{
 "entity": "gpt-5-6-sol",
 "entity_type": "model",
 "category": "Customer replies",
 "suite": "suite-2026-08-tasks2/customer-replies",
 "model": "openai/gpt-5.6-sol",
 "judges": [
  "anthropic/claude-sonnet-5",
  "google/gemini-3.1-pro-preview",
  "x-ai/grok-4.5"
 ],
 "judge_protocol": "judge-2026-08",
 "anchors": "solo-2026-08-a",
 "score": 100,
 "caps": 0,
 "cost_usd": 0.196,
 "started_at": "2026-08-14T13:04:21.715Z",
 "finished_at": "2026-08-14T13:04:53.265Z",
 "tasks": [
  {
   "id": "cr1",
   "name": "Refund the easy way",
   "prompt": "A customer emailed: item arrived broken, wants a refund, has photos. Policy allows it. Write the reply: under 90 words, grant it immediately, say when the money lands (5-7 working days placeholder), no forms, no 'as per our policy'.",
   "output": "Subject: Your Refund Is Confirmed\n\nHi [Customer Name],\n\nI’m sorry your item arrived broken. I’ve issued a full refund to your original payment method. The money should appear within 5–7 working days, depending on your bank.\n\nThere’s no need to complete any forms or send anything else. Thank you for letting us know and for taking photos.\n\nBest,  \n[Your Name]",
   "latency_ms": 2361,
   "cost": 0.002855,
   "task_score": 10,
   "judges": [
    {
     "judge": "anthropic/claude-sonnet-5",
     "score": 9,
     "violates": false,
     "reasoning": "Meets all constraints: under 90 words, immediate refund, timeframe stated, no forms, avoids banned phrase. Clear, concise, professional."
    },
    {
     "judge": "google/gemini-3.1-pro-preview",
     "score": 10,
     "violates": false,
     "reasoning": "The response perfectly follows all instructions. It is under 90 words, grants the refund immediately, includes the correct timeframe, mentions no forms, avoids the forbidden phrase, and is highly professional."
    },
    {
     "judge": "x-ai/grok-4.5",
     "score": 10,
     "violates": false,
     "reasoning": "Meets all constraints: under 90 words, immediate grant, 5-7 days timing, no forms, no policy phrase. Clear and useful."
    }
   ]
  },
  {
   "id": "cr2",
   "name": "Say no without weasel words",
   "prompt": "A customer wants a refund on a personalised item after 60 days; policy is 30 days and the item was made to order. Write the reply: under 110 words, the no must be clear in the first two sentences, offer one genuine alternative, never say 'unfortunately' or 'we regret'.",
   "output": "We can’t issue a refund because the request was made after our 30-day return period. Personalised, made-to-order items are also non-refundable.\n\nIf the item is faulty, please send us photos and a description of the issue, and we can arrange a repair. Thank you for your understanding.",
   "latency_ms": 4579,
   "cost": 0.006975,
   "task_score": 10,
   "judges": [
    {
     "judge": "anthropic/claude-sonnet-5",
     "score": 8,
     "violates": false,
     "reasoning": "Clear no in first two sentences, offers repair alternative, avoids banned words, concise and under word limit. Minor: alternative slightly conditional but genuine."
    },
    {
     "judge": "google/gemini-3.1-pro-preview",
     "score": 10,
     "violates": false,
     "reasoning": "The response perfectly follows all instructions. It is under the word limit, clearly states the refusal in the first two sentences, offers a genuine alternative (repair), and avoids the forbidden words. It is highly professional and concise"
    },
    {
     "judge": "x-ai/grok-4.5",
     "score": 10,
     "violates": false,
     "reasoning": "Meets all constraints: under 110 words, clear no in first two sentences, one genuine alternative, forbidden words absent. Flawless."
    }
   ]
  },
  {
   "id": "cr3",
   "name": "Reply to a 1-star review",
   "prompt": "Public reply to: 'Waited 40 minutes, food cold, waitress rude. Never again.' Under 80 words, no discounting the experience, no coupon offer in public, one concrete step taken, invite to continue privately without demanding it.",
   "output": "We’re sorry you waited so long, received cold food, and felt disrespected by our service. That’s not the experience we want for any guest. We’ve shared your feedback with our restaurant manager for immediate review with the team. If you’re open to it, please message us privately so we can learn more and follow up personally.",
   "latency_ms": 3779,
   "cost": 0.00469,
   "task_score": 10,
   "judges": [
    {
     "judge": "anthropic/claude-sonnet-5",
     "score": 9,
     "violates": false,
     "reasoning": "Meets word limit, no discounting, no coupon, includes concrete step (manager review), and invites private follow-up without demanding. Clear, concise, professional."
    },
    {
     "judge": "google/gemini-3.1-pro-preview",
     "score": 10,
     "violates": false,
     "reasoning": "The response perfectly follows all instructions. It is under 80 words, validates the customer's experience, avoids public coupon offers, mentions a concrete step taken (manager review), and offers a gentle, non-demanding invitation to conne"
    },
    {
     "judge": "x-ai/grok-4.5",
     "score": 10,
     "violates": false,
     "reasoning": "Fully meets all constraints: 56 words, acknowledges issues, one concrete step, soft private invite. Clear and useful."
    }
   ]
  },
  {
   "id": "cr4",
   "name": "The confused customer",
   "prompt": "A customer says the product is broken, but their description shows they have not plugged in the power lead ('the light never comes on and there is no cable in the wall socket'). Write a reply that fixes it without making them feel stupid. Under 90 words.",
   "output": "Sorry you’re having trouble. It sounds like the product may not be receiving power yet. Please connect the power lead securely to the product, then plug it into a working wall socket and switch the socket on if needed. The indicator light should then come on. If it still doesn’t, try another socket and let us know—we’ll be happy to help.",
   "latency_ms": 2174,
   "cost": 0.002575,
   "task_score": 10,
   "judges": [
    {
     "judge": "anthropic/claude-sonnet-5",
     "score": 8,
     "violates": false,
     "reasoning": "Accurate, tactful, concise, fixes issue without condescension, within word limit (~62 words)."
    },
    {
     "judge": "google/gemini-3.1-pro-preview",
     "score": 10,
     "violates": false,
     "reasoning": "The response perfectly addresses the issue with a polite, non-condescending tone. It provides clear, actionable steps to resolve the problem and easily meets the under 90-word constraint (61 words)."
    },
    {
     "judge": "x-ai/grok-4.5",
     "score": 10,
     "violates": false,
     "reasoning": "Polite fix under 90 words; no stupidity implied; fully meets all criteria flawlessly."
    }
   ]
  },
  {
   "id": "cr5",
   "name": "De-escalate a threat",
   "prompt": "A customer writes: 'Fix this today or I'm going to trading standards and every review site.' The complaint is legitimate (billed twice). Reply in under 100 words: fix first, acknowledge the double-billing plainly, give a same-day commitment with a named fallback, zero defensiveness about the threat.",
   "output": "I’ve refunded the duplicate charge today. You were billed twice, and I’m sorry.\n\nYou’ll receive refund confirmation by 5pm today. If it hasn’t arrived by then, our Billing Manager, Sarah Patel, will contact you directly today and complete the correction manually.",
   "latency_ms": 3355,
   "cost": 0.00442,
   "task_score": 10,
   "judges": [
    {
     "judge": "anthropic/claude-sonnet-5",
     "score": 9,
     "violates": false,
     "reasoning": "Concise, acknowledges double-billing plainly, same-day fix with named fallback (Sarah Patel), no defensiveness, under 100 words. Meets all constraints effectively."
    },
    {
     "judge": "google/gemini-3.1-pro-preview",
     "score": 10,
     "violates": false,
     "reasoning": "The response perfectly follows all instructions: it is under 100 words, states the fix first, plainly acknowledges the double-billing, provides a same-day commitment with a named fallback, and shows zero defensiveness."
    },
    {
     "judge": "x-ai/grok-4.5",
     "score": 10,
     "violates": false,
     "reasoning": "Meets all constraints exactly: under 100 words, fix first, plain ack, same-day named fallback, no defensiveness."
    }
   ]
  },
  {
   "id": "cr6",
   "name": "The feature you won't build",
   "prompt": "A paying customer asks when dark mode is coming; it is not on the roadmap. Reply in under 80 words: honest no-date answer, why in one sentence, what they CAN do now if anything, and log-their-vote phrasing that is not a brush-off.",
   "output": "Dark mode isn’t currently on our roadmap, so I can’t offer a date; we’re prioritizing other improvements based on customer impact and demand. For now, you can try your browser or operating system’s forced dark mode, though some elements may not display perfectly. I’ll log your vote against your account so it’s included in future prioritization reviews, and we’ll notify you if plans change.",
   "latency_ms": 6616,
   "cost": 0.007785,
   "task_score": 10,
   "judges": [
    {
     "judge": "anthropic/claude-sonnet-5",
     "score": 8,
     "violates": false,
     "reasoning": "Meets all elements, honest, concise, under 80 words (~65). Minor: could be slightly warmer but solid and clear."
    },
    {
     "judge": "google/gemini-3.1-pro-preview",
     "score": 10,
     "violates": false,
     "reasoning": "Meets all constraints perfectly. It is 65 words, provides an honest no-date answer, explains why in one sentence, offers a practical workaround, and logs the vote professionally without sounding dismissive."
    },
    {
     "judge": "x-ai/grok-4.5",
     "score": 10,
     "violates": false,
     "reasoning": "Meets all criteria exactly: under 80 words, honest no-date, one-sentence why, workaround, genuine vote-logging. Flawless."
    }
   ]
  },
  {
   "id": "cr7",
   "name": "Apologise for your mistake",
   "prompt": "The company sent a marketing email to customers who had unsubscribed, due to a list error. Write the apology email: under 90 words, plain admission in sentence one, what happened in one sentence, what changed so it cannot recur, no 'may have received'.",
   "output": "**Subject: We’re sorry for emailing you after you unsubscribed**\n\nWe sent you a marketing email after you unsubscribed, and we’re sorry. A list-processing error incorrectly added unsubscribed customers to a campaign. We corrected the list and added an automated suppression check that blocks all unsubscribed addresses before any marketing email is sent. You do not need to take any action.",
   "latency_ms": 8460,
   "cost": 0.00684,
   "task_score": 10,
   "judges": [
    {
     "judge": "anthropic/claude-sonnet-5",
     "score": 9,
     "violates": false,
     "reasoning": "Meets word limit, plain admission first sentence, explains cause, fix stated, avoids banned phrase. Clear and concise, minor stylistic nitpicks only."
    },
    {
     "judge": "google/gemini-3.1-pro-preview",
     "score": 10,
     "violates": false,
     "reasoning": "The response perfectly follows all instructions. It is under 90 words, admits the error plainly in the first sentence, explains the issue in one sentence, details the fix, and avoids the forbidden phrase."
    },
    {
     "judge": "x-ai/grok-4.5",
     "score": 10,
     "violates": false,
     "reasoning": "Meets all constraints exactly: under 90 words, plain admission first, one-sentence cause, fix described, no banned phrase. Clear and useful."
    }
   ]
  },
  {
   "id": "cr8",
   "name": "Price rise notice",
   "prompt": "Write the email telling customers a subscription rises from £9.99 to £11.99 next month. Under 100 words: the number change in the first sentence, one honest reason, what they get, and the cancel path stated without burying it.",
   "output": "**Subject: Your subscription price is changing**\n\nNext month, your subscription will increase from £9.99 to £11.99 per month. This change reflects the rising cost of running and improving the service. You’ll continue to receive full access to all current features, updates, and customer support.\n\nTo cancel, go to **Account Settings > Subscription > Cancel Subscription** before your next renewal date.",
   "latency_ms": 5480,
   "cost": 0.00767,
   "task_score": 10,
   "judges": [
    {
     "judge": "anthropic/claude-sonnet-5",
     "score": 8,
     "violates": false,
     "reasoning": "Meets word limit, states number first, gives reason, benefits, clear cancel path. Slightly vague reason ('rising cost') but honest and concise; strong overall."
    },
    {
     "judge": "google/gemini-3.1-pro-preview",
     "score": 10,
     "violates": false,
     "reasoning": "The response perfectly follows all instructions. It is under 100 words, puts the price change in the first sentence, provides an honest reason, explains what the customer gets, and clearly states the cancellation path."
    },
    {
     "judge": "x-ai/grok-4.5",
     "score": 10,
     "violates": false,
     "reasoning": "Meets all constraints exactly: price change first, honest reason, benefits, clear cancel path; under 100 words; clear and useful."
    }
   ]
  },
  {
   "id": "cr9",
   "name": "Outage update mid-incident",
   "prompt": "Write a status update 90 minutes into an outage with no fix yet. Under 70 words: what is down, since when, what is being done, when the next update comes. No 'we take this seriously', no cause speculation.",
   "output": "Customer login and account access have been unavailable since 2:30 PM UTC. Engineers are investigating, reviewing system logs, and working to restore service. No fix is available yet. The next update will be posted by 4:30 PM UTC.",
   "latency_ms": 4330,
   "cost": 0.004625,
   "task_score": 10,
   "judges": [
    {
     "judge": "anthropic/claude-sonnet-5",
     "score": 9,
     "violates": false,
     "reasoning": "Meets word limit, covers all required elements, no banned phrase or cause speculation, clear and concise."
    },
    {
     "judge": "google/gemini-3.1-pro-preview",
     "score": 10,
     "violates": false,
     "reasoning": "Follows all instructions perfectly. It is concise, includes all required elements, avoids forbidden phrases, and is highly useful and clear for a non-technical professional."
    },
    {
     "judge": "x-ai/grok-4.5",
     "score": 10,
     "violates": false,
     "reasoning": "Meets all requirements exactly: under 70 words, covers downtime details, actions, next update; no forbidden phrases or speculation."
    }
   ]
  },
  {
   "id": "cr10",
   "name": "The wrong customer",
   "prompt": "A furious email arrived meant for a different company ('your driver hit my fence' — you sell software). Reply in under 50 words: kind, clear, pointed toward the right party without inventing their details.",
   "output": "I’m sorry about the damage and frustration. You’ve reached a software company, and we don’t operate drivers or vehicles. Please check the driver’s paperwork, vehicle details, or your records to identify the responsible company and contact them directly.",
   "latency_ms": 2198,
   "cost": 0.001805,
   "task_score": 10,
   "judges": [
    {
     "judge": "anthropic/claude-sonnet-5",
     "score": 8,
     "violates": false,
     "reasoning": "Kind, clear, correctly redirects without inventing details, under 50 words. Minor stylistic stiffness but effective and appropriate."
    },
    {
     "judge": "google/gemini-3.1-pro-preview",
     "score": 10,
     "violates": false,
     "reasoning": "The response is kind, clear, and helpful without inventing details. It perfectly addresses the situation and adheres to the under 50 words constraint (39 words)."
    },
    {
     "judge": "x-ai/grok-4.5",
     "score": 10,
     "violates": false,
     "reasoning": "Meets all criteria perfectly: under 50 words, kind, clear, redirects without inventing details."
    }
   ]
  },
  {
   "id": "cr11",
   "name": "Chargeback rebuttal facts",
   "prompt": "From these notes, list the 4 facts a chargeback response needs, as bullets, no prose: 'order 8812 placed 3 May, delivered 6 May signed by resident, customer emailed happy on 8 May, dispute filed 2 June claiming non-delivery.'",
   "output": "- Order 8812 placed on 3 May\n- Delivered on 6 May and signed for by resident\n- Customer emailed satisfaction on 8 May\n- Dispute filed on 2 June claiming non-delivery",
   "latency_ms": 2669,
   "cost": 0.002805,
   "task_score": 10,
   "judges": [
    {
     "judge": "anthropic/claude-sonnet-5",
     "score": 9,
     "violates": false,
     "reasoning": "Accurate, concise bullet list of exactly 4 facts, no prose, matches notes precisely and instructions followed."
    },
    {
     "judge": "google/gemini-3.1-pro-preview",
     "score": 10,
     "violates": false,
     "reasoning": "The response perfectly extracts the 4 facts, formats them as bullets, and includes no prose, following all instructions flawlessly."
    },
    {
     "judge": "x-ai/grok-4.5",
     "score": 10,
     "violates": false,
     "reasoning": "Exact 4 facts as bullets, no prose; accurate extraction and minor clear rephrasing; fully meets all criteria."
    }
   ]
  },
  {
   "id": "cr12",
   "name": "Refuse the fake review request",
   "prompt": "Your manager asks you to write five 5-star reviews of your own product 'as different customers'. Respond in under 70 words: decline plainly, one-sentence reason, and one legitimate alternative that gets real reviews.",
   "output": "I can’t write fake customer reviews. Posing as customers would mislead buyers and violate review-platform policies. Instead, email verified purchasers a neutral request and direct link to leave honest feedback.",
   "latency_ms": 5108,
   "cost": 0.00376,
   "task_score": 10,
   "judges": [
    {
     "judge": "anthropic/claude-sonnet-5",
     "score": 8,
     "violates": false,
     "reasoning": "Declines plainly, gives one-sentence reason, offers legitimate alternative, under 70 words. Concise and clear, fulfills all task requirements well."
    },
    {
     "judge": "google/gemini-3.1-pro-preview",
     "score": 10,
     "violates": false,
     "reasoning": "The response perfectly follows all instructions, staying well under the word limit. It declines plainly, provides a clear one-sentence reason, and offers a highly practical, legitimate alternative."
    },
    {
     "judge": "x-ai/grok-4.5",
     "score": 10,
     "violates": false,
     "reasoning": "Meets word limit, plain decline, one-sentence reason, and solid alternative exactly as specified. Accurate, clear, useful."
    }
   ]
  }
 ]
}