Your Store. One Autonomous Intelligence.
Traditional retail dashboards only report problems after revenue is lost. RetaiLens AI perceives shelf & checkout activity via computer vision, reasons across persistent operational memory, executes safe deterministic tools, and keeps store managers in control of high-stakes approvals.
13
Deterministic Agent Tools
22
Tracked Store SKUs
4 Roles
Server-Enforced RBAC
HITL
Human Approval Gatekeeper
Monitored Store Product Catalog
Every SKU tracked across aisles and checkout lanes with product photography, barcode verification, and live safety thresholds.
SKU-COF-00134 leftBeverages
Monsoon Reserve Coffee
Aisle 1 - Coffee & Tea
SKU-MLK-00218 leftDairy
Hill Farm Whole Milk
Aisle 3 - Chilled Dairy
SKU-OLV-0884 leftGourmet Pantry
Cold Pressed Olive Oil
Aisle 4 - Oils & Condiments
SKU-SNK-00442 leftHealthy Snacks
Millet & Sea Salt Bites
Aisle 2 - Artisanal Snacks
SKU-TEA-00529 leftBeverages
Wild Citrus Green Tea
Aisle 1 - Coffee & Tea
SKU-YOG-00622 leftDairy
Clover Greek Yogurt
Aisle 3 - Chilled Dairy
SKU-BAK-00711 leftBakery
Sourdough Country Loaf
Aisle 5 - Fresh Bakery
SKU-HON-00819 leftGourmet Pantry
Forest Multiflora Raw Honey
Aisle 4 - Oils & Condiments
Built for Real Store Operations — Not a Generic Chatbot
Every alert connects directly to validated backend workflows, transactional inventory mutations, and role-authorized approvals.
Computer Vision Shelf Monitoring
Detects empty facings, shelf occupancy %, and misplaced items via OpenCV & YOLO-compatible feeds.
Intelligent Checkout Verification
Cross-checks POS barcode scans against overhead vision; pauses low-confidence mutations automatically.
Expiry-Aware Dynamic Pricing
Calculates margin-safe markdowns for approaching-expiry batches while honoring store floor rules.
Autonomous Replenishment Drafts
Computes depletion velocity + supplier lead times to draft POs—then waits for manager sign-off.
Persistent Cross-Session Memory
Remembers SKU evening rushes, supplier lead-time drift, and past manager approval patterns.
Human-in-the-Loop Governance
High-value POs, checkout overrides, and steep discounts require explicit authorized role approval.
ReAct Agentic Orchestration Loop
The model reasons and selects validated tools; the server enforces permissions, idempotency, and approval safety checks.
PERCEIVE
Ingests OpenCV shelf detections, POS scans & expiry clocks.
REASON
Correlates stock levels, depletion velocity & confidence scores.
PLAN
Synthesizes safe multi-tool action plans bounded by policy.
ACT
Executes validated deterministic tools or pauses for approval.
OBSERVE
Verifies database mutations, receipts & supplier drafts.
REMEMBER
Persists cross-session patterns in PostgreSQL agent memory.
OpenCV & YOLO-Compatible Frame Analysis
Separates simulated demo feeds from connected FastAPI OpenCV media processing. Supports live frame uploads, edge-density shelf occupancy estimation, and Sobel/EAN barcode verification.
- Confidence-gated POS mutations (auto-pauses below 80%)
- Real-time missing facing & shelf occupancy tracking
Zero Unchecked Financial or Inventory Overrides
AI agents draft purchase orders and recommend dynamic markdowns—but only authenticated Store Managers or Owners can approve high-value dispatches or disputed checkouts.
- Server-side RBAC + idempotent execution keys
- Full audit log & feedback persisted to agent memory
Production Architecture Stack