Customer feedback synthesis — without you re-reading 800 tickets.
Claude reads every ticket, NPS comment, call transcript, and review, then writes a weekly summary that surfaces the patterns and quotes the specific customers — so your PM has evidence, not vibes.
212 surveys sent · 4 detractors routed. Sample reply trigger:
How does Anthropic (Claude) work for feedback collection automation?
Anthropic (Claude) works for feedback collection automation by powering an Arahi AI agent that runs the workflow end-to-end inside your existing tools — no code, no custom build. The agent connects to Anthropic (Claude) alongside the other apps your team already uses, watches for the triggers that matter for feedback collection, and takes the next step on its own while keeping a complete audit trail for review. Trigger feedback requests at optimal moments in the customer journey. Teams typically see higher than one-shot survey blasts once the agent is in production. You stay in control: every action is logged, confidence thresholds are configurable, and anything ambiguous is queued for a human instead of being silently auto-completed.
Built in plain English.
You write the rule the way you'd describe it to a teammate. The agent reads the rule, breaks it into the actions it'll take, and confirms the apps it'll touch — before it does anything.
- 1Read the trigger event and pull the contact's context
- 2Draft the message in your team's voice
- 3Cite each personalized line's source
- 4Queue for your review or auto-send by confidence
Get started in three steps
Connect Anthropic (Claude)
Authorize Anthropic (Claude) in your Arahi AI dashboard. The secure connection takes less than 60 seconds.
Configure Your AI Agent
Set up triggers, actions, and conditions specific to how your team uses Anthropic (Claude).
Deploy & Monitor Results
Your AI agent goes live immediately. Track tasks automated, time saved, and accuracy metrics in real-time.
Saw your 5/10 — what would have made it a 9?
Claude flagged your NPS reply for follow-up. You said the workflow editor felt 'clicky' — that's on us, and I'd love 10 minutes to see exactly where it bit you.
Personalized using LinkedIn activity from the last 30 days.
Approve before it sends.
Every draft lands in a review queue. You approve, edit, or reject — the agent never acts on its own unless you explicitly turn that on for a workflow you trust.
Every action, with the reasoning attached.
Each step the agent takes is logged with what it did, why it did it, and which app it touched. Audit-ready, so security and compliance can sign off without backfilling.
- Marco11:42 AM
Approved the draft to caleb.wood@thirdline.app.
- Agent11:41 AM
Drafted the email and queued it for review.
Reason: High-confidence personalization but recipient is C-level — escalating per policy.
- Agent11:40 AM
Pulled LinkedIn activity and HubSpot deal context.
- Agent11:40 AM
Triggered: Send NPS surveys via @Claude 30 days post-launch, route detractors to Customer S
- Agent11:38 AM
Confirmed sender domain DKIM is healthy.
Frequently asked questions
By frequency and weight. A complaint mentioned by 1 enterprise customer outweighs the same complaint from 10 free users — and Claude weights the segments per your config. Each surfaced theme comes with the specific customers, the verbatim quotes, and the segment breakdown.
Yes. The agent ignores form-letter complaints (e.g. ToS-related copy-pastes), de-duplicates across channels (the same customer in Intercom and a Discord post), and flags repeated requests from your highest-value cohort.
Wherever your PMs read — Notion, Slack, Linear, a dashboard. The agent writes both an exec summary (5 themes, 1 paragraph each) and a deep-dive (every theme with 3–5 verbatim quotes and customer IDs).
Calculated and included, but the agent foregrounds the qualitative. A 2-point NPS dip plus 'pricing' mentioned 47 times last week is the story; the dip alone is a number.
It can. When a customer's feedback ships in a release, the agent drafts the 'we shipped this because you asked' email — referencing the specific ticket where they raised it. Configurable per segment.
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7-day free trial. Works with the tools you already use.