Customer & Sales

Review Reply Agent

Reads product/business reviews and posts personalized, on-brand replies — escalates negative ones.

Features

5

Tech

11

Steps

5

AI Agent

Review Reply Agent

Production-readyObservable
OpenAI GPT-5
Anthropic Claude 4.7
Google Business Profile API

Capabilities

What this agent does

Every capability is shipped end-to-end — not a feature flag. You get a working slice on day one and we expand from there.

Feature 01

Multi-platform

Google Reviews, Trustpilot, Amazon, Daraz, Shopify, Yelp.

Feature 02

Tone-matched replies

Brand voice tuned for warm, professional or playful.

Feature 03

Sentiment routing

Negative reviews paused for human approval.

Feature 04

Bulk historical pass

Catches up on years of unreplied reviews in one go.

Feature 05

Localised language

Replies in the reviewer's language automatically.

Stack

11 technologies we use

Production-tested tools chosen for reliability, observability, and developer velocity. Every piece is swappable.

OpenAI GPT-5Anthropic Claude 4.7Google Business Profile APITrustpilot APIAmazon SP-APIDaraz APIYelp Fusion APIVercel AI SDKPostgreSQLInngestSlack Bolt

System at a glance

How the agent flows

A simplified view of what comes in, what the agent does with it, and what it produces. Each arrow is observable end-to-end.

Inputs

Customer messagePast conversationKnowledge base

Agent

Review Reply Agent

Plan → tool-call → reflect, with approval gates.

Tools the agent calls

OpenAI GPT-5Anthropic Claude 4.7Google Business Profile APITrustpilot APIAmazon SP-APIDaraz API+5 more

Outputs

On-brand replyCRM updateHuman escalation
Every step traced in Langfuse / Braintrust · cost + latency monitored · full replay on failure · human-in-the-loop where it matters

Engagement

How we roll it out

A 5-step process from kickoff to handover. Every step has a deliverable you can sign off on.

  1. 01

    Connect platforms

    OAuth into each review channel you care about.

  2. 02

    Brand voice training

    Show 20 example replies; agent locks the tone.

  3. 03

    Approval mode first

    All replies queued for review before posting.

  4. 04

    Auto-mode threshold

    Loosen approval for high-rating positive reviews.

  5. 05

    Weekly insights

    Trend report of complaint themes for ops to act on.

Outcomes

What you can expect

Real numbers we see when Review Reply Agent ships on top of an actual workflow. Specifics vary with starting baseline, data quality, and scope — but these are the ranges.

Outcome 01

< 30s

Response time

From minutes to seconds — at any hour, any volume.

Outcome 02

55-75%

Deflection rate

Tickets resolved without a human after 4-8 weeks of tuning.

Outcome 03

+8-15

CSAT lift

Net points, measured side-by-side against human-only baseline.

Sample use cases

What this looks like in practice

Three concrete scenarios where teams deploy Review Reply Agent today. Your engagement starts with one of these (or your own variant) and expands from there.

01

After-hours support without staffing

A 24/7 SaaS company routes all overnight tickets through the agent. ~70% resolved before morning, the remaining queue is triaged with full context so the day team starts where it matters.

02

Multilingual sales qualification

A remote-first e-commerce brand qualifies UK + various jurisdictions + Gulf leads in their preferred language, books a demo, and hands off only sales-ready conversations to the closer.

03

Refund + reorder self-service

A D2C retailer lets shoppers initiate refunds, change addresses, or reorder previous purchases through chat — agent enforces policy, escalates edge cases, posts updates to the order DB.

Typical engagement

From kickoff to live in 4-8 weeks

Most Review Reply Agent engagements follow this shape. We give you a firm quote after a 30-minute scoping call, and the price is fixed up-front so you can budget.

2-3 weeks

Pilot

  • Discovery + playbook write-up
  • Tool design + guardrails
  • Eval suite + sandbox deploy
Core

2-4 weeks

Production

  • Hardened deploy on your stack
  • Observability dashboard + alerts
  • Two-week supervised mode

Ongoing

Handover & support

  • Runbook + team training
  • Monthly tuning + eval review
  • Pause or expand any time

Indicative range

$1,500 — $4,500

Full project, scoped + fixed up-front. Includes pilot, production, and 30 days of post-launch support.

Or hire us by the week

from $600/wk

Embedded retainer — best for evolving scopes.

Ready to ship Review Reply Agent?

Tell us about your data, your tools, and what success looks like. We come back within one business day with a clear plan, price, and timeline.

Get started

Ready to ship the software your business actually runs on?

Tell us what you're building. We respond within one business day with a clear plan, price, and timeline.

16 industry CRMs shipped96+ clients · 14 countriesRemote-first · Global delivery