AI Agents That Augment Your Team
Human-in-the-loop AI that provides recommendations, not automation. Every suggestion is auditable, traceable, and yours to accept or reject.
7 AI Agents, Live in Production
Each agent is purpose-built for a specific workflow, fully auditable, and feature-flagged for granular control.
Process: Pack & Ship Confirmation
Provider: Gemini Vision
Warehouse workers scan shipping labels during pack confirmation. Gemini Vision extracts text and compares against expected shipment details.
- Extracts tracking numbers, carrier names, recipient details
- Calculates match confidence scores
- Generates actionable suggestions for mismatches
- All results logged for human final decision
Process: Operations Command Center
Provider: Gemini
Analyzes real-time warehouse metrics (fill rate, OTIF, short picks) and generates executive briefings for ops managers.
- Executive summary of current state
- Key metrics with status indicators
- Prioritized action recommendations
- Risk identification with mitigation strategies
Process: Channel Policy Management
Provider: Gemini
Operators describe policy requirements in natural language. AI generates valid JSON policy configuration and validates against schema.
- Natural language to JSON policy generation
- Validates against Zod schema
- Computes diff against current policy
- Generates test cases for verification
Process: Lot/Serial Traceability
Provider: Gemini
Analyzes lot and serial number traceability timelines, detects gaps in chain-of-custody, and identifies compliance issues.
- Detects gaps in chain-of-custody
- Identifies compliance issues (recalls, quarantine)
- Provides risk level assessment
- Suggests recommended actions
Process: Product Catalog Management
Provider: Gemini
Analyzes product name, description, brand, and attributes to suggest taxonomy categories with confidence scores.
- Suggests GMC and custom taxonomy categories
- Returns confidence scores and reasoning
- Supports multi-taxonomy classification
- Industry-pack specific suggestions
Process: Product Enrichment
Provider: Gemini
Based on product categories and attribute definitions, suggests values for required and optional attributes.
- Context-aware attribute suggestions
- Confidence scores and reasoning
- Industry-specific enrichment
- Multi-attribute batch processing
Process: Product Master Data
Provider: Gemini
Suggests GTIN, UPC, EAN, NDC, MPN identifiers based on product context (pharma products get NDC, CPG gets GTIN/UPC).
- Context-aware identifier suggestions
- Industry-specific logic (NDC for pharma)
- Avoids suggesting non-inferable IDs
- Batch identifier generation
Human-in-the-Loop Architecture
AI agents provide recommendations only and never execute inventory mutations directly.
AI Suggests
AI agents analyze data and provide recommendations with confidence scores and reasoning.
Humans Decide
Users can accept, reject, modify, or ignore AI suggestions. You maintain full control.
System Executes
Only after human approval does the system execute changes, with full audit trails.
Built for Compliance and Control
Every AI interaction is logged, auditable, and governed by your policies.
SHA-256 Snapshot Hashes
Every AI input and output is logged with cryptographic hashes for complete auditability.
User Action Tracking
Track whether users accepted, rejected, modified, ignored, or overrode AI suggestions.
Acceptance Rate Analytics
Monitor AI trust over time with acceptance rate metrics per agent and per user.
Feature Flags
Every AI feature can be toggled independently for granular control and gradual rollout.
RBAC Integration
AI features are gated by permissions (e.g., policy:ai_propose) for role-based access control.
Graceful Degradation
Fallback to deterministic rules when AI is unavailable, ensuring system reliability.
Coming Soon
Additional AI agents in development to further enhance your supply chain operations.
Warehouse Operations
Pick path optimization (traveling salesman variant), wave composition optimization, and real-time rebalancing during peak periods.
ATP Engine / Inventory Availability
Monitor real-time reservation velocity, detect abnormal demand spikes, and predict inventory stress events.
Replenishment & Safety Stock
ML-based demand forecasting with confidence intervals, safety stock optimization, and seasonal trend analysis.
See AI Agents in Action
Experience how human-in-the-loop AI can transform your supply chain operations while maintaining full control and auditability.