Online review response and request coordination portal

Reduce unanswered reviews and manual reply work while keeping the owner's voice and brand. For local service businesses and multi-location operators managing public review profiles, convert connected review feeds, customer contact lists, brand voice rules and staff records into owner-approved review replies and tracked review requests. The benefit is a testable hypothesis, measured through reply rate within target window and new reviews per requested customer; do not assume that AI output alone produces business value.

Confirm the buyer's problem and scope, connect review profiles, customer contact lists, brand voice rules and staff records, then follow this sequence: 1. Monitor incoming reviews across connected profiles in real time. 2. Generate personalized reply drafts in the brand voice. 3. Allow manual writing and posting of replies. Resolve uncertain cases with qualified reviewers, approve owner-approved review replies and tracked review requests, and measure reply rate within target window and new reviews per requested customer against a documented baseline.

How the AI works

Use AI to interpret permitted inputs, suggest structured mappings and generate candidate outputs for the three stated task modules. Use deterministic code for arithmetic, schema validation, hard constraints and reproducible tests. Review source-linked explanations and uncertainty before accepting results. One connected profile set and one approved brand voice; final reply tone, factual claims and posting remain human. A model suggestion is never a verified fact, professional decision or authorization to act.

Safeguards

Preserve customer consent, contact permissions, factual accuracy and platform terms. Owners approve substantive replies and posting scope. One connected profile set and one approved brand voice; final reply tone, factual claims and posting remain human. Keep all consequential actions under authorized human control and do not fabricate missing inputs, permissions, professional judgments or market evidence.

What to build first

Pilot scope: One connected profile set and one approved brand voice; final reply tone, factual claims and posting remain human. Implement one approved input format, a bounded representative case set and the first two task modules: monitor incoming reviews across connected profiles in real time; generate personalized reply drafts in the brand voice. Support the third module with operator review: allow manual writing and posting of replies. Include source references, corrections, basic organization access, approval states, export and value measurement. Use managed operator assistance for unresolved exceptions. The cost estimate covers this narrow prototype, not unrestricted multi-tenant scale, complex production integrations, specialist certification or physical operations.

What it can connect to

Review platform profiles, customer contact sources and messaging providers. Cloud contact storage, social posting destinations and SMS link providers. Start with file exchange and validate destination specifications before promising direct posting. Start with authorized file exchange. Validate current provider access, usage rights and schema behavior before promising a connector.

The screens in detail

Primary screens: Review inbox and reply queue, Request campaign builder, Performance dashboard. Use a list view for locations, a central review card with reply draft and history, and a right-hand panel for brand voice, templates and staff tags. Let users compare AI draft against manual edit side by side. Display new, replied, escalated and approved states. Provide a client-facing request link with status and opt-out. Make the task-specific outcome owner-approved review replies and tracked review requests visible beside its evidence, review state and value baseline.