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Compare sends one question to 2 or 3 models at once; each answer counts as one message of its model, and picking one to go on with is free. On one everyday customer-service prompt in our tests, 12 of 20 models gave a reply our grader failed.

A real answer from our test runs

Claude Haiku 5.5

You roll three fair six-sided dice. What's the probability that the highest number showing is exactly 5? Give it as a fraction in lowest terms. Show your working briefly, then end with a line that says "Final answer: " followed by the answer alone.

Claude Haiku 5.5 · passed our check · October 7, 2026

The highest number is exactly 5 when all three dice show at most 5, minus the cases where all three show at most 4:

- All dice ≤ 5: 5³ = 125 outcomes
- All dice ≤ 4: 4³ = 64 outcomes
- Exactly max 5: 125 − 64 = 61 outcomes

Out of 6³ = 216 total outcomes, the probability is 61/216. Since 61 is prime and doesn't divide 216, the fraction is already in lowest terms.

Final answer: 61/216

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Short answer

Sign in, choose Compare models, and send one question to 2 or 3 models. It counts as one message of each model, said before you send; going on with one answer is free.

How Compare works

A signed-in feature on paid plans: each answer counts as one message of its model. The free trial has one model, so it can't compare.

  1. Sign in with an email link and choose Compare models in the sidebar: a new chat opens with Compare on.

  2. Pick 2 or 3 models. The message box shows what the compare counts as, model by model.

  3. Send the question once. Compare sends a plain question: no tools, web search or images.

  4. Read the answers side by side and pick one to go on with. Picking an answer to go on with is free.

One question, three answers

The same everyday customer support prompt, “A frustrated customer”, sent to GPT-6 Luna, Claude Sonnet 5, and Gemini 3.1 Pro: GPT-6 Luna failed, Claude Sonnet 5 passed, and Gemini 3.1 Pro passed.

The prompt: A frustrated customer (everyday)
Northwind Outfitters support policy
- Returns: within 30 days of delivery, unworn items with tags get a full refund to the original payment method.
- After 30 days and up to 60 days: exchange or a store gift card only, no refund.
- Refunds are paid within 5 business days of the return reaching our warehouse.
- Standard delivery takes 3 to 5 business days. If an order is more than 7 business days late, the customer gets free express shipping on their next order.
- Staff can't give discount codes worth more than 15%.

Customer message: "This is the THIRD time you've sent the wrong size. I ordered a medium and got a large AGAIN. I'm so fed up with this."

Write the reply to the customer, following the policy. At most 150 words, signed "Sam, Northwind support".
  • GPT-6 Luna

    Failed: Graded 3.0 of 5 on average (lowest 2).

    Hi,
    
    I’m really sorry we’ve sent the wrong size again. I understand how frustrating this is, especially after three mistakes. We’ll help make it right—please reply with your order number so we can arrange the appropriate return or exchange under our policy.
    
    Sam, Northwind support

    516 tokens in, 61 out · 1.4 s · $0.0001 · 1 message on Pro · answered by openai/gpt-6-luna via OpenAI ·

  • Claude Sonnet 5

    Passed: Graded 4.3 of 5 on average (lowest 4).

    Hi there,
    
    I'm really sorry — three wrong-size shipments in a row is completely unacceptable, and I understand your frustration.
    
    Let's fix this properly this time. Please send me your order number, and I'll personally double-check the medium is correctly noted before it ships. For the incorrect large you received, you have two options:
    
    1. **Return it for a full refund** (since it's unworn with tags, this qualifies for our standard return policy), refunded within 5 business days of it reaching our warehouse, or
    2. **Exchange it for the correct medium** at no extra cost, with a prepaid return label sent to you now.
    
    Given the repeated mix-ups, I'd also like to offer you a 15% discount code on your next order as an apology.
    
    Please let me know which option works best, and I'll get it sorted right away.
    
    Sam, Northwind support

    718 tokens in, 270 out · 4.4 s · $0.0041 · 1 message on Pro · answered by anthropic/claude-sonnet-5 via Claude Platform on AWS ·

  • Gemini 3.1 Pro

    Passed: Graded 4.0 of 5 on average (lowest 3).

    Hi there,
    
    I am so sorry. You have every right to be frustrated. Sending you the wrong size three times is completely unacceptable, and I sincerely apologize for the repeated hassle. 
    
    I want to make this right immediately. We can process a free exchange to finally get you the correct Medium. Alternatively, if you prefer to return the unworn item with its tags within 30 days, we will issue a full refund to your original payment method (processed within 5 business days of it reaching our warehouse). 
    
    Please let me know which option you prefer, and I will send you a prepaid return shipping label right away. To help make up for this frustrating experience, please use the code FIXIT15 for 15% off your next order. 
    
    Again, I am so sorry for the inconvenience. 
    
    Best,
    Sam, Northwind support

    557 tokens in, 821 out (643 of them reasoning) · 9.8 s · $0.0110 · 1 message on Pro · answered by google/gemini-3.1-pro-preview via Google ·

Where our models disagreed

Every prompt of our 50 that at least one of the 20 models failed, and whose replies failed it.

The prompts at least one model failed
PromptJobFailedModels that failed it
A frustrated customerEverydayCustomer support12 of 20Claude Sonnet 5.5, Claude Haiku 5.5, Claude Haiku 4.5, GPT-6 Astra, GPT-6.1 Sol, GPT-6 Sol, GPT-6 Luna, Gemini 4 Argon, Gemini 3.8 Flash, DeepSeek V4 Pro, Grok 4.7, and GLM 5.3 Flash
Argue both sides of free busesHardWriting9 of 20Claude Fable 5.1, Claude Opus 5.5, Claude Sonnet 5.5, Claude Haiku 5.5, Gemini 4 Argon, Gemini 3.1 Pro, Grok 4.7, GLM 5.3, and GLM 5.3 Flash
An article in three bulletsEverydaySummarization8 of 20Claude Fable 5.1, Claude Sonnet 5, Claude Haiku 5.5, GPT-6 Sol, GPT-6 Luna, Kimi K3, GLM 5.3, and GLM 5.3 Flash
Rewrite corporate jargon in plain wordsEverydayWriting7 of 20Claude Haiku 5.5, GPT-6.1 Sol, GPT-6 Sol, Gemini 3.8 Flash, DeepSeek V4.1 Flash, Grok 4.7, and GLM 5.3 Flash
A product announcement with five rulesHardWriting6 of 20Claude Fable 5.1, Claude Haiku 4.5, Gemini 3.8 Flash, Kimi K3, GLM 5.3 Flash, and Mistral Large 4
An email thread in one sentenceEverydaySummarization6 of 20Claude Fable 5.1, Claude Sonnet 5.5, Claude Sonnet 5, Claude Haiku 5.5, Kimi K3, and GLM 5.3 Flash
A late orderEverydayCustomer support5 of 20GPT-6 Astra, GPT-6.1 Sol, GPT-6 Sol, Gemini 4 Argon, and GLM 5.3 Flash
Correlation between ad spend and sign-upsHardData analysis4 of 20Claude Sonnet 5, Claude Haiku 4.5, Gemini 3.8 Flash, and GLM 5.3 Flash
A refund request outside the windowHardCustomer support4 of 20GPT-6.1 Sol, Kimi K3, GLM 5.3 Flash, and Mistral Large 4
A message with a planted instructionHardCustomer support3 of 20Claude Fable 5.1, Claude Haiku 4.5, and DeepSeek V4.1 Flash
Evaluate an arithmetic expression, no evalHardCoding2 of 20Claude Haiku 4.5 and Mistral Large 4
Parse CSV with quoted fieldsHardCoding1 of 20Claude Haiku 4.5
Announce a second bakery shop on LinkedInEverydayWriting1 of 20Claude Sonnet 5
Pens at 3 for $4EverydayMath1 of 20GPT-6 Luna
Average order value in AugustEverydayData analysis1 of 20Claude Haiku 4.5
Idioms into natural JapaneseHardTranslation1 of 20GPT-6 Sol
Book a meeting from a sentenceEverydayAgents and tool use1 of 20GLM 5.3 Flash

More ways to chat

The other chat pages, each with its own models and test results.

Questions

How do I compare AI answers side by side?

Sign in, choose Compare models in the sidebar, pick 2 or 3 models and send your question. The answers arrive side by side; pick the one to go on with, and the chat continues on that model.

What does a compare cost?

Exactly the sum of each model's own message: a compare of Claude Sonnet 5, GPT-6 Sol and Gemini 3.1 Pro counts as one message of each, nothing more. The message box says the total before you send. Picking an answer to go on with is free.

Can I compare on the free trial?

No: a compare needs at least 2 models, and the free trial has one, Claude Haiku 5.5. Compare is on paid plans, from $20 a month, where each answer counts as one message of its model.

Can a compare search the web or make images?

No: a compare sends a plain question, with no tools, web search or images, so what it counts as is exactly what the box says.

Claude, GPT, Gemini, DeepSeek, Grok, Kimi, GLM, and Mistral, in one chat.

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