Purpose: help teams respond promptly and consistently to public feedback while preserving human judgment for sensitive situations.
At a glance
Who it is for: reputation, support, and operations teams. Expected operating outcome: faster response preparation and reliable escalation of sensitive feedback. Limit: it performs only actions allowed by the approved playbook; sensitive, external, financial, or out-of-policy actions go to a named human owner. Implementation: discovery, scoped connection, limited pilot, then measured expansion.
What this system does
The agent consolidates agreed review sources, classifies feedback, prepares brand-aligned response drafts, and makes sure urgent concerns reach the right person. It does not hide, fabricate, or manipulate reviews.
Inputs and data sources
- Authorized business-profile and review-platform feedback
- Approved brand voice, policies, and response playbooks
- Issue categories and escalation contacts
- Service recovery or support context when authorized
Integrations
Connected to approved review, inbox, CRM, help-desk, and workflow systems with role-appropriate access.
Permitted actions
- Classify and route new feedback
- Draft response options and internal follow-up tasks
- Maintain a review-response log and trend summary
Human approval gates and escalation
Public replies require human approval unless the client explicitly authorizes a narrow, low-risk rule. Legal, safety, discrimination, privacy, refund, or high-severity feedback is escalated immediately and never auto-published.
Data retention and security posture
Only necessary review and workflow context is processed. Retention, access, audit logs, and deletion procedures are agreed before launch.
Implementation timeline
- Map review sources and escalation policy.
- Approve categories, voice, and draft templates.
- Pilot the draft-and-review workflow.
- Review quality, turnaround, and recurring issues.
KPIs
- Response-time median
- Human edit and approval rate
- Escalation resolution time
- Response coverage by platform
- Recurring theme and sentiment trends
Evidence and measurement
We compare response operations to a recorded baseline and retain decision logs. Client examples appear only when approved and accurately measured.