Done-for-you offer · Fractional CMO with AI Swarm · behavioral-cohort-computation skill · DATA-FABRIC QUINTET
Completions builds behavioral cohort computation — 🎯 12th 5-skill bundle on customer-graph + 🎯 Data-fabric QUINTET established + 🎯 Runtime-cohort signature
You operate 50-1,500 locations × 100k-100M customers × per -customer per-behavior cohort computation dependency. Per -customer behavioral cohort computation without governance fragments per-behavior cohort-computation + cohort -membership-resolution + cohort-cross-skill emission. Completions builds the behavioral-cohort-computation 5 -skill bundle on the customer-graph agent end-to-end. 🎯 12th 5-skill bundle (cohort-signal-capture + cohort -computation + cohort-membership-resolution + cohort -cross-skill-emission + cohort-attestation — 12th 5-skill bundle in catalog). 🎯 Data-fabric QUINTET established (catalog now hosts 5 confirmed STRUCTURAL data-fabric / cross-swarm mechanics: compliance + identity data-fabric + brand-consistency + pre-publish-QC-loop + master-record data-fabric; QUINTET sustained-structural-mechanic milestone). 🎯 Runtime-cohort signature (FIRST Runtime -cohort signature in catalog — Signal-Capture → Cohort -Computation → Membership-Resolution → Cross-Skill -Emission → Attestation; 7th confirmed 5-skill bundle pipeline-signature pattern). You keep every artifact.
Published September 24, 2026
Frequently asked
What does "Completions builds behavioral cohort computation — 12th 5-skill bundle on customer-graph + Data-fabric QUINTET established + Runtime-cohort signature" actually deliver?
Completions builds and operates per-customer per-behavior cohort-signal-capture + cohort-computation + cohort-membership-resolution + cohort-cross-skill-emission + cohort-attestation across the customer-graph agent. Per-customer per-behavior cohort-signal-capture (skill 1) captures per-customer per-behavior cohort-signal across 50-1,500 locations × 100k-100M customers × per-customer per-behavior 25+ cohort-signal-types (per-customer per-behavior purchase + per-customer per-behavior return + per-customer per-behavior browse + per-customer per-behavior search + per-customer per-behavior cart + per-customer per-behavior wishlist + per-customer per-behavior review + per-customer per-behavior referral + per-customer per-behavior visit + per-customer per-behavior call + per-customer per-behavior chat + per-customer per-behavior email-engagement + per-customer per-behavior SMS-engagement + per-customer per-behavior push-engagement + per-customer per-behavior social-engagement + per-customer per-behavior app-session + per-customer per-behavior loyalty-action + per-customer per-behavior support-contact + per-customer per-behavior survey-response + per-customer per-behavior consent-event + per-customer per-behavior identity-link + per-customer per-behavior identity-unlink + per-customer per-behavior preference-change + per-customer per-behavior milestone-event + per-customer per-behavior anomaly-event). Per-customer per-behavior cohort-computation (skill 2) computes per-customer per-behavior cohort across per-customer per-behavior cohort-computation-method (per-customer per-behavior RFM + per-customer per-behavior K-means + per-customer per-behavior hierarchical-clustering + per-customer per-behavior DBSCAN + per-customer per-behavior Gaussian-mixture + per-customer per-behavior LDA-topic + per-customer per-behavior word2vec + per-customer per-behavior graph-clustering + per-customer per-behavior survival-cohort + per-customer per-behavior funnel-cohort + per-customer per-behavior journey-cohort + per-customer per-behavior intent-cohort + per-customer per-behavior persona-cohort) with per-customer per-behavior cohort-window (per-customer per-behavior 24-hour + per-customer per-behavior 7-day + per-customer per-behavior 28-day + per-customer per-behavior 90-day + per-customer per-behavior 365-day + per-customer per-behavior lifetime). Per-customer per-behavior cohort-membership-resolution (skill 3) resolves per-customer per-behavior cohort-membership with per-customer per-behavior cohort-confidence + per-customer per-behavior cohort-source-attribution + per-customer per-behavior cohort-effective-window + per-customer per-behavior cohort-transition-tracking. Per-customer per-behavior cohort-cross-skill-emission (skill 4) emits per-customer per-behavior cohort-membership-record to downstream subscribers (per-customer per-behavior offer-optimizer + per-customer per-behavior journey-orchestrator + per-customer per-behavior communication-broadcast + per-customer per-behavior loyalty + per-customer per-behavior measurement-attribution-engine + per-customer per-behavior local-context + per-customer per-behavior local-sem + per-customer per-behavior page-generator). Per-customer per-behavior cohort-attestation (skill 5) emits per-customer per-behavior cohort-attestation-record with attestor-identity + attestation-timestamp + attestation-decision + attestation-rationale + attestation-signature + WORM-storage-attestation + chain-of-custody-record + GDPR-Article-22-attestation + CCPA-automated-decision-attestation. 🎯 12th 5-skill bundle on customer-graph — extends prior 11 5-skill bundles (latest #520 marketplace-policy-validation) by adding the 12th 5-skill bundle (cohort-signal-capture + cohort-computation + cohort-membership-resolution + cohort-cross-skill-emission + cohort-attestation) on the customer-graph agent; cumulative 5-skill bundle count in the catalog reaches 12 with this skill; 12th 5-skill bundle marks 5-skill bundle as the most-cumulative-recurring canonical-bundle-size at 12 instances. 🎯 Data-fabric QUINTET established — extends prior structural cross-swarm mechanics (compliance at #480 + identity data-fabric at #466 + brand-consistency at #491 + pre-publish-QC-loop at #487 + master-record data-fabric at #515) by confirming the Data-fabric QUINTET at 5 structural cross-swarm mechanics where the catalog now hosts 5 confirmed STRUCTURAL data-fabric / cross-swarm mechanics in the catalog; cumulative structural cross-swarm mechanic count in the catalog reaches 5 (QUINTET) with this skill; Data-fabric QUINTET established marks the catalog as having sustained STRUCTURAL data-fabric production at QUINTET (5) confirmed structural cross-swarm mechanics — a sustained-structural-mechanic milestone unmatched by prior catalog work. 🎯 Runtime-cohort signature — extends prior 5-skill bundle pipeline signatures (Pipeline-stage + Parallel-authoring + Fan-in + Detect+Capture+Respond+Template+Emit + 5-stage data-pipeline + Signal-driven-tier-transition at #518) by adding the NEW Runtime-cohort signature where 5-skill bundle composes as Signal-Capture → Cohort-Computation → Membership-Resolution → Cross-Skill-Emission → Attestation — a Runtime-cohort 5-skill bundle signature distinct from prior 5-skill bundle signatures; the FIRST Runtime-cohort signature in the catalog; marks Runtime-cohort signature as the 7th confirmed 5-skill bundle pipeline-signature pattern in the catalog. Per-vertical compliance overlay (GDPR Article 22 automated-decision-making + CCPA automated-decision-making + FCRA + GLBA + per-vertical cohort-disclosure + per-jurisdiction cohort-disclosure). Operator team owns the per-customer per-behavior cohort-signal-capture + cohort-computation + cohort-membership-resolution + cohort-cross-skill-emission + cohort-attestation registries + audit trail. Completions owns the swarm orchestration on the customer-graph agent.
Why does in-house behavioral cohort computation break at multi-customer multi-behavior multi-cohort scale?
In-house operation fails on five axes: (1) per-customer per-behavior cohort-signal-capture across 50-1,500 locations × 100k-100M customers × 25+ cohort-signal-types requires production capture infrastructure unstaffable by internal teams; (2) per-customer per-behavior cohort-computation across 13 cohort-computation-methods × 6 cohort-windows requires data-science capacity; (3) per-customer per-behavior cohort-membership-resolution with confidence + source-attribution + effective-window + transition-tracking requires data-engineering capacity; (4) per-customer per-behavior cohort-cross-skill-emission across 8 downstream-subscribers requires emission-engineering capacity; (5) 12th 5-skill bundle + Data-fabric QUINTET established + Runtime-cohort signature architecture coordination requires orchestration capacity at the QUINTET tier. Completions absorbs all five axes under one Tier 3 Fractional CMO with AI Swarm engagement.
What does the engagement look like across Tier 1 to Tier 2 to Tier 3?
Tier 1 AI Readiness Assessment ($10k, 2-3 weeks, diagnostic): audits five axes. Tier 2 AI Swarm Setup Sprint ($25-50k, 4-8 weeks): builds 5-skill bundle on customer-graph agent — completing the 12th 5-skill bundle + Data-fabric QUINTET established + Runtime-cohort signature architecture. Tier 3 Fractional CMO with AI Swarm ($15-25k/month, 6-month minimum, 1-2 days/wk embedded): continues operating end-to-end + cross-agent swarm coordination.
Who owns the registries?
Operator owns 100% of every artifact: 5 registries (in operator data infrastructure), 5-skill bundle model code (operator-owned + operator-marketing-team + operator-data-science-team-aligned + operator-counsel-aligned), per-source credentials (CRM + POS + ESP + SMS + ad + loyalty + per-vertical specialty sources under operator billing + operator credentials), per-vertical compliance overlay (rule library in operator repo with attorney-approved updates), GDPR + CCPA + FCRA + GLBA + per-vertical + per-jurisdiction disclosure register (operator-owned + operator-counsel-maintained), brand spec, LLM prompts, audit trail. Completions owns the orchestration knowledge.
What KPIs will Completions commit to on Tier 3 engagement?
Typical Tier 3 commitments: (1) per-customer per-behavior cohort-signal-capture coverage at 99-percent target across 25+ cohort-signal-types; (2) per-customer per-behavior cohort-computation accuracy at 90-percent target across 13 cohort-computation-methods; (3) per-customer per-behavior cohort-membership-resolution accuracy at 95-percent target; (4) per-customer per-behavior cohort-cross-skill-emission latency under 5-minute end-to-end target; (5) per-customer per-behavior cohort-attestation persistence at 100-percent target; (6) 12th 5-skill bundle + Data-fabric QUINTET established + Runtime-cohort signature architecture coordination latency under 1-hour end-to-end per-customer per-behavior cohort cycle; (7) per-vertical compliance overlay coverage at 99-percent target; (8) per-customer per-behavior cohort-confidence calibration accuracy at 90-percent target; (9) per-customer per-behavior cohort-transition-tracking precision at 85-percent target; (10) per-customer per-behavior audit-trail persistence at 100-percent target.
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 back to operator in-house in 30-60 days: operating-playbook hand-off + in-house staff training + 5 registries hand-off + 5-skill bundle model code hand-off + per-source credentials hand-off + LLM prompts hand-off + audit trail hand-off; Completions credentials revoke immediately.
Engage Completions
Start with the AI Readiness Assessment (Tier 1, 2-3 weeks, $10k). Hand off to Tier 2 ($25-50k, 4-8 weeks). Continue under Tier 3 Fractional CMO with AI Swarm ($15-25k/month, 6-month minimum, 1-2 days/wk embedded).