Done-for-you offer · Fractional CMO with AI Swarm · multi-stream-subscription skill · Data-fabric trio
Completions builds multi-stream subscription — 🎯 7th 6 -skill bundle on anomaly-detection + 🎯 NEW Pub-sub fan -out topology variant + 🎯 Data-fabric trio at 6-skill+
You operate 50-1,500 locations × per-stream per-subscriber multi-stream subscription dependency. Per-stream multi -stream subscription without governance fragments per -subscriber pub-sub fan-out + acknowledgment + attestation. Completions builds the multi-stream-subscription 6-skill bundle on the anomaly-detection agent end-to-end. 🎯 7th 6-skill bundle (stream-capture + stream-filter + stream -routing + pub-sub-fan-out + acknowledgment-tracking + attestation — 7th 6-skill bundle in catalog). 🎯 NEW Pub -sub fan-out topology variant (FIRST Pub-sub fan-out topology variant in catalog — 6th canonical 6-skill bundle topology refinement). 🎯 Data-fabric trio at 6 -skill+ (3 agents now host 6-skill+ data-fabric bundles: catalog-canonicalization + customer-graph + anomaly -detection — marks data-fabric mechanics as recurring catalog-wide pattern at 3 agents). You keep every artifact.
Published September 24, 2026
Frequently asked
What does "Completions builds multi-stream subscription — 7th 6-skill bundle on anomaly-detection + NEW Pub-sub fan-out topology variant + Data-fabric trio at 6-skill+" actually deliver?
Completions builds and operates per-stream per-subscriber stream-capture + stream-filter + stream-routing + pub-sub-fan-out + acknowledgment-tracking + attestation across the anomaly-detection agent. Per-stream per-subscriber stream-capture (skill 1) captures per-stream per-subscriber stream-event across 50-1,500 locations × per-stream per-subscriber 15+ stream-types (per-stream per-subscriber anomaly-detection-stream + per-stream per-subscriber false-positive-suppression-stream + per-stream per-subscriber regulatory-inquiry-stream + per-stream per-subscriber deprecation-stream + per-stream per-subscriber drift-stream + per-stream per-subscriber compliance-violation-stream + per-stream per-subscriber attribution-event-stream + per-stream per-subscriber master-record-sync-stream + per-stream per-subscriber catalog-change-stream + per-stream per-subscriber LTV-emission-stream + per-stream per-subscriber cohort-membership-stream + per-stream per-subscriber tier-transition-stream + per-stream per-subscriber foot-traffic-stream + per-stream per-subscriber demographic-stream + per-stream per-subscriber competitive-stream). Per-stream per-subscriber stream-filter (skill 2) filters per-stream per-subscriber per-filter-criteria (per-stream per-subscriber severity-filter + per-stream per-subscriber confidence-filter + per-stream per-subscriber recency-filter + per-stream per-subscriber regulatory-tier-filter + per-stream per-subscriber per-vertical-filter + per-stream per-subscriber per-jurisdiction-filter + per-stream per-subscriber per-channel-filter). Per-stream per-subscriber stream-routing (skill 3) routes per-stream per-subscriber per-subscription-policy (per-stream per-subscriber subscription-priority-tier + per-stream per-subscriber subscription-SLA-tier + per-stream per-subscriber subscription-confidence-tier + per-stream per-subscriber subscription-rate-limit). Per-stream per-subscriber pub-sub-fan-out (skill 4 — NEW PUB-SUB FAN-OUT) fans out per-stream per-subscriber stream-event to multiple subscribers via per-stream per-subscriber pub-sub topic with per-stream per-subscriber broker (per-stream per-subscriber Kafka + per-stream per-subscriber RabbitMQ + per-stream per-subscriber Redis-Streams + per-stream per-subscriber AWS-SNS + per-stream per-subscriber AWS-SQS + per-stream per-subscriber Google-Pub/Sub + per-stream per-subscriber Azure-Service-Bus + per-stream per-subscriber NATS) + per-stream per-subscriber delivery-semantic (per-stream per-subscriber at-least-once + per-stream per-subscriber exactly-once + per-stream per-subscriber at-most-once). Per-stream per-subscriber acknowledgment-tracking (skill 5) tracks per-stream per-subscriber acknowledgment with per-stream per-subscriber ack-timestamp + ack-status + ack-attestation + retry-count + dead-letter-queue. Per-stream per-subscriber attestation (skill 6) emits per-stream per-subscriber attestation-record with attestor-identity + attestation-timestamp + attestation-decision + attestation-rationale + attestation-signature + WORM-storage-attestation + chain-of-custody-record + cross-subscriber-coherence-attestation. 🎯 7th 6-skill bundle on anomaly-detection — extends prior 6 6-skill bundles (latest #522 per-member-ltv-math) by adding the 7th 6-skill bundle (stream-capture + stream-filter + stream-routing + pub-sub-fan-out + acknowledgment-tracking + attestation) on the anomaly-detection agent; cumulative 6-skill bundle count in the catalog reaches 7 with this skill; 7th 6-skill bundle marks 6-skill bundle as a consistently-recurring canonical-bundle-size at 7 instances. 🎯 NEW Pub-sub fan-out topology variant — extends prior 6-skill bundle topologies (Pipeline-stage + Parallel-authoring + Fan-in-with-parallel-process + 2-input Fan-in-with-3-processes + Sequential-with-multi-agent-fan-out) by adding the NEW Pub-sub fan-out topology variant where 6-skill bundle composes as 3 sequential stages (capture + filter + routing) followed by Pub-sub fan-out + 2 coordination stages (acknowledgment + attestation); the FIRST Pub-sub fan-out topology variant in the catalog; marks Pub-sub fan-out topology variant as the 6th canonical 6-skill bundle topology refinement in the catalog. 🎯 Data-fabric trio at 6-skill+ — extends prior data-fabric mechanics by confirming the data-fabric trio at 6-skill+ where 3 agents now host 6-skill+ data-fabric bundles: (1) catalog-canonicalization data-fabric (4-stage data-pipeline at #494 + #520 marketplace-policy-validation 5-skill); (2) customer-graph data-fabric (4-stage data-pipeline at #502 + #521 behavioral-cohort 5-skill); (3) anomaly-detection data-fabric (#513 versioned-history-regulatory-defense 5-stage signature + #523 LOOP-13 CENTURY MILESTONE 5-skill + this skill 6-skill); cumulative data-fabric agents at 6-skill+ in the catalog reaches 3 (trio) with this skill; Data-fabric trio at 6-skill+ marks data-fabric mechanics as a confirmed recurring catalog-wide pattern at 3 agents hosting 6-skill+ data-fabric bundles. Per-vertical compliance overlay (per-vendor SOC 2 attestation + per-vendor ISO 27001 attestation + per-vendor data-processing-agreement-attestation + per-vendor sub-processor-attestation + per-vendor SLA-attestation + per-jurisdiction streaming-data-residency). Operator team owns the per-stream per-subscriber stream-capture + stream-filter + stream-routing + pub-sub-fan-out + acknowledgment-tracking + attestation registries + audit trail. Completions owns the swarm orchestration on the anomaly-detection agent.
Why does in-house multi-stream subscription break at multi-stream multi-subscriber scale?
In-house operation fails on six axes: (1) per-stream per-subscriber stream-capture across 15+ stream-types requires production capture infrastructure unstaffable by internal teams; (2) per-stream per-subscriber stream-filter across 7 filter-criteria requires routing-engineering capacity; (3) per-stream per-subscriber stream-routing across per-subscription-policy requires routing-engineering capacity; (4) per-stream per-subscriber pub-sub-fan-out across 8 broker-platforms × 3 delivery-semantics requires streaming-engineering capacity; (5) per-stream per-subscriber acknowledgment-tracking + attestation with WORM-storage + chain-of-custody + cross-subscriber-coherence requires audit-engineering capacity; (6) 7th 6-skill bundle + NEW Pub-sub fan-out topology variant + Data-fabric trio at 6-skill+ architecture coordination requires orchestration capacity at the Pub-sub fan-out tier. Completions absorbs all six 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 six axes. Tier 2 AI Swarm Setup Sprint ($25-50k, 4-8 weeks): builds 6-skill bundle on anomaly-detection agent — completing the 7th 6-skill bundle + NEW Pub-sub fan-out topology variant + Data-fabric trio at 6-skill+ 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: 6 registries (in operator data infrastructure), 6-skill bundle model code (operator-owned + operator-engineering-team + operator-data-engineering-team-aligned), per-broker credentials (Kafka + RabbitMQ + Redis-Streams + AWS-SNS + AWS-SQS + Google-Pub/Sub + Azure-Service-Bus + NATS under operator billing + operator credentials), per-vertical compliance overlay (rule library in operator repo with attorney-approved updates), per-vendor SOC 2 + ISO 27001 + DPA + sub-processor + SLA + 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-stream per-subscriber stream-capture coverage at 99.9-percent target across 15+ stream-types; (2) per-stream per-subscriber stream-filter precision at 99-percent target across 7 filter-criteria; (3) per-stream per-subscriber stream-routing accuracy at 99.5-percent target; (4) per-stream per-subscriber pub-sub-fan-out delivery-semantic adherence at 99.99-percent target for exactly-once + 99.9-percent for at-least-once; (5) per-stream per-subscriber acknowledgment rate at 99-percent target within SLA; (6) per-stream per-subscriber attestation persistence at 100-percent target with WORM-storage attestation; (7) 7th 6-skill bundle + NEW Pub-sub fan-out topology variant + Data-fabric trio at 6-skill+ architecture coordination latency under 1-second end-to-end per-stream per-subscriber cycle; (8) per-vertical compliance overlay coverage at 99.9-percent target; (9) per-stream per-subscriber cross-subscriber-coherence-attestation at 100-percent target; (10) per-stream per-subscriber 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 + 6 registries hand-off + 6-skill bundle model code hand-off + per-broker credentials hand-off + per-vertical compliance overlay rule library 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).