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Engines Catalog

53+ engines, 9 capability groups.

Your full back office, in code. Four flagship product engines you can activate as modules, plus the foundation stack that runs underneath every agent, flow, and decision.

Flagship product engines

Activatable modules

Funding Engine

LIVE

13-week cashflow projection + collateral assessment + multi-lender routing.

Sub-engines
  • Cashflow Engine
  • Liquidity Engine
  • Risk Engine
  • Collateral Engine
  • Transparency Engine
  • Banking Partners Engine
  • MCA Protection
  • Extended Forecast
backend/funding/

Distribution Engine

LIVE

Demand sensing → content generation → multi-channel distribution → virality loops.

Sub-engines
  • Demand Engine
  • Content Engine
  • Growth Engine
  • Virality Engine
backend/distribution/

Feedback Engine

LIVE

Agentic NPS, sentiment analysis, voice-of-customer reports, auto-action triggers.

Sub-engines
  • NPS tracker
  • Sentiment analyzer
  • Voice-of-customer report builder
  • Auto-action triggers
backend/feedback_engine/

Product Engine

LIVE

Product discovery agent, launch orchestration, revenue-stream analysis, market-fit scoring.

Sub-engines
  • Discovery agent
  • Launch orchestration
  • Revenue-stream analysis
  • Market-fit scorer
backend/product_engine/

Foundation engines

9 capability groups · runs under every agent

Health & Scoring

· 3 engines

Unified merchant score from 3 dimensions: CI Score, Margin Guard, Decision Graph.

Commerce Health ScoreLIVE

Unified 0-1000 merchant score (40% CI + 30% Margin Guard + 30% Decision Graph)

backend/commerce_health_score.py
CI Score v2LIVE

Enhanced deal scoring across 3 dimensions × 14 factors

backend/scoring_engine_v2.py
Guardrail EngineLIVE

Hard/soft/adaptive safety limits on every agent action

backend/guardrail_engine.py

Memory & Audit

· 3 engines

5-tier memory stack (Mem0 + Graphiti + Cognee + gbrain + Letta) + tamper-evident conversation transcripts.

Memory FacadeLIVE

Unified interface across 5 memory tiers with provenance

backend/memory/facade.py
Entity ResolverLIVE

Canonical entity identity with fuzzy dedup

backend/memory/entity_resolver.py
Transcript WriterLIVE

Async audit trail with hash chains + daily Merkle roots

backend/audit/transcript_writer.py

Intelligence & Discovery

· 4 engines

What to predict, what to recommend, what to avoid. Powered by Margin Guard + Prediction + Opportunity.

Prediction EngineLIVE

Demand forecast, churn risk, reorder timing, stockout risk

backend/intelligence/prediction_engine.py
Opportunity EngineLIVE

Cross-sell, upsell, restock, win-back, channel expansion

backend/intelligence/opportunity_engine.py
Margin GuardLIVE

Live margin protection across SKUs and channels

backend/margin_guard_service.py
Context Graph V2LIVE

Decision precedents + what-if simulator + effective confidence

backend/decision_graph/context_graph_v2.py

Orchestration

· 4 engines

How agents coordinate. Playbooks, flows, conversational routing, and the agent work engine.

Playbook EngineLIVE

Universal playbook discovery, parsing, inheritance, runtime application

backend/commerce_aging/playbook_engine.py
Flow EngineLIVE

State machine for P2P, O2C, P2F, seasonal, drop, RA flows

backend/commerce_aging/flows/flow_engine.py
Conversational RouterLIVE

WhatsApp/iMessage/SMS → Claude tools → response

backend/messaging/conversational_router.py
Agent Work EngineLIVE

Task orchestration for external agents (research, fetch deals, audit)

backend/agents/agent_work_engine.py

Inventory & Fulfillment

· 5 engines

ATP, allocation, packaging, routing across nodes. The fulfillment brain.

Allocation EngineLIVE

Omnichannel inventory reservation (SFS, BOPIS, ROPIS, drop-ship, cross-dock)

backend/inventory/allocation_engine.py
Sourcing EngineLIVE

Decides where inventory comes from: warehouse, store, vendor-direct, 3PL

backend/inventory/sourcing_engine.py
Cubing EngineLIVE

3D bin packing optimization (FFD + skyline, 92-96% utilization)

backend/supply_chain/cubing_engine.py
Aging PipelineLIVE

Time-sensitive order staging (remorse, fraud check, sourcing, ship, auth)

backend/orders/aging_pipeline.py
Order Orchestration EngineLIVE

Enterprise order lifecycle: decomposition, allocation, shipping order creation

backend/orders/orchestration_engine.py

Decision Graph

· 3 engines

Every decision: precedents, what-ifs, policy gates, settlement.

Context Graph V2LIVE

Outcomes + precedent effective confidence with what-if simulator

backend/decision_graph/context_graph_v2.py
Policy GateLIVE

Decision approval routing based on policy thresholds

backend/decision_graph/policy_gate.py
Settlement EngineLIVE

Payment capture, platform fee collection, merchant payouts

backend/finance/settlement_engine.py

Marketplace Coordination

· 3 engines

Two-sided coordination: 3PLs bid for sellers, agents earn reputation, ideas get T-shirt sized.

RFQ MatchingLIVE

3PL provider matching by capability, region, capacity

backend/three_pl_portal/rfq_matching.py
Reputation ScorerLIVE

7-dimension agent + 3PL reputation with Merkle proofs

backend/reputation/reputation_scorer_agent.py
T-shirt Cost EstimatorLIVE

Idea → XS/S/M/L/XL cost estimate across 8 business categories

backend/portfolio/cost_estimator.py

Creator Analytics

· 4 engines

Cohort retention, LTV, content→revenue attribution — the metrics Substack does not show.

Cohort RetentionLIVE

Monthly cohort retention matrix across all connected creator platforms

backend/creator/analytics/cohort.py
LTV CalculatorLIVE

Lifetime value by platform, cohort, acquisition source

backend/creator/analytics/ltv.py
Attribution EngineLIVE

Content piece → revenue attribution (first/last/linear)

backend/creator/analytics/attribution.py
Insight GeneratorLIVE

240-480 char WhatsApp/SMS analytics summaries

backend/creator/analytics/insight_generator.py

Financial Health

· 4 engines

Customer/product profitability, MCA crisis prevention, extended cashflow forecasting.

Customer ProfitabilityLIVE

Per-customer P&L with segmentation and retention impact

backend/financial_health/customer_profitability.py
Product ProfitabilityLIVE

Per-product P&L with channel + carrier + return cost layered in

backend/financial_health/product_profitability.py
MCA ProtectionLIVE

Predicts and prevents merchant cash advance crisis

backend/financial_health/mca_protection.py
Extended ForecastLIVE

Long-horizon cashflow + revenue + spend forecasting

backend/financial_health/extended_forecast.py

Every engine runs under the AI CEO (goal_manager) and its 13 directors.

See full org chart →Agent reputation pages →