Done-for-you offer · Fractional CMO with AI Swarm · cs-agent-assist skill
Completions architects multi-location review-response agent -assist for your reputation operation
You manage 50-1,500 locations with reviews flowing in from Google + Yelp + Healthgrades + Zocdoc + OpenTable + per -vertical platforms and a review-response operation that takes 4-14 days per reply. Negative reviews stack up. HIPAA -PHI-disclosure-risk reviews get responded to with the wrong disclosure language. Cannabis-state-violation-risk reviews get auto-published without legal review. Your editorial team cannot keep up at portfolio scale. Completions architects the cs-agent-assist skill on the review-response agent end -to-end with per-location per-review ingestion + sentiment + concern classification + brand-voice gated reply drafting + per-vertical compliance overlay + auto-publish gating + crisis routing + per-location per-platform sender reputation management. You keep every artifact. You keep the review platform credentials. You keep the ability to in-house at any time.
Published September 24, 2026
What we operate every review
Per-location per-review ingestion across 17+ review platforms (Google + Yelp + Healthgrades + Zocdoc + OpenTable + Vitals + RateMDs + Avvo + LegalMatch + TripAdvisor + Booking.com + Vrbo + Houzz + Angi + HomeAdvisor + Thumbtack + per-vertical industry platforms) with per-platform webhook + per-platform polling fallback + per-review-platform unified schema normalization. Per -review sentiment classification across positive + negative + mixed + neutral with confidence-tier + intensity-scoring + crisis-indicator detection via 10 -model LLM-classifier ensemble.
Per-review concern classification across 20+ concern categories (service-quality + wait-time + staff -friendliness + cleanliness + pricing + value + product -quality + appointment-availability + parking + accessibility + per-vertical-specific HIPAA-PHI-disclosure -risk + medical-board-mandatory-reporter-trigger + DEA -reporting-trigger + state-cannabis-board-violation-risk + ATF-trigger + FinCEN-SAR-trigger).
Brand-voice gated reply drafting via 10-model LLM ensemble (GPT-4o + Claude Opus + Sonnet + Haiku + Gemini Pro 2 + Mistral Large 2 + Cohere Command R+ + Llama 3 70B + Qwen 2 + DeepSeek V3) with brand-spec-version-pin + tone + formality + empathy + per-platform format knobs. Per -vertical compliance overlay (HIPAA + FDA + DEA + state -licensing-board + state-cannabis-Metrc + alcohol DISCUS + tobacco FDA + ATF + financial SEC/FINRA + state-AG UDAP + FTC Endorsement Guides + FTC fake-review rule 2024 16 CFR Part 465).
Auto-publish gating with per-confidence-tier per-platform per-vertical thresholds + editorial routing for borderline cases + crisis routing for high-risk cases. Per-location per-platform sender reputation management.
Why in-house breaks at portfolio scale
Per-location per-review ingestion across 50-1,500 locations × 17+ review platforms requires production data ingestion infrastructure. Per-review sentiment + concern classification across 20+ categories via 10-model LLM -classifier ensemble at production review volume requires LLM operations infrastructure. Brand-voice gated reply drafting requires production LLM operations infrastructure. Per-vertical compliance overlay requires deterministic gate. Auto-publish gating requires production routing infrastructure. Crisis routing requires event-driven architecture. Per-location per-platform sender reputation management requires production reputation-tracking infrastructure.
Completions absorbs all seven axes under one Tier 3 Fractional CMO with AI Swarm engagement. The embedded executive (1-2 days/wk) coordinates the review-response across the review-response agent + brand-spec-authoring + compliance-overlay-manager + master-record-canonicalization siblings.
How the engagement progresses
Tier 1 AI Readiness Assessment ($10k, 2-3 weeks, diagnostic). Completions audits the operator current multi-location review-response operation across seven axes — per-location per-review ingestion coverage + per-review sentiment + concern classification + brand -voice gated reply drafting + per-vertical compliance overlay gap + auto-publish gating + crisis routing + per -location per-platform sender reputation management. Deliverable: gap-pack report.
Tier 2 AI Swarm Setup Sprint ($25-50k, 4-8 weeks, build with 30-day operating tail). Completions builds the review-response agent-assist on operator review-response infrastructure — cs-agent-assist + per -review-sentiment-classification + per-review-concern -classification + brand-voice-gated-reply-drafting + auto -publish-gating + crisis-routing on review-response agent + brand-voice-gate on brand-spec-authoring + per -jurisdiction-overlay-config on compliance-overlay -manager + change-event-emission on master-record -canonicalization.
Tier 3 Fractional CMO with AI Swarm ($15-25k/ month, 6-month minimum, 1-2 days/wk embedded). Completions continues operating the review-response with weekly per -location review-response review + monthly per-vertical compliance overlay refresh + quarterly brand-voice spec refresh + per-event crisis routing coordination + cross -agent swarm coordination.
Frequently asked
What does "Completions architects the review-response agent-assist for your multi-location reputation operation" actually deliver?
Completions architects the multi-location review-response agent-assist across the operator review platforms (Google + Yelp + Healthgrades + Zocdoc + OpenTable + Vitals + RateMDs + Avvo + LegalMatch + TripAdvisor + Booking.com + Vrbo + Houzz + Angi + HomeAdvisor + Thumbtack + per-vertical industry platforms). Per-location per-review ingestion with per-platform webhook + per-platform polling fallback + per-review-platform unified schema normalization. Per-review sentiment classification across positive + negative + mixed + neutral with confidence-tier + intensity-scoring + crisis-indicator detection via 10-model LLM-classifier ensemble (GPT-4o + Claude Opus + Sonnet + Haiku + Gemini Pro 2 + Mistral Large 2 + Cohere Command R+ + Llama 3 70B + Qwen 2 + DeepSeek V3). Per-review concern classification across 20+ concern categories (service-quality + wait-time + staff-friendliness + cleanliness + pricing + value + product-quality + appointment-availability + parking + accessibility + per-vertical-specific HIPAA-PHI-disclosure-risk + per-vertical-specific medical-board-mandatory-reporter-trigger + per-vertical-specific DEA-reporting-trigger + per-vertical-specific state-cannabis-board-violation-risk + per-vertical-specific ATF-trigger + per-vertical-specific FinCEN-SAR-trigger). Brand-voice gated reply drafting via 10-model LLM ensemble with brand-spec-version-pin + tone + formality + empathy + per-platform format knobs. Per-vertical compliance overlay (HIPAA + FDA + DEA + state-licensing-board + state-cannabis-Metrc + alcohol DISCUS + tobacco FDA + ATF + financial SEC/FINRA + state-AG UDAP + FTC Endorsement Guides + FTC fake-review rule 2024 16 CFR Part 465). Auto-publish gating with per-confidence-tier per-platform per-vertical thresholds + editorial routing for borderline cases + crisis routing for high-risk cases. Per-location per-platform sender reputation management. Operator team owns the review platform credentials + brand spec + compliance overlay. Completions owns the swarm orchestration on the review-response agent.
Why does in-house multi-location review-response break at portfolio scale?
In-house operation at multi-location portfolio scale fails on seven axes: (1) per-location per-review ingestion across 50-1,500 locations × per-platform webhook + polling fallback × 10+ review platforms requires production data ingestion infrastructure unstaffable by internal teams; (2) per-review sentiment + concern classification across 20+ concern categories via 10-model LLM-classifier ensemble at production review volume requires LLM operations infrastructure with rate-limit + cost-budget management; (3) brand-voice gated reply drafting via 10-model LLM ensemble at per-review per-platform per-vertical adaptation requires production LLM operations infrastructure; (4) per-vertical compliance overlay across HIPAA + FDA + DEA + state-licensing-board + state-cannabis-Metrc + alcohol DISCUS + tobacco FDA + ATF + financial + FTC Endorsement Guides + FTC fake-review rule 2024 requires per-jurisdiction-overlay-config deterministic gate; (5) auto-publish gating with per-confidence-tier per-platform per-vertical thresholds requires production routing infrastructure + editorial-team coordination; (6) crisis routing for high-risk cases requires event-driven architecture; (7) per-location per-platform sender reputation management requires production reputation-tracking infrastructure. Completions absorbs all seven axes under one Tier 3 Fractional CMO with AI Swarm engagement.
What does the engagement look like across Tier 1 → Tier 2 → Tier 3?
Tier 1 AI Readiness Assessment ($10k, 2-3 weeks, diagnostic): Completions audits the operator current multi-location review-response operation across seven axes — per-location per-review ingestion coverage + per-review sentiment + concern classification + brand-voice gated reply drafting + per-vertical compliance overlay gap + auto-publish gating + crisis routing + per-location per-platform sender reputation management. Deliverable: gap-pack report. Tier 2 AI Swarm Setup Sprint ($25-50k, 4-8 weeks, build with 30-day operating tail): Completions builds the review-response agent-assist on operator review-response infrastructure — cs-agent-assist + per-review-sentiment-classification + per-review-concern-classification + brand-voice-gated-reply-drafting + auto-publish-gating + crisis-routing on review-response agent + brand-voice-gate on brand-spec-authoring + per-jurisdiction-overlay-config on compliance-overlay-manager + change-event-emission on master-record-canonicalization. Tier 3 Fractional CMO with AI Swarm ($15-25k/month, 6-month minimum, 1-2 days/wk embedded): Completions continues operating the review-response with weekly per-location review-response review + monthly per-vertical compliance overlay refresh + quarterly brand-voice spec refresh + per-event crisis routing coordination + cross-agent swarm coordination.
Who owns the review platform credentials, sentiment + concern taxonomy, and audit trail?
Operator owns 100% of every artifact: review platform credentials (Google Business Profile + Yelp for Business + Healthgrades + Zocdoc + OpenTable + Vitals + RateMDs + Avvo + LegalMatch + TripAdvisor + Booking.com + Vrbo + Houzz + Angi + HomeAdvisor + Thumbtack + per-vertical industry platforms under operator credentials), per-review sentiment + concern taxonomy (operator-owned + attorney-approved), per-vertical compliance overlay (rule library in operator repo with attorney-approved updates), per-platform per-vertical per-confidence-tier auto-publish threshold registry (operator-owned), crisis routing rules (operator-owned + attorney-approved per-statute reporting destinations), per-location per-platform sender reputation tracking infrastructure (operator-owned), review-response orchestration code (in operator repo with operator-controlled deploy pipeline), LLM prompts (in operator repo with brand-spec-pinned knobs + compliance-overlay-pinned knobs), brand spec (versioned in operator repo), editorial-team routing rules (operator-owned), audit trail (retention infrastructure on operator cloud account with WORM-storage when HIPAA + FDA + DEA + FinCEN + SEC + FINRA + ATF + FTC retention required). Completions owns: the orchestration knowledge — how to design per-review sentiment + concern classification + how to tune brand-voice gated reply drafting + how to debug per-vertical compliance overlay cascades + how to coordinate the review-response with brand-spec-authoring + compliance-overlay-manager + master-record-canonicalization siblings. The operator can in-house at any time; Completions credentials revoke immediately on engagement-end.
What KPIs will Completions commit to on Tier 3 engagement?
Typical Tier 3 commitments: (1) per-location per-review ingestion coverage at 99-percent target; (2) per-review sentiment classification accuracy at 95-percent target via 10-model LLM-classifier ensemble; (3) per-review concern classification accuracy at 95-percent target across 20+ concern categories; (4) brand-voice-fit score at 90-percent target via 10-model LLM-as-judge ensemble; (5) per-vertical compliance overlay coverage at 99.9-percent target; (6) auto-publish gating accuracy at 95-percent target (no compliance-violating auto-publish); (7) crisis routing latency at P0-under-60-second + P1-under-1-hour + P2-under-4-hour + P3-under-24-hour SLAs; (8) per-location per-platform reply latency under 24-hour target SLA across 99-percent of replies; (9) per-location per-platform sender reputation maintained at industry-leading benchmark; (10) cross-agent swarm coordination latency under 2-second end-to-end. Each KPI measured against pre-engagement baseline.
How does engagement end and what is the operator transition path?
Tier 3 engagements are 6-month minimum with 90-day notice. At engagement end, Completions transitions the multi-location review-response operation back to operator in-house in 30-60 days: operating-playbook hand-off + in-house staff training across 3-5 operator team members covering per-location per-review ingestion + per-review sentiment + concern classification + brand-voice gated reply drafting + per-vertical compliance overlay management + auto-publish gating + crisis routing + per-location per-platform sender reputation management + cross-agent coordination + review platform credentials hand-off + LLM prompts hand-off + audit trail hand-off with WORM-storage operator-account-ownership confirmation; Completions credentials revoke immediately on engagement-end. Operator can re-engage Completions at any time on Tier 1 or Tier 2 cadence.
Engage Completions
Start with the AI Readiness Assessment (Tier 1, 2-3 weeks, $10k). If your operation is ready to absorb the review -response agent-assist, the assessment hands off to the AI Swarm Setup Sprint (Tier 2, 4-8 weeks, $25-50k). If your operation needs ongoing orchestration after Tier 2 hand-off, the review-response agent-assist continues under Fractional CMO with AI Swarm (Tier 3, 6-month minimum, $15-25k/month, 1-2 days/wk embedded). Operator owns every artifact at every tier. Operator can in-house at any time.