Done-for-you offer · Fractional CMO with AI Swarm · pre-emptive intervention triggers
Done-for-you pre-emptive intervention triggers for DTC, multi- location franchise, multi-unit service brand, multi-location retail, multi-channel retail, and PE-sponsored portfolio subscription operators — a 5-skill Behavior-Signal-Capture + Risk-Forecasting + Multi-Timing-Trigger-Selection + Intervention- Routing + Attestation bundle on the subscription-agent that fires BEFORE cancel intent surfaces.
The descriptive industry pattern at 100k-100M subscribers across multiple billing platforms and lifecycle-messaging tools: pre- cancellation signals (engagement decline, app-session decline, email-open decline, in-app-message decline, category-usage decline, loyalty-redemption decline, NPS-detractor shift, review- negative shift, support-ticket spike, payment-failure soft, per- vertical signal, per-cohort signal) accumulate days-to-weeks before cancel intent surfaces; by the time the save flow fires the subscriber has already committed to leaving; per-state auto- renew disclosure obligations get applied post-hoc; high-LTV subscribers receive the same generic save offer as low-LTV churn-bound subscribers. Stripe Billing, Recurly, Chargebee, Zuora, Chargify, Maxio, Paddle, Recharge, Bold Subscriptions, Ordergroove, Stay AI, Loop Subscriptions, and Subbly ship excellent subscription billing primitives. Klaviyo, Braze, Iterable, Customer.io, Twilio Engage, Salesforce Marketing Cloud, Bloomreach Engagement, Cordial, MoEngage, OneSignal, and Insider ship excellent lifecycle-messaging primitives. The 5- skill streaming pipeline that captures pre-cancellation signals across 12 signal types, forecasts cancellation risk across 5 horizons (7/14/30/60/90-day), selects from 4 concurrent timing tiers where the same signal can multi-route, and routes intervention through 7 handler types is operator-side architecture. Completions builds and operates the 5-skill bundle on the subscription-agent. Operator owns every artifact and can in-house at any time.
Published September 24, 2026
Frequently asked
What does the done-for-you pre-emptive intervention triggers engagement deliver?
Completions builds and operates a 5-skill bundle on the subscription-agent: Behavior-Signal-Capture, Risk-Forecasting, Multi-Timing-Trigger-Selection, Intervention-Routing, Attestation. Skill 1 (behavior-signal capture) captures pre-cancellation signals across 12 types: engagement decline, app-session decline, email-open decline, in-app-message decline, category-usage decline, loyalty-redemption decline, NPS-detractor shift, review-negative shift, support-ticket spike, payment-failure soft, per-vertical signal, per-cohort signal. Skill 2 (risk forecasting) forecasts cancellation risk across 5 horizons (7-day, 14-day, 30-day, 60-day, 90-day) with per-horizon confidence interval and per-horizon LTV weighting. Skill 3 (multi-timing trigger selection) selects from 4 concurrent timing tiers — Tier A immediate-soft-touch (within 24 hours), Tier B early-warning outreach (within 7 days), Tier C mid-horizon save offer (within 14-30 days), Tier D long-horizon retention campaign (within 60-90 days) — where the same risk signal can simultaneously route into multiple timing tiers based on per-horizon risk confidence. Skill 4 (intervention routing) routes to one of 7 handlers: in-app, email, SMS, concierge-call, loyalty-credit, account-manager, per-vertical-handler; with per-timing-tier SLA and per-handler context attached. Skill 5 (attestation) emits an attestation record with attestor identity, timestamp, WORM-storage commit, chain-of-custody, and per-vertical compliance overlay reference. The per-vertical compliance overlay covers FTC Negative Option Rule + CCPA + GDPR + TCPA + CASL + per-state auto-renew-disclosure. Operator owns every artifact: 5 registries in operator data infrastructure; 5-skill model code aligned with operator retention-engineering team; per-channel credentials (in-app + email + SMS + concierge + loyalty + account-manager) under operator billing; per-vertical compliance overlay rule library; per-subscriber per-window forecasting library; LLM prompts; audit trail. Completions owns the swarm-orchestration knowledge.
Why is pre-emptive intervention typically operator-side rather than billing-or-lifecycle-vendor-shipped?
The subscription billing vendors (Stripe Billing, Recurly, Chargebee, Zuora, Chargify, Maxio, Paddle, Recharge, Bold Subscriptions, Ordergroove, Stay AI, Loop Subscriptions, Subbly) ship excellent billing-event capture, post-cancel save-flow templates, and basic dunning. The lifecycle-messaging vendors (Klaviyo, Braze, Iterable, Customer.io, Twilio Engage, Salesforce Marketing Cloud, Bloomreach Engagement, Cordial, MoEngage, OneSignal, Insider) ship excellent message-send infrastructure, audience segmentation, and journey orchestration. Neither side ships the pre-cancellation 5-skill pipeline because the signal taxonomy reflects operator-specific behavioral models, the forecast methods integrate operator LTV + cohort + segment data, the multi-timing trigger logic routes into operator-owned retention + customer-service + CRM workflows, the per-vertical compliance overlay (FTC Negative Option Rule + per-state auto-renew-disclosure) tracks operator legal team approved frameworks, and the WORM-storage attestation integrates with operator audit infrastructure. The work that remains operator-side spans five engineering surfaces: capture-engineering for 12-signal-type ingest at 100k-100M subscriber scale; ML-engineering for 5-horizon risk forecasting with confidence interval + LTV weighting; trigger-engineering for 4-tier concurrent same-signal multi-route logic; routing-engineering for 7-handler routing with per-timing-tier SLA; audit-engineering for WORM-storage attestation + 6-jurisdiction compliance overlay. Completions absorbs all five surfaces under one Tier 3 Fractional CMO with AI Swarm engagement and hands the artifacts back at engagement end.
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 subscription-agent — completing the 15th 5-skill bundle + NEW Multi-timing intervention topology + Proactive-vs-reactive timing meta-pattern 2nd instance + 4th agent in 6-loop scale-up cluster 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-retention-engineering-team-aligned), per-channel credentials (in-app + email + SMS + concierge + loyalty + account-manager under operator billing + operator credentials), per-vertical compliance overlay (rule library in operator repo with attorney-approved updates), per-subscriber per-window forecasting library, LLM prompts, audit trail. Completions owns the orchestration knowledge.
What measurement and reporting does Completions commit to on Tier 3?
Measured against the operator pre-engagement baseline across six workstreams, reported weekly. (1) Behavior-signal capture coverage trajectory — share of subscribers under active signal capture across the 12 signal types; per-signal-type ingest health. (2) Risk-forecasting quality — per-horizon precision + recall + confidence-interval coverage rate against an operator-labeled validation set across the 5 horizons; reported against pre-engagement labeling baseline rather than at an 80-percent precision target because precision depends on the labeled-validation regime + cohort definitions operator approves. (3) Multi-timing trigger distribution — share of risk signals routed to each of the 4 timing tiers; per-tier multi-route rate (signals fanning out to 2+ tiers simultaneously); per-tier signal-confidence calibration. (4) Intervention-routing distribution — share of interventions routed to each of the 7 handler types; per-handler SLA adherence; per-handler queue depth. (5) Pre-emptive retention trajectory — share of pre-cancel-intent interventions resulting in retained subscribers vs. eventual cancel, segmented by intent source + LTV tier + timing tier; reported against the operator pre-engagement post-cancel-intent-only baseline rather than at a promised 40-percent uplift because pre-emptive retention rate depends on operator tier-benefit design + offer-bridge quality + customer-segment composition + competitor activity + macro retention dynamics outside the trigger layer. (6) Attestation completeness — per-intervention WORM-storage commit rate; attestor-identity + chain-of-custody completeness; per-jurisdiction compliance-overlay rule-evaluation completeness (FTC Negative Option Rule + per-state auto-renew-disclosure). Process commitments are firm: weekly signal-capture health check; weekly risk-model recalibration queue (with closed-loop outcome feedback ingestion); weekly per-tier trigger-rule sync; weekly per-handler routing rule sync; weekly per-vertical compliance overlay update; weekly audit-trail emission. Outcome targets are not promised because pre-emptive retention rate + forecast precision depend on operator-side labeled-validation regime + tier-benefit design + offer-bridge quality + customer-segment composition + competitive + macro retention dynamics Completions does not control.
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-channel credentials hand-off + per-vertical compliance overlay rule library hand-off + per-subscriber per-window forecasting 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).
Or take the 3-question shape diagnostic first — no email required.