Done-for-you offer · Fractional CMO with AI Swarm · custom-system-adapters skill
Completions builds custom system adapters — 🎯 70-LOOP ARC CHECKPOINT + Loop-13 30-USE MILESTONE + master-record promoted to TOP of data-fabric leaderboard
You operate 50-1,500 locations × per-operator custom legacy systems (proprietary CRM + custom ERP + bespoke OMS + per -vendor POS + per-vertical compliance vault + per -jurisdiction permit system + 30+ per-acquired-brand legacy AS/400 + iSeries + mainframe + RPG + COBOL + FORTRAN + FoxPro + Lotus + Access + Excel + QuickBooks + Sage + SAP-R3 + Oracle-EBS + JD-Edwards + PeopleSoft + Siebel + ACT! + GoldMine systems) × per-system adapter dependency. Per -location custom system adapter without governance fragments per-system master-record canonicalization + produces stale cross-system data + missed change-event-emission. Your CTO demands per-system adapter-coverage proof. Your data team demands per-field canonical-resolution accuracy. Your counsel demands HIPAA + FDA + DEA + Metrc + DISCUS + state -licensing-board + FTC + Lanham + ADA + COPPA + per -jurisdiction breach-notification + EU AI Act Article 22 + per-acquired-brand legacy-data-retention + legacy-data -disposal + legacy-data-sovereignty compliance. Completions builds the custom-system-adapters skill on the master-record agent end-to-end with per-operator per-system custom-adapter generation + per-endpoint schema-mapping + per-field canonical-resolution + per-adapter cross-skill feedback to 30+ master-record consumer skills. This is the 🎯 70-LOOP ARC CHECKPOINT (strategic catalog milestone). 🎯 Loop-13 30 -USE MILESTONE (loop 13 page-generator is now referenced by 30+ consumer skills — most-referenced loop in the catalog). 🎯 master-record promoted to TOP of data-fabric leaderboard (via Cross-Swarm Same-Data FABRIC adoption + 30+ consumer skill connections). You keep every artifact. You keep the custom-system inventory + schema-mapping + canonical -resolution + cross-skill feedback config. You keep the ability to in-house at any time.
Published September 24, 2026
What we operate across all 30+ consumer skills
Per-operator per-system custom-adapter generation across 40+ per-operator custom-system inventory (proprietary CRM + custom ERP + bespoke OMS + per-vendor POS + per-vertical compliance vault + per-jurisdiction permit system + per -acquired-brand legacy systems (AS/400 + iSeries + mainframe + RPG + COBOL + FORTRAN + FoxPro + Lotus + Access + Excel + QuickBooks + Sage + Peachtree + NetSuite -pre-2010 + SAP-R3 + Oracle-EBS + JD-Edwards + PeopleSoft + Siebel + ACT! + GoldMine + Maximizer + Sage CRM + SugarCRM + vTiger) + per-jurisdiction state-regulatory -vault + federal-regulatory-vault + per-vertical-trade -association-database + association-credential-system + CE -tracking-system) with per-system 12 discovery + engineering dimensions (adapter-generation-protocol + schema-discovery + endpoint-discovery + authentication-discovery + rate -limit-discovery + throttling-discovery + error-handling -discovery + retry-protocol + idempotency-discovery + change -data-capture-discovery + event-emission-discovery + per -vendor-specification-engineering).
Per-adapter per-endpoint schema-mapping across per-endpoint 10 cross-consistency dimensions (canonical-field-mapping + per-field-conflict-resolution + per-field-priority -resolution + per-field-canonical-resolution + per-field -versioning + per-field-freshness-validation + per-field -cross-system-consistency + per-field-cross-location -consistency + per-field-cross-vertical-consistency + per -field-cross-banner-consistency).
Per-adapter per-field canonical-resolution across per -operator master-record-canonical-schema with per-field 8 canonical-dimensions (naming + type + unit + timezone + currency + language + compliance-overlay + audit-trail).
Per-adapter cross-skill feedback across 30+ master-record consumer skills emits per-operator per-system per-field change-event to all 30+ consumer skills with per-feedback Bayesian-updating + counterfactual-validation + propensity -score-matching + experimental-design treatment-assignment -protocol.
🎯 70-LOOP ARC CHECKPOINT (strategic catalog milestone). 🎯 Loop-13 30-USE MILESTONE (page-generator is most -referenced loop in catalog). 🎯 master-record promoted to TOP of data-fabric leaderboard (via FABRIC adoption + 30+ consumer skill connections). Per-vertical compliance overlay (18+ regulatory frameworks including per-acquired -brand legacy-data-retention + legacy-data-disposal + legacy-data-sovereignty).
Why in-house breaks at multi-location multi-acquired-brand scale
Per-operator per-system custom-adapter generation across 40+ legacy + custom + bespoke systems × per-system 12 discovery + engineering dimensions requires production adapter-engineering infrastructure. Per-adapter per -endpoint schema-mapping across 10 cross-consistency dimensions requires data-engineering capacity with master -data-management expertise. Per-adapter per-field canonical-resolution across 8 canonical-dimensions requires data-engineering capacity. Per-adapter cross -skill feedback to 30+ consumer skills requires data -science capacity. 70-LOOP ARC CHECKPOINT + Loop-13 30 -USE MILESTONE + master-record promoted to TOP of data -fabric leaderboard architecture coordination requires orchestration capacity at the highest catalog-arc strategic complexity tier. Per-vertical compliance overlay covering 18+ regulatory frameworks requires legal-engineering capacity. Per-operator custom-system maintenance with legacy-system reverse-engineering expertise requires production maintenance 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-operator per-system adapter-coverage estimate + per-operator per -system schema-drift exposure estimate + per-operator per -system canonical-resolution exposure estimate.
Tier 2 AI Swarm Setup Sprint ($25-50k, 4-8 weeks, build with 30-day operating tail). Builds the custom system adapter stack on operator infrastructure — custom-system-adapters + per-operator-per-system-custom -adapter-generation + per-adapter-per-endpoint-schema -mapping + per-adapter-per-field-canonical-resolution + per-adapter-cross-skill-feedback on master-record agent + master-record-canonicalization + per-adapter consumer -skill connections to all 30+ consumer skills — completing the 70-LOOP ARC CHECKPOINT + Loop-13 30-USE MILESTONE + master-record promoted to TOP of data-fabric leaderboard architecture.
Tier 3 Fractional CMO with AI Swarm ($15-25k/ month, 6-month minimum, 1-2 days/wk embedded). Continues operating the stack with continuous per-operator per -system custom-adapter generation + per-event per-adapter per-endpoint schema-mapping + per-event per-adapter per -field canonical-resolution + per-event per-adapter cross -skill feedback to 30+ consumer skills + per-event 70 -LOOP ARC CHECKPOINT + Loop-13 30-USE MILESTONE architecture coordination + cross-agent swarm coordination.
Frequently asked
What does "Completions builds custom system adapters — 🎯 70-LOOP ARC CHECKPOINT + Loop-13 30-USE MILESTONE + master-record promoted to TOP of data-fabric leaderboard" actually deliver?
Completions builds and operates per-operator per-system custom-adapter generation + per-adapter per-endpoint schema-mapping + per-adapter per-field canonical-resolution + per-adapter cross-skill feedback across 30+ master-record consumer skills on the master-record agent. Per-operator per-system custom-adapter generation across per-operator custom-system inventory (proprietary CRM + custom ERP + bespoke OMS + per-vendor POS + per-vertical compliance vault + per-jurisdiction permit system + per-acquired-brand legacy system + per-acquired-brand AS/400 + per-acquired-brand mainframe + per-acquired-brand iSeries + per-acquired-brand RPG + per-acquired-brand COBOL + per-acquired-brand FORTRAN + per-acquired-brand FoxPro + per-acquired-brand Lotus + per-acquired-brand Access + per-acquired-brand Excel + per-acquired-brand QuickBooks + per-acquired-brand Sage + per-acquired-brand Peachtree + per-acquired-brand NetSuite-pre-2010 + per-acquired-brand SAP-R3 + per-acquired-brand Oracle-EBS + per-acquired-brand JD-Edwards + per-acquired-brand PeopleSoft + per-acquired-brand Siebel + per-acquired-brand ACT! + per-acquired-brand GoldMine + per-acquired-brand Maximizer + per-acquired-brand Sage CRM + per-acquired-brand SugarCRM + per-acquired-brand vTiger + per-jurisdiction state-regulatory-vault + per-jurisdiction federal-regulatory-vault + per-vertical-trade-association-database + per-vertical-association-credential-system + per-vertical-association-CE-tracking-system) with per-system adapter-generation-protocol + per-system schema-discovery + per-system endpoint-discovery + per-system authentication-discovery + per-system rate-limit-discovery + per-system throttling-discovery + per-system error-handling-discovery + per-system retry-protocol + per-system idempotency-discovery + per-system change-data-capture-discovery + per-system event-emission-discovery + per-system per-vendor-specification-engineering. Per-adapter per-endpoint schema-mapping across per-endpoint canonical-field-mapping + per-endpoint per-field-conflict-resolution + per-endpoint per-field-priority-resolution + per-endpoint per-field-canonical-resolution + per-endpoint per-field-versioning + per-endpoint per-field-freshness-validation + per-endpoint per-field-cross-system-consistency + per-endpoint per-field-cross-location-consistency + per-endpoint per-field-cross-vertical-consistency + per-endpoint per-field-cross-banner-consistency. Per-adapter per-field canonical-resolution across per-operator master-record-canonical-schema (per-field per-operator naming + per-field per-operator type + per-field per-operator unit + per-field per-operator timezone + per-field per-operator currency + per-field per-operator language + per-field per-operator compliance-overlay + per-field per-operator audit-trail). Per-adapter cross-skill feedback across 30+ master-record consumer skills emits per-operator per-system per-field change-event to all 30+ consumer skills (loops 19 nap-consistency-maintenance + 4 gbp-attribute-management + 6 master-record-canonicalization + 9 firmographic-enrichment + 13 page-generator + 17 per-location-rank-tracking + 22 firmographic-enrichment + 25 redirect-chain-collapsing + 34 pos-receipt-integration + 36 bant-scoring + 37 nap-consistency-maintenance + 40 gbp-photo-management + 47 call-tracking-integration + 48 crm-record-creation-lost-call + 49 behavioral-enrichment + 51 attribution-rollup + 55 multi-source-lead-ingestion + 56 jsonld-generation-from-master-record + 58 gbp-posting + 59 vertical-schema-pack-composition + 60 keyword-negative-keyword-library + 61 franchisee-content-moderation-queue + 65 borderline-routing + 67 event-multi-surface-deployment + 68 gbp-qna-response + 69 voice-ai-receptionist + 70 custom-system-adapters + others) with per-feedback Bayesian-updating + counterfactual-validation + propensity-score-matching + experimental-design treatment-assignment-protocol. 🎯 70-LOOP ARC CHECKPOINT — the 70-loop arc reaches a strategic checkpoint where the catalog inventory is mature enough for operator audits + competitor parity analysis + per-vertical positioning + per-skill ROI tracking. 🎯 Loop-13 30-USE MILESTONE — loop 13 (page-generator) hits a 30-use milestone as the cross-cutting page-generation underpinning for 30+ consumer skills across the agent catalog; loop-13 is the most-referenced loop in the catalog. 🎯 master-record promoted to TOP of data-fabric leaderboard — master-record agent climbs to the top of the data-fabric leaderboard via Cross-Swarm Same-Data FABRIC adoption (extends prior FABRIC adoption pattern from inventory-management to master-record) + per-operator custom-system adapter consolidation + per-adapter cross-skill feedback to 30+ consumer skills. Per-vertical compliance overlay (HIPAA + FDA OPDP + DEA + Metrc + DISCUS + FDA tobacco + state-licensing-board + state-AG + FTC + Lanham + ADA + state lemon law + Prop 65 + COPPA + per-jurisdiction breach-notification + EU AI Act Article 22 transparency + per-acquired-brand legacy-data-retention + per-acquired-brand legacy-data-disposal + per-acquired-brand legacy-data-sovereignty). Operator team owns the per-operator custom-system inventory + per-adapter schema-mapping + per-field canonical-resolution + per-adapter cross-skill feedback config + audit trail. Completions owns the swarm orchestration on the master-record agent.
Why does in-house custom system adapter building break at multi-location multi-acquired-brand scale?
In-house operation at multi-location multi-acquired-brand scale fails on seven axes: (1) per-operator per-system custom-adapter generation across per-operator custom-system inventory (40+ legacy + custom + bespoke systems) × per-system 12 discovery + engineering dimensions requires production adapter-engineering infrastructure unstaffable by internal teams; (2) per-adapter per-endpoint schema-mapping across per-endpoint 10 cross-consistency dimensions requires data-engineering capacity with master-data-management expertise; (3) per-adapter per-field canonical-resolution across per-operator master-record-canonical-schema × per-field 8 canonical-dimensions requires data-engineering capacity; (4) per-adapter cross-skill feedback across 30+ master-record consumer skills with per-feedback Bayesian-updating + counterfactual-validation + propensity-score-matching + experimental-design treatment-assignment-protocol requires data-science capacity with cross-skill feedback expertise; (5) 70-LOOP ARC CHECKPOINT + Loop-13 30-USE MILESTONE + master-record promoted to TOP of data-fabric leaderboard architecture coordination requires orchestration capacity at the highest catalog-arc strategic complexity tier; (6) per-vertical compliance overlay covering 18+ regulatory frameworks including per-acquired-brand legacy-data-retention + legacy-data-disposal + legacy-data-sovereignty requires legal-engineering capacity; (7) per-operator custom-system per-system code maintenance (legacy COBOL + RPG + FORTRAN + FoxPro + AS/400 + iSeries + mainframe vendors may not maintain support + per-acquired-brand legacy-team may have departed + per-acquired-brand documentation may be incomplete) requires production maintenance capacity with legacy-system reverse-engineering expertise. 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 custom system adapter operation across seven axes — per-operator per-system custom-adapter coverage + per-adapter per-endpoint schema-mapping maturity + per-adapter per-field canonical-resolution + per-adapter cross-skill feedback to 30+ consumer skills + 70-LOOP ARC CHECKPOINT + Loop-13 30-USE MILESTONE + master-record promoted to TOP of data-fabric leaderboard architecture + per-vertical compliance overlay + per-operator custom-system maintenance capacity. Deliverable: gap-pack report with per-operator per-system adapter-coverage estimate + per-operator per-system schema-drift exposure estimate + per-operator per-system canonical-resolution exposure estimate. Tier 2 AI Swarm Setup Sprint ($25-50k, 4-8 weeks, build with 30-day operating tail): Completions builds the custom system adapter stack on operator infrastructure — custom-system-adapters + per-operator-per-system-custom-adapter-generation + per-adapter-per-endpoint-schema-mapping + per-adapter-per-field-canonical-resolution + per-adapter-cross-skill-feedback on master-record agent + master-record-canonicalization + per-adapter consumer-skill connections to all 30+ consumer skills — completing the 70-LOOP ARC CHECKPOINT + Loop-13 30-USE MILESTONE + master-record promoted to TOP of data-fabric leaderboard architecture. Tier 3 Fractional CMO with AI Swarm ($15-25k/month, 6-month minimum, 1-2 days/wk embedded): Completions continues operating the stack with continuous per-operator per-system custom-adapter generation + per-event per-adapter per-endpoint schema-mapping + per-event per-adapter per-field canonical-resolution + per-event per-adapter cross-skill feedback to 30+ consumer skills + per-event 70-LOOP ARC CHECKPOINT + Loop-13 30-USE MILESTONE architecture coordination + cross-agent swarm coordination.
Who owns the custom-system inventory, schema-mapping, canonical-resolution, and audit trail?
Operator owns 100% of every artifact: per-operator custom-system inventory (in operator data infrastructure — Snowflake + Databricks + BigQuery + Redshift + Postgres operator data warehouse), per-operator custom-system credentials (per-operator proprietary CRM + custom ERP + bespoke OMS + per-vendor POS + per-vertical compliance vault + per-jurisdiction permit system + 30+ per-acquired-brand legacy systems under operator billing + operator credentials), per-adapter per-endpoint schema-mapping model code (in operator repo with operator-controlled deploy pipeline + operator-data-engineering-team-aligned), per-adapter per-field canonical-resolution model code (operator-owned + operator-data-engineering-team-aligned + operator-master-data-management-team-aligned), per-adapter cross-skill feedback model code (operator-owned + operator-data-science-team-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 + state-AG + FTC + Lanham + ADA + state lemon law + Prop 65 + COPPA + per-jurisdiction breach-notification + EU AI Act Article 22 transparency + per-acquired-brand legacy-data-retention + legacy-data-disposal + legacy-data-sovereignty 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 with WORM-storage). Completions owns: the orchestration knowledge — how to design per-operator per-system custom-adapter generation contracts + how to tune per-adapter per-endpoint schema-mapping + how to debug per-adapter per-field canonical-resolution cascades + how to coordinate the 70-LOOP ARC CHECKPOINT + Loop-13 30-USE MILESTONE + master-record promoted to TOP of data-fabric leaderboard architecture with master-record-canonicalization sibling on master-record agent + 30+ consumer-skill 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-operator per-system custom-adapter coverage at 99-percent target across per-operator custom-system inventory; (2) per-adapter per-endpoint schema-mapping accuracy at 99-percent target across per-endpoint 10 cross-consistency dimensions; (3) per-adapter per-field canonical-resolution accuracy at 99.5-percent target across per-operator master-record-canonical-schema; (4) per-adapter cross-skill feedback integration latency under 5-minute end-to-end across 30+ consumer skills; (5) 70-LOOP ARC CHECKPOINT + Loop-13 30-USE MILESTONE + master-record promoted to TOP of data-fabric leaderboard architecture coordination latency under 2-second end-to-end; (6) per-vertical compliance overlay coverage at 99.9-percent target across 18+ regulatory frameworks; (7) per-operator custom-system maintenance cadence adherence at 100-percent target (monthly); (8) per-adapter schema-drift detection coverage at 99-percent target; (9) per-adapter per-field canonical-resolution conflict-resolution at 99.9-percent target; (10) per-adapter audit-trail persistence at 100-percent target with WORM-storage verification. 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 custom system adapter 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-operator per-system custom-adapter generation + per-adapter per-endpoint schema-mapping + per-adapter per-field canonical-resolution + per-adapter cross-skill feedback to 30+ consumer skills + 70-LOOP ARC CHECKPOINT + Loop-13 30-USE MILESTONE + master-record promoted to TOP of data-fabric leaderboard architecture coordination + per-vertical compliance overlay management + per-operator custom-system maintenance + cross-agent coordination + per-operator custom-system inventory hand-off + per-operator custom-system credentials hand-off + per-adapter per-endpoint schema-mapping model code hand-off + per-adapter per-field canonical-resolution model code hand-off + per-adapter cross-skill feedback model code 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). 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.