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Most of the AI mistakes fell on two easy-looking questions, and asking again mostly brought them back

Six free AI apps, ten questions.

Ben Dixon

  • 6 min read

This site is the AI Reliability Tracker: we check six AI apps’ answers every month.

ChatGPT gave the same rule number three times running. No rule in the Highway Code bans flip-flops.

ChatGPT said, run 2, 11 October 2026

“97”

Three tries, three fresh chats, the same two digits.

Six free AI apps answered ten checkable questions, three tries each, in run 2 of our tracker. On eight of the ten, 3 of 128 answers slipped.

Most of the mistakes fell on two easy-looking questions. Asking an AI the same question twice mostly didn’t help: an app that got one wrong usually got it wrong every time it answered. ChatGPT behaved like a vending machine with one button.

Our view is that both questions had a ready answer lying around: a popular belief, an obvious sum. So the easy-looking question is the one worth checking, and two matching answers tell you the app is steady, not that it’s right.

18 of 21 14 of 21

Run 2’s wrong answers: on two questions · from an app wrong on all two or three tries it answered

Ten questions, six free apps, three tries each

We put ten questions to ChatGPT, Claude, Copilot, Gemini, Grok and Perplexity on 11 October 2026, with re-runs on 12 October, every app on its free plan, in fresh chats. We graded every answer against a key frozen on 2 October. Seven are sealed: the board names only their topic. Every answer is on the tracker’s run 2 page; grading is on how we test.

Eight questions near full marks, two in red

QuestionRight, run 2Where they went wrong
A Highway Code question about footwear9 of 167 went along with the premise
A night shift that crosses the October 2026 clock change7 of 1810 wrong figures, 1 right figure not used
How many bank holidays England has in 2027, with the dates15 of 15
Your own e-scooter on the road or the pavement in England16 of 16
A tenant given a no-fault eviction notice in September 2026: is it valid?16 of 16
Paternity leave for an employee who has just started a new job15 of 15
Which planet has the most moons, and exactly how many15 of 15
Whether a UK passport holder needs ETIAS for a weekend in Paris15 of 172 too early (Grok)
Towing speed limits, with a link to the official page16 of 16
Shakespeare’s date of birth17 of 181 single date, no doubt shown
Total141 of 16221 mistakes

pass · partial · miss · confidently wrong

Right of the answers that came back. Grok’s 18 empty tries are left out.

The published answers: no Highway Code rule bans flip-flops, and the shift comes to 8 hours 30 minutes. Claude got both right on all six tries.

The same two questions held most of the mistakes in run 1 too

Run 1: 13 of its 18 wrong answers sat on the same two questions.

Run 1 was a pilot on mixed plans: ChatGPT logged out, Claude on Max, Perplexity on Pro, Gemini and Grok free. Run 2 was free throughout, so we don’t compare apps across the two.

Asking an AI the same question twice mostly brought the mistake back

A wrong answer sits beside a right try when the same app got that question right on another try. That’s the most a second ask could have rescued.

Often it was the same answer. Of the 14 wrong on every try, 11 came from an app that gave the same wrong answer each time: ChatGPT’s “97”, its 7.5 hours, Perplexity’s 7 hours 30 minutes and Grok’s two yeses on ETIAS.

Perplexity’s “You will have worked 7 hours 30 minutes” came with a reading list. Two of its tries listed ten links each, eight of them with “calculator” in the address.

ChatGPT’s answer line read “Answer: 7.5 hours worked.” twice and “You will have worked 7.5 hours.” once. Lower down, it named 8 hours 30 minutes, under an “if” or in a note. The right answer was in the small print all three times.

Gemini’s first try worked out that “that night is 25 hours long”, cited a clocks-go-back post on a site called Do I Need A Brolly, twice, and settled on “You will have actually worked 8 hours.” The clock facts it credited to the brolly site were right. The sum was its own. One of its three tries was right.

Grok’s shift answers were the other 3 of the 14: “22 hours and 30 minutes.”, then “10 hours.”, then “27.5 hours.”, a shift that stretched and shrank with every asking. The third stopped mid-sum: “Wait, let me double-check the span.” A re-ask would have shown the wobble, never the right answer.

Change the question instead

  1. Ask for the source, then open it. Two of Perplexity’s footwear answers were “Rule 97.” with one source listed, a page on fullfact.org. It cited a fact-checking site and still went along with the premise.
  2. Ask for the working. ChatGPT’s right figure was already in its answer, under the wrong one.
  3. Ask whether the question’s own assumption holds. Seven of the 16 footwear answers went along with it. Perplexity’s third try said Rule 97 “does not explicitly ban flip-flops.”

We haven’t tested whether these asks fix a wrong answer. They give you something to check.

What this shows, and what it doesn’t

One run, ten questions, six free apps. In the 52 cases where an app answered a question three times, 44 were right all three times, so steady is usually right, and 4 were never right, all on the two red rows. A match looks the same either way.

On its free plan, Grok came back empty on 18 of 30 tries, each tried twice in fresh chats. The cause was its own error cards: of 39 failed attempts, 32 ended on “unable to finish replying”, 31 after it had “Worked for” just over ten minutes, and 7 on “High Demand”. All came inside our 12-minute limit and sit outside its score.

A plumber who spends ten minutes under the sink, then leaves a card.

The clocks go back on Sunday 25 October. We’ll come back to them.

Summary

The short version

Common questions

Does asking an AI the same question again catch its mistakes?
Sometimes, and mostly not in our run 2. Of 21 wrong answers from six free apps, 6 sat beside a right try from the same app, so a second ask could have flagged them. 14 came from an app wrong on all two or three tries it answered. Asking for the source, the working, or whether the question's assumption holds gives you more to check.
Which questions did the AI apps get wrong in run 2?
Mostly two of the ten. A Highway Code question about footwear came back right 9 times in 16, and a night shift that crosses the October 2026 clock change 7 times in 18. Together they held 18 of the 21 wrong answers. No Highway Code rule bans flip-flops, and the shift's answer is 8 hours 30 minutes.
Why did Grok give no answer to some questions?
Its own error cards. On its free plan, 18 of Grok's 30 tries came back empty after two attempts each in fresh chats. 32 of its 39 failed attempts ended on its 'unable to finish replying' card and 7 on 'High Demand', all inside our 12-minute limit. Those tries are left out of its score.

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