{
 "entity": "gpt-5-5",
 "entity_type": "model",
 "category": "Customer replies",
 "suite": "suite-2026-08-tasks2/customer-replies",
 "model": "openai/gpt-5.5",
 "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": 99,
 "caps": 0,
 "cost_usd": 0.1931,
 "started_at": "2026-08-14T13:03:23.552Z",
 "finished_at": "2026-08-14T13:03:52.107Z",
 "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": "Hi [Name],\n\nI’m sorry your item arrived broken. We’ve issued your refund immediately, and the money should be back in your account within 5–7 working days.\n\nThere’s no need to fill out any forms or return the broken item. Thank you for sending the photos, and apologies again for the inconvenience.\n\nBest,  \n[Your Name]",
   "latency_ms": 3474,
   "cost": 0.003575,
   "task_score": 10,
   "judges": [
    {
     "judge": "anthropic/claude-sonnet-5",
     "score": 9,
     "violates": false,
     "reasoning": "Meets all constraints: under 90 words, immediate refund, timeframe given, no forms, avoids banned phrase, clear and 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 5-7 days timeframe, avoids forms, and omits the forbidden phrase. It is highly clear, concise, and professional."
    },
    {
     "judge": "x-ai/grok-4.5",
     "score": 10,
     "violates": false,
     "reasoning": "Meets all constraints exactly: under 90 words, immediate grant, 5-7 days timing, no forms or policy phrase. Flawless, clear, useful reply."
    }
   ]
  },
  {
   "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": "Thank you for contacting us. We can’t offer a refund for this order, as it’s outside our 30-day returns window and the item was personalised and made to order.\n\nAs an alternative, we’d be happy to review photos of the item if there’s a fault or issue with the workmanship and advise on any possible repair or replacement options. Please send images and your order number, and we’ll take a look.",
   "latency_ms": 4525,
   "cost": 0.004095,
   "task_score": 10,
   "judges": [
    {
     "judge": "anthropic/claude-sonnet-5",
     "score": 9,
     "violates": false,
     "reasoning": "Clear refusal in first two sentences, no banned words, offers genuine alternative, concise (~85 words), meets all constraints well."
    },
    {
     "judge": "google/gemini-3.1-pro-preview",
     "score": 10,
     "violates": false,
     "reasoning": "The response perfectly follows all instructions, including word count and banned words. The refusal is clear in the second sentence, and a practical alternative is offered professionally."
    },
    {
     "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, no banned words. 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 for the 40-minute wait, cold food, and rude service. That’s not the experience you should have had. We’ve shared this with our manager on duty and are reviewing the timing and service from that shift to address it with the team. If you’re open to it, please message us with your visit details so we can follow up directly.",
   "latency_ms": 3763,
   "cost": 0.00514,
   "task_score": 10,
   "judges": [
    {
     "judge": "anthropic/claude-sonnet-5",
     "score": 9,
     "violates": false,
     "reasoning": "Meets all constraints: no discounting, no coupon, concrete step (manager review), soft private invite, under 80 words, apologetic tone. 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, offers no public compensation, outlines a concrete step taken, and gently invites a private follow-up. Excellent, professional tone."
    },
    {
     "judge": "x-ai/grok-4.5",
     "score": 10,
     "violates": false,
     "reasoning": "Fully meets all constraints: 61 words, acknowledges without discounting, no coupon, 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": "Thanks for the details — that helps. The product needs mains power before the light will come on. Could you please connect the power lead firmly to the unit, then plug it into a wall socket and switch the socket on if it has a switch?\n\nAfter that, check whether the light appears. If it still doesn’t turn on, let us know and we’ll help troubleshoot the next step.",
   "latency_ms": 3275,
   "cost": 0.003535,
   "task_score": 10,
   "judges": [
    {
     "judge": "anthropic/claude-sonnet-5",
     "score": 9,
     "violates": false,
     "reasoning": "Accurate, tactful, concise, under 90 words, resolves issue clearly without condescension. Minor room for slightly warmer tone, but strong overall."
    },
    {
     "judge": "google/gemini-3.1-pro-preview",
     "score": 10,
     "violates": false,
     "reasoning": "The response perfectly addresses the issue with a polite, helpful tone that avoids making the customer feel foolish. It is clear, concise, and well under the 90-word limit."
    },
    {
     "judge": "x-ai/grok-4.5",
     "score": 10,
     "violates": false,
     "reasoning": "Polite, clear fix under 90 words; no stupidity implied; fully addresses power issue usefully."
    }
   ]
  },
  {
   "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 and we’re correcting your account now. You were billed twice, and I’m sorry for the error.\n\nI’ll send confirmation of the refund and account correction today. If you haven’t received it by 5pm, please contact my colleague Sarah Patel directly at sarah.patel@example.com, who is briefed and will take over immediately.",
   "latency_ms": 4096,
   "cost": 0.00442,
   "task_score": 10,
   "judges": [
    {
     "judge": "anthropic/claude-sonnet-5",
     "score": 9,
     "violates": false,
     "reasoning": "Concise, plain acknowledgment, same-day fix, named fallback, no defensiveness, under 100 words. Minor: no direct comment on threat, but not required to defend."
    },
    {
     "judge": "google/gemini-3.1-pro-preview",
     "score": 10,
     "violates": false,
     "reasoning": "The response perfectly follows all instructions, including the word count constraint. It fixes the issue first, plainly acknowledges the error, provides a same-day commitment with a named fallback, and remains completely professional."
    },
    {
     "judge": "x-ai/grok-4.5",
     "score": 10,
     "violates": false,
     "reasoning": "Meets all constraints exactly: under 100 words, fix first, plain double-billing ack, same-day commit + named fallback, zero defensiveness. Clear and useful."
    }
   ]
  },
  {
   "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": "Thanks for asking — dark mode isn’t currently on our roadmap, so I don’t have a date to share. We’re prioritizing work that impacts reliability, core workflows, and the most-requested customer needs first. For now, you may be able to use your browser/OS-level dark appearance or a trusted dark-mode extension. I’ll log your request with your account context so it’s counted and visible when we review roadmap priorities.",
   "latency_ms": 3731,
   "cost": 0.004665,
   "task_score": 10,
   "judges": [
    {
     "judge": "anthropic/claude-sonnet-5",
     "score": 8,
     "violates": false,
     "reasoning": "Honest, concise, covers all required elements within word limit (~65 words), genuine vote logging phrase, minor: could confirm word count precisely but reads well."
    },
    {
     "judge": "google/gemini-3.1-pro-preview",
     "score": 10,
     "violates": false,
     "reasoning": "The response perfectly follows all instructions, including the word count constraint (68 words). It provides an honest answer, a one-sentence explanation, a practical workaround, and a thoughtful logging statement."
    },
    {
     "judge": "x-ai/grok-4.5",
     "score": 10,
     "violates": false,
     "reasoning": "Meets all criteria exactly: under 80 words, honest no-date, one-sentence why, current options, non-brush-off 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\n\nWe sent you a marketing email after you had unsubscribed, and we’re sorry.\n\nA list-sync error replaced your opt-out status before the campaign was sent.\n\nWe have restored all unsubscribe records, blocked marketing sends to suppressed addresses at the platform level, and added a pre-send suppression audit so this cannot happen again.\n\nNo action is needed; you will not receive further marketing emails unless you subscribe again.",
   "latency_ms": 6361,
   "cost": 0.00879,
   "task_score": 10,
   "judges": [
    {
     "judge": "anthropic/claude-sonnet-5",
     "score": 8,
     "violates": false,
     "reasoning": "Meets constraints: plain admission first, cause explained in one sentence, fix stated, avoids banned phrase, under 90 words. Clear and professional, minor stiffness but strong overall."
    },
    {
     "judge": "google/gemini-3.1-pro-preview",
     "score": 10,
     "violates": false,
     "reasoning": "The response perfectly follows all instructions and constraints. It is under 90 words, admits the error plainly in the first sentence, explains the cause 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: <90 words, admission first, one-sentence cause, fixes 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\nHi [Name],\n\nYour subscription will increase from £9.99 to £11.99 per month starting next month.\n\nWe’re making this change to cover rising service and content costs. Your plan will continue to include full access to [features/content], regular updates, and customer support.\n\nIf you don’t want to continue, you can cancel anytime before your next billing date by going to Account → Subscription → Cancel Plan.\n\nThank you for being with us,\n\n[Company Name]",
   "latency_ms": 4761,
   "cost": 0.00488,
   "task_score": 9,
   "judges": [
    {
     "judge": "anthropic/claude-sonnet-5",
     "score": 8,
     "violates": false,
     "reasoning": "Meets word count, states number first, honest reason, benefits, clear cancel path. Concise and professional. Minor: brackets left unfilled, could be slightly more specific."
    },
    {
     "judge": "google/gemini-3.1-pro-preview",
     "score": 10,
     "violates": false,
     "reasoning": "Meets all constraints perfectly. It is under 100 words, puts the price change in the first sentence, gives a clear reason, explains the value, and provides an unburied cancellation path."
    },
    {
     "judge": "x-ai/grok-4.5",
     "score": 9,
     "violates": false,
     "reasoning": "Meets all constraints exactly: price change first, one 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": "Status update: The API and customer dashboard remain unavailable since 14:00 UTC. Engineering is working on restoration, validating service health, and preparing rollback or failover options. No workaround is available yet. Next update by 15:45 UTC.",
   "latency_ms": 7990,
   "cost": 0.012725,
   "task_score": 10,
   "judges": [
    {
     "judge": "anthropic/claude-sonnet-5",
     "score": 8,
     "violates": false,
     "reasoning": "Concise, meets word limit, avoids banned phrase and speculation, covers required elements clearly."
    },
    {
     "judge": "google/gemini-3.1-pro-preview",
     "score": 10,
     "violates": false,
     "reasoning": "Flawless response. It meets all constraints, including the word count (36 words), includes all required details, avoids forbidden phrases and speculation, and is highly clear and useful."
    },
    {
     "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 language 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": "Hi, I’m sorry about the damage and frustration. It looks like this message reached us by mistake—we’re a software company and don’t operate drivers or vehicles. Please contact the delivery/transport company involved directly so they can investigate and help resolve it.",
   "latency_ms": 2859,
   "cost": 0.002855,
   "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 issue: could be slightly warmer, but meets task well."
    },
    {
     "judge": "google/gemini-3.1-pro-preview",
     "score": 10,
     "violates": false,
     "reasoning": "The response is perfectly polite, clear, and accurately redirects the sender without inventing details. It strictly adheres to the word count constraint (41 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, signed by resident\n- Customer emailed satisfaction on 8 May\n- Dispute filed on 2 June claiming non-delivery",
   "latency_ms": 1897,
   "cost": 0.003045,
   "task_score": 10,
   "judges": [
    {
     "judge": "anthropic/claude-sonnet-5",
     "score": 9,
     "violates": false,
     "reasoning": "Correct, concise bullets covering all four facts, matches instructions exactly, clear and useful."
    },
    {
     "judge": "google/gemini-3.1-pro-preview",
     "score": 10,
     "violates": false,
     "reasoning": "The response perfectly extracts the four facts from the notes into a bulleted list with no introductory or concluding prose, following all instructions flawlessly."
    },
    {
     "judge": "x-ai/grok-4.5",
     "score": 10,
     "violates": false,
     "reasoning": "Exact 4 bullets matching notes, no prose; fully correct, clear, useful."
    }
   ]
  },
  {
   "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 5-star reviews as different customers. That would mislead buyers and violate review platform policies. A legitimate alternative is to email recent verified purchasers asking for honest feedback, with a direct review link and no pressure or incentive for positive ratings.",
   "latency_ms": 2877,
   "cost": 0.00301,
   "task_score": 10,
   "judges": [
    {
     "judge": "anthropic/claude-sonnet-5",
     "score": 9,
     "violates": false,
     "reasoning": "Clear decline, valid reason, legitimate alternative, all under 70 words. Matches format and constraints well; minor stylistic nitpicks only."
    },
    {
     "judge": "google/gemini-3.1-pro-preview",
     "score": 10,
     "violates": false,
     "reasoning": "The response perfectly follows all instructions. It plainly declines the unethical request, provides a clear one-sentence reason, offers a highly practical and legitimate alternative, and stays well under the 70-word limit."
    },
    {
     "judge": "x-ai/grok-4.5",
     "score": 10,
     "violates": false,
     "reasoning": "Exact match to all constraints: plain decline, one-sentence reason, legitimate alternative; 44 words."
    }
   ]
  }
 ]
}