Completions

Done-for-you offer · Fractional CMO with AI Swarm · member-journey-decisioning skill

Completions builds the multi-location multi-banner member -journey decisioning — first touch on loyalty-management agent

You operate 50-1,500 locations across 2-12 banners with 100k -10M members × per-member journey across awareness + acquisition + activation + engagement + retention + cross -sell + churn-recovery + reactivation. Per-member journey decisioning without governance produces inconsistent treatment + missed cross-banner opportunities + offer -fatigue. Your CMO demands per-banner member-engagement proof. Your strategy team demands per-banner cross-sell opportunity surfacing. Your counsel demands HIPAA + FDA + DEA + DISCUS + FDA tobacco + state alcohol + state gambling + FTC + CCPA + GDPR + TCPA + CAN-SPAM + 10DLC + CARD Act + COPPA + state lemon law compliance on every member touch. Completions builds the member-journey-decisioning skill on the loyalty-management agent end-to-end with per-member per -banner per-stage decisioning + per-touch offer selection + per-tier treatment routing + per-banner cross-sell. This is the first touch on the loyalty-management agent. You keep every artifact. You keep the member registry + per-banner offer-catalog + decisioning model + tier-structure + cross -banner-mapping. You keep the ability to in-house at any time.

Published September 24, 2026

What we operate every minute

Per-member per-banner per-stage decisioning across 50 -1,500 locations × 2-12 banners × 100k-10M members × 8 journey stages (awareness + acquisition + activation + engagement + retention + cross-sell + churn-recovery + reactivation) × 15-model classifier ensemble (XGBoost + LightGBM + CatBoost + TabNet + TabTransformer + FT -Transformer + deep-recommender + sequence-recommender + transformer-recommender + RL-bandit + contextual-bandit + Thompson-sampling + UCB-bandit + epsilon-greedy + softmax -bandit).

Per-member per-touch offer selection from per-banner offer -catalog of 17+ offer types (welcome + activation + stamp -card + punch-card + points-multiplier + tier-up + birthday + anniversary + referral-bonus + reactivation + save-offer + cross-banner-trial + cross-banner-cross-sell + experiential-reward + partner-redemption + status-match + surprise-and-delight) with per-offer propensity-score -matching + counterfactual-validation + experimental -design treatment-assignment-protocol + budget-cap + offer -fatigue-decay + compliance-gating.

Per-member per-tier treatment routing across per-banner 6 -tier structure (base + silver + gold + platinum + VIP + concierge) with per-tier treatment-protocol + earning -velocity + redemption-cadence + rich-content + white -glove handling.

Per-member per-banner cross-sell across 5 cross-banner -mapping categories (home-banner + secondary-banner + tertiary-banner + dormant-banner + never-joined-banner) with per-member per-banner cross-banner-eligibility scoring + offer-ranking + status-match + LTV-projection.

3-skill first-touch architecture on loyalty-management agent coordinates loop 53 + cross-banner-loyalty-platform -integration + per-tier-loyalty-journey-content. Per -vertical compliance overlay (HIPAA + FDA + DEA + DISCUS + FDA tobacco + state alcohol + state gambling + FTC + CCPA + GDPR + TCPA + CAN-SPAM + 10DLC + CARD Act + COPPA + state lemon law).

Why in-house breaks at multi-banner loyalty scale

Per-member per-banner per-stage decisioning across 50 -1,500 locations × 2-12 banners × 100k-10M members × 8 stages × 15-model ensemble requires production ML infrastructure. Per-member per-touch offer selection across 17+ offer types requires production offer-selection infrastructure. Per-member per-tier treatment routing across 6-tier structure requires production routing infrastructure. Per-member per-banner cross-sell across 5 cross-banner-mapping categories requires data-science capacity. 3-skill first-touch architecture coordination requires orchestration capacity. Per-vertical compliance overlay covering 16+ regulatory frameworks requires legal -engineering capacity. Per-banner loyalty-platform integration maintenance requires vendor-coordination 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-banner member-engagement exposure estimate + per-banner cross -sell opportunity estimate.

Tier 2 AI Swarm Setup Sprint ($25-50k, 4-8 weeks, build with 30-day operating tail). Builds the multi -location multi-banner member-journey decisioning stack on operator infrastructure — member-journey-decisioning + per -member-per-banner-per-stage-decisioning + per-member-per -touch-offer-selection + per-member-per-tier-treatment -routing + per-member-per-banner-cross-sell on loyalty -management agent + cross-banner-loyalty-platform -integration + per-tier-loyalty-journey-content.

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-member per-banner per-stage decisioning + weekly per-touch offer selection refresh + monthly per-tier treatment routing refresh + quarterly per-banner cross-sell refresh + per-event 3 -skill first-touch architecture coordination + cross-agent swarm coordination.

Frequently asked

What does "Completions builds multi-location multi-banner member-journey decisioning — first touch on loyalty-management agent" actually deliver?

Completions builds and operates per-member per-banner per-stage decisioning + per-member per-touch offer selection + per-member per-tier treatment routing + per-member per-banner cross-sell across the operator multi-location multi-banner loyalty surface. Per-member per-banner per-stage decisioning across 50-1,500 locations × 2-12 banners × 100k-10M members × 8 journey stages (awareness + acquisition + activation + engagement + retention + cross-sell + churn-recovery + reactivation) × per-stage decisioning model — per-stage classifier ensemble (XGBoost + LightGBM + CatBoost + TabNet + TabTransformer + FT-Transformer + deep-recommender + sequence-recommender + transformer-recommender + reinforcement-learning-bandit + contextual-bandit + Thompson-sampling + UCB-bandit + epsilon-greedy + softmax-bandit) with per-member per-stage stage-membership + per-member per-stage stage-confidence + per-member per-stage stage-transition-probability + per-member per-stage explainability. Per-member per-touch offer selection from per-banner offer-catalog (per-banner welcome-offer + per-banner activation-offer + per-banner stamp-card + per-banner punch-card + per-banner points-multiplier + per-banner tier-up-offer + per-banner birthday-offer + per-banner anniversary-offer + per-banner referral-bonus + per-banner reactivation-offer + per-banner save-offer + per-banner cross-banner-trial-offer + per-banner cross-banner-cross-sell + per-banner experiential-reward + per-banner partner-redemption + per-banner status-match + per-banner surprise-and-delight) with per-offer per-member per-touch propensity-score-matching + per-offer per-member per-touch counterfactual-validation + per-offer per-member per-touch experimental-design treatment-assignment-protocol + per-offer per-member per-touch budget-cap + per-offer per-member per-touch offer-fatigue-decay + per-offer per-member per-touch compliance-gating. Per-member per-tier treatment routing across per-banner tier-structure (per-banner base-tier + per-banner silver-tier + per-banner gold-tier + per-banner platinum-tier + per-banner VIP-tier + per-banner concierge-tier) with per-tier treatment-protocol + per-tier earning-velocity + per-tier redemption-cadence + per-tier rich-content treatment + per-tier white-glove handling. Per-member per-banner cross-sell across per-banner cross-banner-mapping (per-member home-banner + per-member secondary-banner + per-member tertiary-banner + per-member dormant-banner + per-member never-joined-banner) with per-member per-banner cross-banner-eligibility scoring + per-member per-banner cross-banner offer-ranking + per-member per-banner cross-banner-status-match + per-member per-banner cross-banner-LTV-projection. Per-vertical compliance overlay (HIPAA healthcare-loyalty PHI + FDA OPDP pharma-loyalty + DEA controlled-substance-loyalty + DISCUS alcohol-loyalty + FDA tobacco-loyalty + state alcohol-loyalty-restrictions + state gambling-loyalty-restrictions + FTC Section 5 + FTC Endorsement Guides + CCPA + GDPR + TCPA + CAN-SPAM + 10DLC + state CARD Act + COPPA child-tier-restrictions + state lemon law). 3-skill first-touch architecture on loyalty-management agent coordinates loop 53 (member-journey-decisioning) + cross-banner-loyalty-platform-integration + per-tier-loyalty-journey-content with per-skill change-event-emission + per-skill cross-skill propagation + per-skill downstream-trigger mapping. Operator team owns the member registry + per-banner offer-catalog + decisioning model + per-banner tier-structure + cross-banner-mapping + compliance overlay + audit trail. Completions owns the swarm orchestration on the loyalty-management agent.

Why does in-house multi-location multi-banner member-journey decisioning break at multi-banner scale?

In-house operation at multi-banner loyalty scale fails on seven axes: (1) per-member per-banner per-stage decisioning across 50-1,500 locations × 2-12 banners × 100k-10M members × 8 journey stages × 15-model classifier ensemble requires production ML infrastructure unstaffable by internal teams; (2) per-member per-touch offer selection from per-banner offer-catalog of 17+ offer types × per-offer propensity-score-matching + counterfactual-validation + experimental-design treatment-assignment-protocol + budget-cap + offer-fatigue-decay + compliance-gating requires production offer-selection infrastructure; (3) per-member per-tier treatment routing across per-banner 6-tier structure × per-tier treatment-protocol + earning-velocity + redemption-cadence + rich-content + white-glove handling requires production routing infrastructure; (4) per-member per-banner cross-sell across 5 cross-banner-mapping categories × per-member per-banner cross-banner-eligibility scoring + offer-ranking + status-match + LTV-projection requires data-science capacity with cross-banner expertise; (5) 3-skill first-touch architecture coordination on loyalty-management agent requires orchestration capacity; (6) per-vertical compliance overlay covering HIPAA + FDA OPDP + DEA + DISCUS + FDA tobacco + state alcohol + state gambling + FTC + CCPA + GDPR + TCPA + CAN-SPAM + 10DLC + CARD Act + COPPA + state lemon law requires legal-engineering capacity; (7) per-banner loyalty-platform integration (Punchh + Paytronix + Comarch + Annex Cloud + Smile + LoyaltyLion + Antavo + Open Loyalty + Yotpo + Stamped + Talon.One + Voucherify vendors change APIs + schemas + auth every 3-6 months) requires vendor-coordination capacity. 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 member-journey decisioning operation across seven axes — per-member per-banner per-stage decisioning coverage + per-member per-touch offer selection maturity + per-member per-tier treatment routing + per-member per-banner cross-sell + 3-skill first-touch architecture coordination + per-vertical compliance overlay + per-banner loyalty-platform integration. Deliverable: gap-pack report with per-banner member-engagement exposure estimate + per-banner cross-sell opportunity estimate. Tier 2 AI Swarm Setup Sprint ($25-50k, 4-8 weeks, build with 30-day operating tail): Completions builds the multi-location multi-banner member-journey decisioning stack on operator infrastructure — member-journey-decisioning + per-member-per-banner-per-stage-decisioning + per-member-per-touch-offer-selection + per-member-per-tier-treatment-routing + per-member-per-banner-cross-sell on loyalty-management agent + cross-banner-loyalty-platform-integration on loyalty-management + per-tier-loyalty-journey-content on loyalty-management. 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-member per-banner per-stage decisioning + weekly per-member per-touch offer selection refresh + monthly per-member per-tier treatment routing refresh + quarterly per-member per-banner cross-sell refresh + per-event 3-skill first-touch architecture coordination + per-event compliance overlay refresh + cross-agent swarm coordination.

Who owns the member registry, per-banner offer-catalog, decisioning model, and audit trail?

Operator owns 100% of every artifact: member registry (in operator data infrastructure — Snowflake + Databricks + BigQuery + Redshift + Postgres operator data warehouse), per-banner offer-catalog (in operator repo with operator-controlled per-banner per-offer catalog versioning + operator-marketing-team-aligned + operator-counsel-aligned), per-banner tier-structure (in operator repo with operator-controlled per-banner per-tier structure versioning + operator-CMO-aligned + operator-CFO-aligned), per-banner cross-banner-mapping (operator-owned + operator-strategy-team-aligned), per-banner loyalty-platform credentials (Punchh + Paytronix + Comarch + Annex Cloud + Smile + LoyaltyLion + Antavo + Open Loyalty + Yotpo + Stamped + Talon.One + Voucherify under operator billing + operator credentials), per-member per-banner per-stage decisioning model code (in operator repo with operator-controlled deploy pipeline + operator-data-science-team-aligned), per-member per-touch offer selection model code (operator-owned + operator-data-science-team-aligned), per-member per-tier treatment routing config (operator-owned + operator-CS-team-aligned), per-member per-banner cross-sell model code (operator-owned + operator-data-science-team-aligned + operator-strategy-team-aligned), per-vertical compliance overlay (rule library in operator repo with attorney-approved updates), HIPAA + FDA OPDP + DEA + DISCUS + FDA tobacco + state alcohol + state gambling + FTC + CCPA + GDPR + TCPA + CAN-SPAM + 10DLC + CARD Act + COPPA + state lemon law 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). Completions owns: the orchestration knowledge — how to design per-member per-banner per-stage decisioning contracts + how to tune per-member per-touch offer selection + how to debug per-member per-banner cross-sell cascades + how to coordinate the 3-skill first-touch architecture with cross-banner-loyalty-platform-integration + per-tier-loyalty-journey-content siblings on loyalty-management agent. 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-member per-banner per-stage decisioning coverage at 99-percent target across 8 journey stages; (2) per-member per-touch offer selection accuracy at 90-percent target across 17+ offer types measured against marketing-team-validated golden set; (3) per-member per-tier treatment routing decision latency under 5-second end-to-end; (4) per-member per-banner cross-sell coverage at 95-percent target across 5 cross-banner-mapping categories; (5) per-member per-banner cross-banner-eligibility scoring accuracy at 85-percent target; (6) per-vertical compliance overlay coverage at 99.9-percent target across 16+ regulatory frameworks; (7) per-banner loyalty-platform connector health-check cadence adherence at 100-percent target (quarterly); (8) per-offer per-member per-touch propensity-score-matching adherence at 100-percent target; (9) per-banner member-engagement lift at 15-35-percent target (operator-baseline-dependent); (10) per-banner cross-sell-rate lift at 10-25-percent target (operator-baseline-dependent). 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 multi-location multi-banner member-journey decisioning 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-member per-banner per-stage decisioning + per-member per-touch offer selection + per-member per-tier treatment routing + per-member per-banner cross-sell + 3-skill first-touch architecture coordination + per-vertical compliance overlay management + per-banner loyalty-platform integration + cross-agent coordination + member registry infrastructure hand-off + per-banner offer-catalog hand-off + per-banner tier-structure hand-off + per-banner cross-banner-mapping hand-off + per-banner loyalty-platform credentials hand-off + per-member per-banner per-stage decisioning model code hand-off + per-member per-touch offer selection model code hand-off + per-member per-tier treatment routing config hand-off + per-member per-banner cross-sell model code hand-off + LLM prompts hand-off + audit trail hand-off; 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.