Done-for-you offer · Fractional CMO with AI Swarm · oos-cause-abandonment-recovery skill · Cause-aware-recovery canonical
Completions builds OOS-cause abandonment recovery — 🎯 16th 3-skill bundle on inventory-agent + 🎯 Cause-aware -recovery signature canonical
You operate 50-1,500 locations × per-cart per-customer OOS-abandonment dependency. Per-cart per-customer cause -aware recovery without governance fragments per-cart per-customer cause-inference + routing + outreach. Completions builds the oos-cause-abandonment-recovery 3 -skill bundle on the inventory-agent end-to-end. 🎯 16th 3-skill bundle on inventory-agent (OOS-cause-inference + recovery-channel-routing + recovery-outreach — inventory -agent tier-2 3-skill bundle host). 🎯 Cause-aware -recovery signature canonical (CANONICAL design-pattern in catalog for recovery skills — cause directly determines the channel, distinct from generic-recovery). You keep every artifact.
Published September 24, 2026
Frequently asked
What does "Completions builds OOS-cause abandonment recovery — 16th 3-skill bundle on inventory-agent + Cause-aware-recovery signature canonical" actually deliver?
Completions builds and operates per-cart per-customer OOS-cause-inference + recovery-channel-routing + recovery-outreach across the inventory-agent. Per-cart per-customer OOS-cause-inference (skill 1) infers per-cart per-customer OOS-cause across 50-1,500 locations × per-cart per-customer 10+ OOS-cause-types (per-cart per-customer pure-out-of-stock + per-cart per-customer per-location-out-of-stock + per-cart per-customer per-size-out-of-stock + per-cart per-customer per-color-out-of-stock + per-cart per-customer per-variant-out-of-stock + per-cart per-customer ship-window-too-long + per-cart per-customer pickup-window-unavailable + per-cart per-customer per-location-staffing-gap + per-cart per-customer per-store-policy-block + per-cart per-customer pre-order-deferred) with per-cart per-customer cause-confidence + per-cart per-customer cause-evidence-citation. Per-cart per-customer recovery-channel-routing (skill 2) routes per-cart per-customer to per-cart per-customer cause-aware recovery-channel (per-cart per-customer back-in-stock-email-channel + per-cart per-customer alternative-SKU-suggestion-channel + per-cart per-customer alternate-location-pickup-channel + per-cart per-customer alternate-shipping-method-channel + per-cart per-customer pre-order-channel + per-cart per-customer human-concierge-channel + per-cart per-customer wait-list-channel + per-cart per-customer per-vertical-specific-channel) with per-cart per-customer per-channel-eligibility + per-cart per-customer per-channel-SLA + per-cart per-customer per-channel-priority. Per-cart per-customer recovery-outreach (skill 3) emits per-cart per-customer recovery-outreach via per-cart per-customer recovery-channel with per-cart per-customer per-channel-personalization + per-cart per-customer per-channel-incentive-offer + per-cart per-customer per-channel-deadline + per-cart per-customer per-channel-conversion-tracking + per-cart per-customer per-channel-anti-spam-rate-limit + per-cart per-customer per-channel-attestation. 🎯 16th 3-skill bundle on inventory-agent — extends prior 15 3-skill bundles on inventory-agent by adding the 16th 3-skill bundle (OOS-cause-inference + recovery-channel-routing + recovery-outreach) on the inventory-agent; cumulative 3-skill bundle count on inventory-agent reaches 16 with this skill; 16th 3-skill bundle on inventory-agent establishes inventory-agent as a tier-2 3-skill bundle host (behind review-agent at 20 per #538 + page-generator-related agents at 19 per #525). 🎯 Cause-aware-recovery signature canonical — extends prior recovery-pattern instances (generic-recovery + churn-recovery + billing-recovery) by adding the Cause-aware-recovery signature canonical where recovery composes as 3-skill cause-aware pipeline (cause-inference → cause-aware-channel-routing → cause-aware-outreach); cumulative Cause-aware-recovery signature instance count reaches 1 with this skill; Cause-aware-recovery signature canonical marks Cause-aware-recovery as a CANONICAL design-pattern in the catalog for recovery skills (distinct from generic-recovery in that the cause directly determines the channel). Per-cart per-customer compliance overlay (per-vertical CCPA + per-vertical GDPR + per-vertical CAN-SPAM + per-vertical TCPA + per-vertical CASL + per-vertical PECR + per-vertical per-platform-TOS + per-vertical per-state-pricing-disclosure + per-vertical per-state-availability-disclosure). Operator team owns the per-cart per-customer OOS-cause-inference + recovery-channel-routing + recovery-outreach registries + audit trail. Completions owns the swarm orchestration on the inventory-agent.
Why does in-house OOS-cause abandonment recovery break at multi-cart multi-customer scale?
In-house operation fails on three axes: (1) per-cart per-customer OOS-cause-inference across 10+ OOS-cause-types with cause-confidence + cause-evidence-citation requires inference-engineering capacity unstaffable by internal teams; (2) per-cart per-customer recovery-channel-routing across 8 recovery-channels with per-channel-eligibility + per-channel-SLA + per-channel-priority requires routing-engineering capacity; (3) per-cart per-customer recovery-outreach with per-channel-personalization + per-channel-incentive + per-channel-deadline + per-channel-conversion-tracking + per-channel-anti-spam-rate-limit + per-channel-attestation requires outreach-engineering capacity. 16th 3-skill bundle + Cause-aware-recovery signature canonical architecture coordination requires orchestration capacity at the cause-aware tier. Completions absorbs all three 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 three axes. Tier 2 AI Swarm Setup Sprint ($25-50k, 4-8 weeks): builds 3-skill bundle on inventory-agent — completing the 16th 3-skill bundle + Cause-aware-recovery signature canonical 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: 3 registries (in operator data infrastructure), 3-skill bundle model code (operator-owned + operator-merchandising-engineering-team-aligned), per-channel credentials (email + SMS + push + in-app + outbound-call + direct-mail under operator billing + operator credentials), per-vertical compliance overlay (rule library in operator repo with attorney-approved updates), OOS-cause taxonomy library, 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-cart per-customer OOS-cause-inference precision at 95-percent target across 10+ OOS-cause-types; (2) per-cart per-customer recovery-channel-routing accuracy at 99-percent target across 8 recovery-channels; (3) per-cart per-customer recovery-outreach delivery-rate at 99-percent target within per-channel SLA; (4) per-cart per-customer recovery-conversion-rate uplift of 25-percent over generic-recovery baseline; (5) per-cart per-customer per-channel-anti-spam-rate-limit adherence 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 + 3 registries hand-off + 3-skill bundle model code hand-off + per-channel credentials hand-off + per-vertical compliance overlay rule library hand-off + OOS-cause taxonomy 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).