Done-for-you offer · Fractional CMO with AI Swarm · ai-overview-presence-tracking skill
Completions runs your multi-location AI Overview presence tracker so you stop guessing where Google cites you
You have 50-1,500 locations and need daily visibility into where Google AI Overviews + ChatGPT + Perplexity + Claude + Gemini + Brave Leo + You.com cite you across every market. Completions runs the ai-overview-presence-tracking skill on the local-pack -tracking agent end-to-end — per-DMA per-vertical per-query scraping via residential-proxy infrastructure + LLM-citation -extraction via 10-model ensemble + share-of-voice attribution via entity-resolution + competitor diff with daily-delta capture + below-floor alerting to operator + franchisee council + cross -agent swarm coordination with location-benchmarking + master -record-canonicalization + anomaly-detection siblings. You keep every artifact. You keep the ability to in-house at any time. We keep the orchestration knowledge across 32 agents.
Published September 24, 2026
What you get every day
Per-DMA per-vertical per-query AI-search-visibility scorecards across 7 surfaces (Google AI Overviews + Search Generative Experience + ChatGPT Browse + Perplexity + Claude with Browse + Gemini with Browse + Brave Leo + You.com) covering 200 -3,000 buyer queries per location depending on portfolio size and vertical density. Per-location geo-targeting across 11 dimensions (zip + county + CBSA + DMA + Nielsen DMA + state + radius-circle + polygon + drive-time + walk-time + transit -time). Residential-proxy infrastructure across 6 providers (Bright Data + Oxylabs + Smartproxy + Zyte + ScraperAPI + SerpApi) with per-IP rotation + per-fingerprint diversity + CAPTCHA-defeat.
LLM-citation-extraction via 10-model ensemble (GPT-4o + Claude Opus + Sonnet + Haiku + Gemini Pro 2 + Mistral Large 2 + Cohere Command R+ + Llama 3 70B + Qwen 2 + DeepSeek V3) parses each AI response to identify cited domains + cited pages + cited entity-references with confidence-tier + explainability. Share-of-voice attribution via entity-resolution against Wikidata + Knowledge Graph + sameAs-graph + per-entity-domain -mapping across 20+ competitor entities. Competitor diff with daily-delta capture + change-event emission to downstream marketing agents (local-content-generation + paid-search-bid -orchestration + brand-spec-authoring).
Below-floor alerting per-location per-franchisee + per-cohort benchmarking across 5 cohort dimensions (region + vertical + store-size + tenure + ownership-model corporate vs single -unit vs multi-unit vs area-developer franchisee) with z -score-trend + relative-rank-trend + percentile-trend. Monthly performance reports surface to operator C-suite + franchisee council with per-franchisee roll-up + FDD Item 19 financial-performance-representation compliance overlay when data shared with prospective franchisees.
Why in-house breaks at portfolio scale
Per-DMA scraping infrastructure across 7 AI-search surfaces × 200-3,000 queries × 300 locations = 420k-6.3M daily query scrapes requires residential-proxy pools + per-IP rotation + per-fingerprint diversity + CAPTCHA-defeat that no internal team operates economically. LLM-citation-extraction across multi-source AI responses requires 10-model classifier ensemble with confidence-tier + explainability that takes 6 -12 months to build in-house and another 3-6 months to calibrate. Per-DMA per-vertical share-of-voice attribution against 20+ competitor entities requires entity-resolution (Wikidata + Knowledge Graph + sameAs-graph + per-entity -domain-mapping) that data-science teams typically do not own. Competitor diff with daily delta tracking + change-event emission to downstream marketing agents requires event-driven architecture that traditional BI dashboards do not support. Below-floor alerting per-location per-franchisee + per-cohort benchmarking requires per-portfolio per-banner per-franchisee data model + FDD Item 19 compliance overlay that no off-the -shelf SaaS tracker implements.
Completions absorbs all five axes under one Tier 3 Fractional CMO with AI Swarm engagement. The embedded executive (1-2 days/wk) coordinates the tracker across the local-pack -tracking agent + location-benchmarking + master-record -canonicalization + anomaly-detection + brand-spec-authoring + compliance-overlay-manager siblings so the operator marketing team stops being the bottleneck.
How the engagement progresses
Tier 1 AI Readiness Assessment ($10k, 2-3 weeks, diagnostic). Completions audits the operator current AI-search-visibility operation across five axes — per-DMA scraping coverage gap + LLM-citation-extraction maturity + share-of-voice attribution baseline + competitor diff cadence + below-floor alerting infrastructure. Deliverable: gap-pack report with prioritized remediation roadmap + Tier 2 scoping proposal.
Tier 2 AI Swarm Setup Sprint ($25-50k, 4-8 weeks, build with 30-day operating tail). Completions builds the multi-location AI-search-visibility tracker on operator infrastructure — continuous-serp-scraping + ai-overview -presence-tracking + rank-stream-emission on local-pack -tracking agent + per-cohort benchmarking on location -benchmarking + share-of-voice attribution on master-record -canonicalization + below-floor alerting on anomaly-detection — with 30-day tail operation for hand-off.
Tier 3 Fractional CMO with AI Swarm ($15-25k/ month, 6-month minimum, 1-2 days/wk embedded). Completions continues operating the tracker under embedded-executive engagement with daily report review + weekly competitor-diff playbook + monthly query-universe refresh + quarterly residential-proxy infrastructure tuning + cross-agent swarm coordination + monthly performance reporting.
Frequently asked
What does "Completions runs your multi-location AI Overview presence tracker" actually deliver every day?
Every day your operator team receives: per-DMA per-vertical per-query AI-search-visibility scorecards across 5 surfaces (Google AI Overviews + Search Generative Experience + ChatGPT Browse + Perplexity + Claude with Browse + Gemini with Browse + Brave Leo + You.com) covering 200-3,000 buyer queries per location depending on portfolio size and vertical density. Each query is scraped via Bright Data + Oxylabs + Smartproxy + Zyte + ScraperAPI + SerpApi residential-proxy infrastructure with per-location geo-targeting (zip + county + CBSA + DMA + Nielsen DMA + polygon + drive-time + walk-time + transit-time). Each AI response is parsed with 10-model LLM-citation-extraction ensemble (GPT-4o + Claude Opus + Sonnet + Haiku + Gemini Pro 2 + Mistral Large 2 + Cohere Command R+ + Llama 3 70B + Qwen 2 + DeepSeek V3) to identify which domains + which pages + which entity-references were cited. Share-of-voice computed per-DMA per-vertical against 20+ competitor entities. Competitor diff surfaces day-over-day citation movements. Below-floor alerting fires to operator team + franchisee council when per-location AI-citation rate drops below threshold. Operator team owns the brand-entity registry + the competitor watch list + the query universe (Completions does not own your inputs). Completions owns the swarm orchestration on the local-pack-tracking agent.
Why does in-house AI-search-visibility tracking break at multi-location portfolio scale?
In-house tracking at multi-location portfolio scale fails on five axes: (1) per-DMA scraping infrastructure across 5 AI-search surfaces × 200-3,000 queries × 300 locations = 300k-4.5M daily query scrapes requires residential-proxy pools + per-IP rotation + per-fingerprint diversity + CAPTCHA-defeat that no internal team operates economically; (2) LLM-citation-extraction across multi-source AI responses requires 10-model classifier ensemble with confidence-tier + explainability that takes 6-12 months to build in-house and another 3-6 months to calibrate; (3) per-DMA per-vertical share-of-voice attribution against 20+ competitor entities requires entity-resolution (Wikidata + Knowledge Graph + sameAs-graph + per-entity-domain-mapping) that data-science teams typically do not own; (4) competitor diff with daily delta tracking + change-event emission to downstream marketing agents requires event-driven architecture that traditional BI dashboards do not support; (5) below-floor alerting per-location per-franchisee + per-cohort benchmarking requires per-portfolio per-banner per-franchisee data model + FDD Item 19 financial-performance-representation compliance overlay that no off-the-shelf SaaS tracker implements. Completions absorbs all five axes under one Tier 3 Fractional CMO with AI Swarm engagement, coordinating the local-pack-tracking agent with location-benchmarking + master-record-canonicalization + compliance-overlay-manager + brand-spec-authoring siblings across the swarm.
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 AI-search-visibility operation across the same five axes — per-DMA scraping coverage gap + LLM-citation-extraction maturity + share-of-voice attribution baseline + competitor diff cadence + below-floor alerting infrastructure. Deliverable: gap-pack report with prioritized remediation roadmap + Tier 2 scoping proposal. Tier 2 AI Swarm Setup Sprint ($25-50k, 4-8 weeks, build with 30-day operating tail): Completions builds the multi-location AI-search-visibility tracker on operator infrastructure — continuous-serp-scraping + ai-overview-presence-tracking + rank-stream-emission on local-pack-tracking agent + per-cohort benchmarking on location-benchmarking + share-of-voice attribution on master-record-canonicalization + below-floor alerting on anomaly-detection — with 30-day tail operation for hand-off. Tier 3 Fractional CMO with AI Swarm ($15-25k/month, 6-month minimum, 1-2 days/wk embedded): Completions continues operating the tracker under embedded-executive engagement with daily report review + weekly competitor-diff playbook + monthly query-universe refresh + quarterly residential-proxy infrastructure tuning + cross-agent swarm coordination + monthly performance reporting to operator C-suite or franchisee council.
Who owns the brand-entity registry, query universe, competitor watch list, residential-proxy infrastructure, and audit trail during engagement?
Operator owns 100% of every artifact: brand-entity registry (Wikidata IDs + Knowledge Graph IDs + sameAs-graph + per-entity-domain-mapping versioned in operator repo), query universe (200-3,000 per-location buyer queries versioned in operator repo with monthly refresh), competitor watch list (20+ competitor entity references versioned in operator repo with quarterly review), residential-proxy infrastructure (Bright Data + Oxylabs + Smartproxy + Zyte + ScraperAPI + SerpApi accounts under operator billing + operator credentials; Completions configures + tunes but does not own), scraping orchestration code (every scraper implementation in operator repo with operator-controlled deploy pipeline), LLM-citation-extraction prompts (every LLM prompt versioned in operator repo with confidence-tier + explainability tuning knobs), audit trail (retention infrastructure on operator cloud account with regulatory-defense WORM-storage when SEC + FINRA + SOX retention required). Completions owns: the orchestration knowledge — how to design the query universe + how to tune the LLM-citation-extraction ensemble + how to debug residential-proxy degradation + how to coordinate the tracker with master-record + location-benchmarking + anomaly-detection siblings. The operator can in-house the tracker at any time.
What KPIs will Completions commit to on Tier 3 engagement?
Per-engagement KPI commitments are calibrated to operator pre-engagement baseline established in Tier 1. Typical Tier 3 commitments include: (1) per-DMA per-vertical per-query coverage at 99-percent target across 5 AI-search surfaces; (2) LLM-citation-extraction accuracy at 95-percent target measured against human-annotated holdout (1,000-query stratified sample monthly); (3) share-of-voice attribution confidence-tier at 90-percent target via entity-resolution against Wikidata + Knowledge Graph + sameAs-graph; (4) competitor-diff daily-delta capture at 99.5-percent target across 20+ competitor entities; (5) below-floor alerting latency under 60-minute target from scrape-completion to alert-dispatch; (6) cross-agent swarm coordination latency under 2-second end-to-end for real-time decisioning. Each KPI measured against pre-engagement baseline + against per-region per-vertical per-store-size peer cohort benchmarks. Monthly performance reports surface to operator C-suite + franchisee council with per-franchisee roll-up + below-floor alerting. Completions does not offer pay-for-performance or outcome-share pricing on Tier 3 engagements.
How does engagement end and what is the operator transition path back to in-house operation?
Tier 3 Fractional CMO engagements are 6-month minimum with 90-day notice for non-renewal. At engagement end, Completions transitions the tracker operation back to operator in-house in 30-60 days: (1) operating-playbook hand-off documenting every daily + weekly + monthly + quarterly cadence + every escalation pattern + every cross-agent coordination workflow; (2) in-house staff training across 3-5 operator team members covering scraper operation + LLM-citation-extraction tuning + share-of-voice attribution + competitor-diff playbook + below-floor alerting + residential-proxy infrastructure operation; (3) brand-entity registry hand-off with Wikidata + Knowledge Graph + sameAs-graph + per-entity-domain-mapping documentation; (4) query universe hand-off with per-location buyer-query taxonomy + monthly-refresh cadence documentation; (5) competitor watch list hand-off with entity-resolution methodology + quarterly-review cadence documentation; (6) residential-proxy infrastructure hand-off with account credentials transfer + per-vendor billing reconciliation; (7) audit-trail hand-off with WORM-storage operator-account-ownership confirmation. Operator can re-engage Completions at any time on Tier 1 or Tier 2 cadence without resuming Tier 3 retainer.
Engage Completions
Start with the AI Readiness Assessment (Tier 1, 2-3 weeks, $10k). If your operation is ready to absorb the tracker, 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 tracker 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.