVC Coated Galvanized Steel Flexible Conduit Loading… Loading… Loading… | |||
| ▸ | Actually, there is something I could use your help with. I’ve started looking into baby essentials, like cribs…q18 · shopping | ChatGPT | Told the parent what to skip buying |
1. ChatGPT2. AI Overview3. AI Mode Full query: Actually, there is something I could use your help with. I’ve started looking into baby essentials, like cribs, strollers, and clothes, but I’m feeling a bit overwhelmed. Would any of you be interested in helping me research and make a list of items I’ll need? Loading… Loading… Loading… | |||
| ▸ | what are the best affiliate products for people who like to watch MrBeast?q19 · shopping | ChatGPT | Reasoned about money, not just product lists |
1. ChatGPT2. AI Mode3. AI Overview Full query: what are the best affiliate products for people who like to watch MrBeast? Loading… Loading… Loading… | |||
| ▸ | generate flight suggestions for traveling from trichy to chennai, departing tomorrow and returning in 5 days. …q20 · travel | AI Mode | Real flight time, and said take the train |
1. AI Mode2. ChatGPT3. AI Overview Full query: generate flight suggestions for traveling from trichy to chennai, departing tomorrow and returning in 5 days. include approximate pricing and recommended airlines. Loading… Loading… Loading… | |||
| ▸ | which ETFs provide the best exposure to companies that provide infrastructure for data centers,q21 · finance | ChatGPT | Separated owning data centres from supplying them |
1. ChatGPT2. AI Overview3. AI Mode Full query: which ETFs provide the best exposure to companies that provide infrastructure for data centers, Loading… Loading… Loading… | |||
| ▸ | Can you recommend a free software for converting .dat files to .fbk?q22 · saas | AI Mode | Named the real tool, invented nothing |
First rubric asserted a false premise. Re-judged with a neutral brief: same order. 1. AI Mode2. AI Overview3. ChatGPT Full query: Can you recommend a free software for converting .dat files to .fbk? Loading… Loading… Loading… | |||
| ▸ | whats the best way to get data into power bi from google analytics, campaign manager 360 and hubspot? looking …q23 · saas | ChatGPT | Treated it as data modelling, not shopping |
1. ChatGPT2. AI Mode3. AI Overview Full query: whats the best way to get data into power bi from google analytics, campaign manager 360 and hubspot? looking for a connector or etl tool that handles all three Loading… Loading… Loading… | |||
| ▸ | What's the best way to get my folk rock band more popularq24 · local_services | AI Mode | Named actual services instead of generic advice |
1. AI Mode2. ChatGPT3. AI Overview Full query: What's the best way to get my folk rock band more popular Loading… Loading… Loading… | |||
| ▸ | what are my options for booking home cleaning services in bengaluru for tomorrow?q25 · local_services | ChatGPT | Real prices and a bookable slot tonight |
1. ChatGPT2. AI Mode3. AI Overview Full query: what are my options for booking home cleaning services in bengaluru for tomorrow? Loading… Loading… Loading… | |||
##Answer length and citations
| # | ChatGPT chars | cites | AI Mode chars | cites | AI Overview chars | cites |
|---|---|---|---|---|---|---|
| q1 | 5,974 | 15 | 4,984 | 3 | 5,881 | 11 |
| q2 | 7,919 | 10 | 11,958 | 16 | 10,904 | 13 |
| q3 | 3,381 | 5 | 5,646 | 11 | 6,714 | 17 |
| q4 | 4,263 | 7 | 4,943 | 4 | 3,752 | 8 |
| q5 | 2,850 | 6 | 7,620 | 25 | 4,530 | 6 |
| q6 | 2,317 | 5 | 5,261 | 8 | 5,982 | 12 |
| q7 | 3,925 | 4 | 4,306 | 3 | 5,676 | 10 |
| q8 | 3,194 | 5 | 3,161 | 2 | 3,480 | 8 |
| q9 | 2,716 | 9 | 7,789 | 17 | 5,171 | 11 |
| q10 | 4,183 | 2 | 1,795 | 1 | 3,899 | 21 |
| q11 | 3,032 | 4 | 5,013 | 3 | 7,263 | 12 |
| q12 | 142 | 0 | 228 | 0 | 3,433 | 7 |
| q13 | 4,241 | 4 | 7,865 | 23 | 4,117 | 9 |
| q14 | 10,907 | 1 | 2,793 | 0 | 2,053 | 0 |
| q15 | 3,110 | 5 | 9,378 | 9 | 5,955 | 12 |
| q16 | 4,235 | 4 | 7,109 | 5 | 4,883 | 19 |
| q17 | 1,984 | 5 | 4,995 | 14 | 3,452 | 6 |
| q18 | 2,562 | 0 | 3,871 | 0 | 1,689 | 0 |
| q19 | 6,169 | 7 | 7,070 | 2 | 2,956 | 7 |
| q20 | 3,223 | 5 | 4,377 | 4 | 4,892 | 10 |
| q21 | 6,128 | 6 | 7,257 | 6 | 7,474 | 17 |
| q22 | 2,256 | 5 | 4,390 | 1 | 2,303 | 3 |
| q23 | 4,766 | 7 | 6,174 | 5 | 5,348 | 14 |
| q24 | 3,048 | 0 | 1,995 | 0 | 4,561 | 6 |
| q25 | 4,878 | 2 | 5,949 | 14 | 3,680 | 6 |
| mean | 4,056 | 4.9 | 5,437 | 7.0 | 4,802 | 9.8 |