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v1.3.03 loop iterations

Customer Review Responder

A bad review without a response is a warning sign. A bad review with a thoughtful response is actually a trust signal. The Customer Review Responder writes the kind of reply that makes the next 100 people reading it more likely to buy — empathetic, specific, never defensive.

What this skill does

The reviewer is one person. The real audience is the next hundred shoppers reading the response before deciding whether to buy. Every response has to land with both — answer the complaint without being defensive, and show future customers that the brand is responsive, reasonable, and takes action.

The HEARD framework gives the structure. Hear them: acknowledge the specific issue with words from their review, so they know you read it. Not "we're sorry you had a bad experience" — that's the response that proves you didn't read it. Empathise without admitting fault if it isn't your fault. Apologise when warranted, for the experience even when the product is fine. Resolve with a specific action, a specific contact, a specific timeframe — not "please contact us". Differentiate by showing this isn't your norm and what you've changed.

The skill diagnoses the review first. What's the real complaint underneath the surface complaint? "Product is terrible" often means expectations weren't set. "Took forever to arrive" is a shipping problem masquerading as a product problem. "Not worth the price" is a value-perception issue. The emotional state matters too — angry venting gets extra empathy before solution; calm and constructive gets matched detail level; unfair gets calm factual correction once and only once.

Special cases get explicit treatment. The unfair review: state facts once, then resolve. The competitor or fake review: flag through platform dispute, keep the public response professional and brief. The positive review: respond too, thank them specifically, reinforce the behaviour. The multi-issue review: don't try to address all six points publicly — acknowledge the overall experience, fix the most serious issue, take the rest offline.

Platform tone is built in. Amazon responses are concise and mobile-readable because that's how they're consumed. Google can be slightly more formal. Trustpilot allows length but keeps the key resolution in paragraph one. Instagram and Twitter responses are brief and pivot to DMs immediately. Match the norm of the platform you're posting to.

If you paste multiple reviews at once, the skill does pattern flagging rather than five independent replies. If three of five reviews mention slow shipping, that's not a per-review note — that's a systemic issue, flagged as an internal action item alongside the public responses. The same complaint appearing across reviews stops being feedback about reviewers and starts being feedback about your operation.

Won't over-apologise. A review that says "I prefer a different scent" isn't a failure — it's preference, and offering a refund for taste trains customers to expect freebies for any complaint and quietly erodes margin. The skill responds warmly, doesn't refund, doesn't grovel.

When this triggers

  • ·You have a 1-star or 2-star review sitting on Google, Amazon, or Trustpilot and you don't know how to reply without sounding scripted
  • ·Your current responses all start with 'We're sorry you had a bad experience' and read identically across every complaint
  • ·Someone left a misleading or unfair review and your instinct is to argue — which would make it worse
  • ·You've pasted 5+ reviews and need pattern-spotting across them, not five copy-paste replies
  • ·You want a response that's specific enough that future customers can see you actually read the complaint

Example

Trigger

User pastes a 2-star Amazon review: 'Bottle arrived dented. Customer service told me to fill in a form. Took 9 days to get a replacement. Quality is fine but I won't be back.'

Output

REVIEW ANALYSIS Real complaint: Service failure (logistics + slow resolution), not product quality. Emotional tone: Annoyed but reasonable. Severity: Service failure — own it directly. RESPONSE (Amazon — mobile-readable, concise) Hi [Name], Nine days is too long, and a dented bottle shouldn't have been the first thing you saw when the box arrived. That's on us. Both — the courier damage and the slow replacement. We've changed the courier handling spec on this SKU since your order and replacements now ship same-day from our UK warehouse rather than going through a form queue. I'd like to make this right properly — please email [address] with REF: [order ID] and I'll send a replacement plus a £10 credit personally, today. — [Name], Founder BREAKDOWN Hear: nine days, dented bottle (specific, quoted) Empathise: "shouldn't have been the first thing you saw" Apologise: "That's on us" Resolve: founder email, today, £10 credit Differentiate: courier spec changed, same-day now INTERNAL ACTIONS [ ] Audit courier damage rate on this SKU [ ] Review replacement workflow — kill the form

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What you get

  • 128-line SKILL.md, ready to drop into ~/.claude/skills/
  • Tested through 3 Karpathy-loop iterations (versions v1.0.0 → v1.3.0)
  • Triggers automatically when relevant — no command to remember
  • Lifetime updates as the skill is refined further

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