Completions

Done-for-you offer · Fractional CMO with AI Swarm · serp-feature-presence-tracking skill

Completions architects the per-location SERP feature tracking — bundled with get-found pipeline (loops 17+35+2+3)

You operate 50-1,500 locations × 500-5,000 per-location keywords × 30+ SERP feature types. Per-location SERP feature presence shifts daily — local-pack ownership flips between you and competitors, AI Overview appears or disappears, featured snippets get reclaimed, people-also-ask expands or contracts. Your CMO demands per-feature capture-rate. Your SEO team demands per-feature loss-event alerts. Your counsel demands HIPAA + FDA + DEA + Metrc + DISCUS + state -licensing-board compliance on every tracked result. Completions architects the serp-feature-presence-tracking skill on the local-pack-tracking agent end-to-end with per-location per -keyword SERP scrape + per-SERP-feature detection + per -feature capture-rate computation + per-feature loss-event routing + get-found pipeline coordination. You keep every artifact. You keep the scrape data + keyword universe + feature taxonomy. You keep the ability to in-house at any time.

Published September 24, 2026

What we operate every day

Per-location per-keyword SERP scrape via per-location geo -coordinate + per-location device (desktop + mobile + tablet) + per-location user-agent + per-location language + per-location persona spoofing across SERP-scraping infrastructure (DataForSEO + SerpApi + Bright Data + Smartproxy + Oxylabs + Scrapfly + ZenRows + ScrapingBee + Apify + Crawlbase + ScraperAPI + WebScrapingAPI).

Per-SERP-feature detection across 30+ SERP feature types — local pack (3-pack + 7-pack + 10-pack + map-pack + service -area-pack) + featured snippet (paragraph + list + table + carousel + video) + knowledge panel + people-also-ask + people-also-search + image pack + video carousel + news pack + shopping pack + product pack + recipe carousel + event carousel + jobs pack + flights pack + hotels pack + answer box + sitelinks + sitelinks-search-box + AI Overview + AI Mode + Generative Search Experience + perspectives + discussions-and-forums + things-to-know + about-this-result + refine-results + related-searches.

Per-feature capture-rate computation across per-location × per-keyword × per-day grain with per-feature share-of -voice + per-feature trend-detection + per-feature competitor-emergence-detection.

Per-feature loss-event routing emits change-event (feature -lost + feature-gained + position-shifted + ownership -shifted + new-competitor-appeared + competitor -disappeared) to 8 downstream agents (get-found-pipeline + local-pack-tracking + rank-stream-emission + serp -snippet-drift-detection + ai-overview-presence-tracking + url-hierarchy-authoring + auto-pr-generation + gbp -attribute-management).

Get-found pipeline coordination across loops 17+35+2+3. Per-vertical compliance overlay (HIPAA + FDA OPDP + DEA + Metrc + DISCUS + FDA tobacco + state-licensing-board).

Why in-house breaks at multi-location SERP scale

Per-location per-keyword SERP scrape across 50-1,500 locations × 500-5,000 keywords × per-day × 3 device types = 75M-22.5B per-location-keyword-device-day scrape cells per year requires production scraping infrastructure. Per -SERP-feature detection across 30+ feature types requires production parsing infrastructure with per-feature ML model maintenance (Google rolls out new SERP features every 3-6 weeks). Per-feature capture-rate computation requires production analytics infrastructure. Per-feature loss-event routing across 6 change-event types × 8 downstream agents requires production event-streaming infrastructure. Get-found pipeline coordination across loops 17+35+2+3 requires orchestration capacity. Per -vertical compliance overlay covering 7+ regulatory frameworks requires legal-engineering capacity. Per -scraping-vendor connector maintenance requires vendor -coordination capacity.

Completions absorbs all seven axes under one Tier 3 Fractional CMO with AI Swarm engagement.

How the engagement progresses

Tier 1 AI Readiness Assessment ($10k, 2-3 weeks, diagnostic). Audits the current operation across seven axes. Deliverable: gap-pack report with per-feature coverage estimate + per-location capture-rate estimate.

Tier 2 AI Swarm Setup Sprint ($25-50k, 4-8 weeks, build with 30-day operating tail). Builds the SERP feature presence tracking stack on operator infrastructure — serp-feature-presence-tracking + per-feature-capture -rate-computation + per-feature-loss-event-routing on local-pack-tracking agent + get-found-pipeline-coordination on rank-stream-emission + per-location-SERP-history -retention on serp-history-retention + serp-snippet-drift -detection on snippet-drift-detection + ai-overview -presence-tracking on ai-overview-tracking + url -hierarchy-authoring on url-hierarchy-authoring + auto-pr -generation on auto-pr-generation + gbp-attribute -management on gbp-management.

Tier 3 Fractional CMO with AI Swarm ($15-25k/ month, 6-month minimum, 1-2 days/wk embedded). Continues operating the stack with daily per-location SERP scrape + per-feature presence detection refresh + per-feature capture-rate computation + per-feature loss-event routing + monthly per-feature taxonomy refresh + quarterly per -scraping-vendor connector health check + per-event compliance overlay refresh + cross-agent swarm coordination.

Frequently asked

What does "Completions architects per-location SERP feature tracking — bundled with get-found pipeline (loops 17+35+2+3)" actually deliver?

Completions architects and operates per-location per-keyword per-SERP-feature presence detection + per-feature capture-rate computation + per-feature loss-event routing + get-found pipeline coordination across the operator multi-location SERP surface. Per-location per-keyword SERP scrape via per-location geo-coordinate (latitude + longitude + service-area-polygon) + per-location device (desktop + mobile + tablet) + per-location user-agent + per-location language + per-location persona spoofing across SERP-scraping infrastructure (DataForSEO + SerpApi + Bright Data + Smartproxy + Oxylabs + Scrapfly + ZenRows + ScrapingBee + Apify + Crawlbase + ScraperAPI + WebScrapingAPI). Per-SERP-feature detection across 30+ SERP feature types — local pack (3-pack + 7-pack + 10-pack + map-pack + service-area-pack) + featured snippet (paragraph + list + table + carousel + video) + knowledge panel (brand + person + place + thing) + people-also-ask + people-also-search + image pack + video carousel + news pack + shopping pack + product pack + recipe carousel + event carousel + jobs pack + flights pack + hotels pack + answer box + sitelinks + sitelinks-search-box + AI Overview + AI Mode + Generative Search Experience + perspectives + discussions-and-forums + things-to-know + about-this-result + refine-results + related-searches. Per-feature presence computation (present + absent + position-1 + position-2 + position-3 + position-4-10 + position-11-20 + position-21+) with per-feature ownership detection (operator + competitor + third-party + aggregator + directory + review-platform + social-platform + news-platform). Per-feature capture-rate computation across per-location × per-keyword × per-day grain with per-feature share-of-voice + per-feature trend-detection + per-feature competitor-emergence-detection. Per-feature loss-event routing emits change-event (feature-lost + feature-gained + position-shifted + ownership-shifted + new-competitor-appeared + competitor-disappeared) to downstream agents (get-found-pipeline + local-pack-tracking + rank-stream-emission + serp-snippet-drift-detection + ai-overview-presence-tracking + url-hierarchy-authoring + auto-pr-generation + gbp-attribute-management). Get-found pipeline coordination via change-event stream + per-event severity routing + per-event downstream-trigger mapping for per-location per-keyword per-SERP-feature surface across loops 17+35+2+3. Per-vertical compliance overlay (HIPAA healthcare-result tracking + FDA OPDP pharma-result tracking + DEA controlled-substance-result tracking + Metrc cannabis-result tracking + DISCUS alcohol-result tracking + FDA tobacco-result tracking + state-licensing-board service-result tracking). Operator team owns the SERP scrape data + per-keyword universe + per-feature taxonomy + compliance overlay. Completions owns the swarm orchestration on the local-pack-tracking agent.

Why does in-house per-location SERP feature tracking break at multi-location scale?

In-house operation at multi-location SERP scale fails on seven axes: (1) per-location per-keyword SERP scrape across 50-1,500 locations × 500-5,000 per-location keywords × per-day cadence × 3 device types × per-location geo-coordinate spoofing = 75M-22.5B per-location-keyword-device-day scrape cells per year requires production scraping infrastructure unstaffable by internal teams; (2) per-SERP-feature detection across 30+ SERP feature types × per-feature presence detection × per-feature ownership detection requires production parsing infrastructure with per-feature ML model maintenance (Google rolls out new SERP features every 3-6 weeks); (3) per-feature capture-rate computation across per-location × per-keyword × per-day grain × per-feature share-of-voice requires production analytics infrastructure; (4) per-feature loss-event routing across 6 change-event types × 8 downstream agents requires production event-streaming infrastructure with per-event downstream-trigger mapping; (5) get-found pipeline coordination across loops 17+35+2+3 requires orchestration capacity; (6) per-vertical compliance overlay covering HIPAA + FDA OPDP + DEA + Metrc + DISCUS + FDA tobacco + state-licensing-board requires legal-engineering capacity; (7) per-scraping-vendor connector maintenance (DataForSEO + SerpApi + Bright Data + Smartproxy vendors change APIs + rate-limit + suspend accounts every 3-6 months) requires vendor-coordination capacity. 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 SERP feature tracking operation across seven axes — per-location per-keyword SERP scrape coverage + per-SERP-feature detection maturity + per-feature capture-rate computation + per-feature loss-event routing + get-found pipeline coordination + per-vertical compliance overlay + per-scraping-vendor connector maintenance protocol. Deliverable: gap-pack report with per-feature coverage estimate + per-location capture-rate estimate. Tier 2 AI Swarm Setup Sprint ($25-50k, 4-8 weeks, build with 30-day operating tail): Completions builds the SERP feature presence tracking stack on operator infrastructure — serp-feature-presence-tracking + per-feature-capture-rate-computation + per-feature-loss-event-routing on local-pack-tracking agent + get-found-pipeline-coordination on rank-stream-emission + per-location-SERP-history-retention on serp-history-retention + serp-snippet-drift-detection on snippet-drift-detection + ai-overview-presence-tracking on ai-overview-tracking + url-hierarchy-authoring on url-hierarchy-authoring + auto-pr-generation on auto-pr-generation + gbp-attribute-management on gbp-management. Tier 3 Fractional CMO with AI Swarm ($15-25k/month, 6-month minimum, 1-2 days/wk embedded): Completions continues operating the stack with daily per-location SERP scrape + per-feature presence detection refresh + per-feature capture-rate computation + per-feature loss-event routing + monthly per-feature taxonomy refresh + quarterly per-scraping-vendor connector health check + per-event compliance overlay refresh + cross-agent swarm coordination.

Who owns the SERP scrape data, per-keyword universe, per-feature taxonomy, and audit trail?

Operator owns 100% of every artifact: SERP scrape data (in operator data infrastructure — Snowflake + Databricks + BigQuery + Redshift + Postgres operator data warehouse), per-keyword universe (in operator repo with operator-controlled per-location seed-list + per-vertical-expansion + per-jurisdiction-expansion), per-SERP-feature taxonomy (in operator repo with operator-controlled per-feature-definition + per-feature-detection-rule + per-feature-ownership-rule), per-scraping-vendor credentials (DataForSEO + SerpApi + Bright Data + Smartproxy + Oxylabs + Scrapfly + ZenRows + ScrapingBee + Apify + Crawlbase + ScraperAPI + WebScrapingAPI under operator billing + operator credentials), SERP scrape code (in operator repo with operator-controlled deploy pipeline), per-feature detection model code (operator-owned + operator-data-science-team-aligned), per-feature capture-rate computation code (operator-owned), per-feature loss-event routing config (operator-owned + operator-counsel-aligned), per-vertical compliance overlay (rule library in operator repo with attorney-approved updates), HIPAA + FDA OPDP + DEA + Metrc + DISCUS + FDA tobacco + state-licensing-board disclosure register (operator-owned + operator-counsel-maintained), brand spec (versioned in operator repo), LLM prompts (in operator repo), audit trail (retention infrastructure on operator cloud account). Completions owns: the orchestration knowledge — how to design per-location SERP scrape contracts + how to tune per-SERP-feature detection + how to debug per-feature loss-event routing cascades + how to coordinate the tracking with serp-history-retention + snippet-drift-detection + ai-overview-tracking + url-hierarchy-authoring + auto-pr-generation + gbp-management 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-keyword SERP scrape coverage at 99.5-percent target across all locations × keywords × devices × days; (2) per-SERP-feature detection accuracy at 95-percent target measured against per-feature golden set across 30+ SERP feature types; (3) per-feature presence computation accuracy at 98-percent target; (4) per-feature ownership detection accuracy at 95-percent target; (5) per-feature capture-rate computation cadence adherence at 100-percent target (daily); (6) per-feature loss-event routing latency under 10-minute end-to-end target; (7) get-found pipeline coordination cadence adherence at 100-percent target across loops 17+35+2+3; (8) per-scraping-vendor connector health-check cadence adherence at 100-percent target (quarterly); (9) per-vertical compliance overlay coverage at 99.9-percent target; (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 per-location SERP feature tracking 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-keyword SERP scrape + per-SERP-feature detection + per-feature capture-rate computation + per-feature loss-event routing + get-found pipeline coordination + per-vertical compliance overlay management + per-scraping-vendor connector maintenance protocol + cross-agent coordination + SERP scrape data infrastructure hand-off + per-scraping-vendor credentials hand-off + per-keyword universe hand-off + per-SERP-feature taxonomy hand-off + SERP scrape code hand-off + per-feature detection model code hand-off + LLM prompts hand-off + audit trail hand-off; 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). Hand off to Tier 2 ($25-50k, 4-8 weeks) for the build. Continue under Tier 3 Fractional CMO with AI Swarm ($15-25k/month, 6-month minimum, 1-2 days/wk embedded). Operator owns every artifact at every tier. Operator can in-house at any time.