A governed portfolio of AI Agents for Kazyon’s next phase of operating leverage.
The proposed model assigns a Director AI Agent to each operating domain. Each Director AI Agent coordinates focused AI Agents that monitor defined signals, recommend interventions and, where policy and integration allow, execute human-approved actions with an audit trail. Investment can be staged by domain and measured against a pre-agreed baseline. ANCHOR provides the shared data, governance and integration architecture needed as the portfolio scales.
Six proposed AI Agents use computer vision or image-based OCR.
These capabilities use existing CCTV, staff-phone cameras and dock cameras to convert visual activity into evidence, alerts and human-approved actions across shrink, store execution, receiving and merchandising.
Six Director AI Agents and fifteen domain AI Agents
The portfolio is modular. Each domain can be assessed independently, while the full model creates a coordinated decision layer across the business. Expand a domain to review its mandate, AI Agents, implementation requirements and KPIs.
Security Director AI AgentSENTRY · Computer vision
- Shoplifting Detection Officer · LENS Computer vision
- Transaction Fraud Investigator · TRACE
Operations Director AI AgentPULSE
- Waste & Markdown Analyst · HARVEST Image OCR
- Price & Promo Compliance Officer · TAG Computer vision
- Floor & Queue Supervisor · FLOW Computer vision
- Facilities & Cold-Chain Engineer · FROST
Logistics Director AI AgentCOMPASS
- Route & Load Optimization AI Agent · VECTOR
- Receiving Dock Inspector · GATE Vision + OCR
Commercial Director AI AgentMARGIN
- Competitive Intelligence Analyst · RADAR
- Supplier Negotiation Analyst · LEVERAGE
- Planogram & Space Analyst · BLUEPRINT Computer vision
- Retail Media Manager · SPOTLIGHT
Customer Experience Director AI AgentECHO
- Call & Chat Quality Analyst · TONE
- WhatsApp Concierge · THREAD
Expansion Director AI AgentSCOUT
- Catchment & Cannibalization Analyst · MAPPER
Dept 1 · Loss Prevention The Security Director AI Agent SENTRYComputer vision Computer vision and POS evidence for integrated shrink-risk assessment · 2 AI Agents
Combines camera and POS signals into one evidence-based view of shrink risk by location, till and daypart. SENTRY prioritises cases for review and directs its AI Agents and loss-prevention teams toward the highest-value interventions.
Primary decision surface: a shrink-risk map across products, aisles, tills and dayparts, supported by linked incident evidence.
Full technical profile
AI Agents reporting to SENTRY
Computer vision on existing CCTV identifies defined concealment and walkout patterns, then sends a discreet alert and short clip for human confirmation.
How it works
- Signal
- Existing CCTV over aisles and self-checkout.
- How it decides
- Computer vision scores concealment and walkout gestures against a theft-likelihood threshold.
- Output
- A discreet alert with a short clip to the guard or security desk for human confirmation.
Full technical profile
Anomaly detection on POS records — void abuse, discount manipulation, sweethearting — the loss cameras cannot see.
How it works
- Signal
- POS transaction logs: voids, discounts, refunds, no-sales and cashier IDs.
- How it decides
- Rules catch known fraud patterns; anomaly detection flags tills and cashiers that deviate from their peer baseline.
- Output
- A ranked investigation queue with supporting evidence — a lead for a human, not an accusation.
Full technical profile
Dept 2 · Store Operations The Operations Director AI Agent PULSE Human-approved Action Plans across store operations · 4 AI Agents
Monitors sales, stock, pricing, promotions, queues, cold-chain conditions and deliveries. PULSE ranks material exceptions and prepares a human-reviewable Action Plan showing the evidence, expected impact and proposed steps. Approved actions can be routed to connected systems under defined controls and permissions.
Primary decision surface: a daily store-health view that ranks stores by risk, explains likely causes and assigns accountable actions.
Full technical profile
AI Agents reporting to PULSE
Uses staff-phone image OCR to capture expiry dates, then recommends markdown, transfer, return or removal before stock becomes waste.
How it works
- Signal
- Staff-phone images of expiry dates, interpreted with OCR, combined with POS sell-through and ERP stock data by SKU and store.
- How it decides
- Predicts days-to-expiry against likely sell-through, then ranks each item to markdown, transfer, return or write off.
- Output
- A prioritised action list and a printable markdown ticket the manager approves.
Full technical profile
Pushes price and promo jobs to the floor and verifies the shelf tag matches the POS by photo and computer vision.
How it works
- Signal
- Daily price and promo files plus a phone photo of the shelf tag.
- How it decides
- Computer vision reads the printed tag and matches it against what POS is actually charging.
- Output
- A task queue of tags to fix; the compliance rate feeds PULSE and MARGIN.
Full technical profile
Reads existing CCTV for queue length, closed tills and unattended zones, and alerts the manager’s phone before a line becomes a complaint.
How it works
- Signal
- The store’s existing CCTV feeds over tills and aisles.
- How it decides
- Computer vision counts people in line and idle tills, comparing against a wait-time threshold.
- Output
- A push alert to the duty manager’s phone before the queue turns into a complaint.
Full technical profile
Uses sensors in fridges and cold rooms to open a controlled work order when temperature drifts beyond policy and to recommend energy settings against footfall and tariffs.
How it works
- Signal
- IoT temperature sensors in fridges and cold rooms, energy meters and footfall.
- How it decides
- Flags sustained temperature drift and models energy use against footfall and tariff windows.
- Output
- A maintenance work order with the affected asset and a nightly setpoint recommendation.
Full technical profile
Dept 3 · Fleet & Distribution The Logistics Director AI Agent COMPASS On-time delivery, cost per drop and AI-assisted dispatch · 2 AI Agents
Coordinates delivery performance and cost per drop across the fleet. COMPASS combines live vehicle positions, ETAs, store demand and warehouse orders to recommend route and load changes, while linking delivery exceptions to their potential availability impact.
Primary decision surface: a live dispatch view with ETAs, proof of delivery, route exceptions and recommended interventions.
Full technical profile
AI Agents reporting to COMPASS
Continuously re-sequences delivery routes and truck loads against live traffic, store demand and dock congestion, and pushes the updated run straight to the driver app.
How it works
- Signal
- Live GPS positions, traffic conditions, store order windows and dock congestion at each DC.
- How it decides
- A routing AI Agent re-solves the vehicle routing and load plan in near real time, balancing distance, delivery windows, truck capacity and driver hours.
- Output
- An updated turn-by-turn run pushed to the driver app, with the time and fuel saved versus the original plan.
Full technical profile
Camera and OCR at each DC dock door count cases, read expiry dates and match every pallet against the PO before it enters the warehouse.
How it works
- Signal
- A camera and OCR at each dock door.
- How it decides
- Counts cases, reads expiry dates and matches the tally against the purchase order.
- Output
- An instant discrepancy flag before putaway, feeding the goods-receipt note and ERP.
Full technical profile
Dept 4 · Pricing & Merchandising The Commercial Director AI Agent MARGIN Evidence-based margin Action Plans · 4 AI Agents
Combines competitor pricing, supplier economics, shelf productivity and retail-media demand into ranked commercial Action Plans. Recommendations are evaluated against margin, price position, availability and customer-value constraints before human approval.
Primary decision surface: a commercial view that consolidates four AI Agent outputs into a prioritised set of margin opportunities.
Full technical profile
AI Agents reporting to MARGIN
Tracks competitor prices and promotions daily per SKU, alerts on moves, and arms buyers with negotiation benchmarks.
How it works
- Signal
- Daily competitor price and promo capture per SKU.
- How it decides
- Matches items to Kazyon’s basket and tracks the price gap against a threshold.
- Output
- A daily price-gap alert and a negotiation benchmark sheet for buyers.
Full technical profile
Puts sell-through, shelf-share versus sales and delivery reliability by supplier on screen — in the negotiation room.
How it works
- Signal
- Sell-through, shelf-share versus sales, fill rate and delivery reliability by supplier.
- How it decides
- Compares the space and terms each supplier is given against the sales they actually earn.
- Output
- A one-page supplier scorecard, live on screen in the negotiation room.
Full technical profile
Estimates the sales impact of a shelf change before physical rollout and uses a virtual store simulator to compare layout scenarios.
How it works
- Signal
- Sales-per-facing history, the storebook rules and a proposed layout change.
- How it decides
- A forecasting model simulates the change in a virtual store before any physical reset.
- Output
- A predicted uplift or downside and a compliance score, delivered before staff touch the shelf.
Full technical profile
Sells in-store screen and Kazyon Plus placements to suppliers with proof of sales lift — a new high-margin revenue line.
How it works
- Signal
- Screen and app placement inventory plus sales data for the promoted SKUs.
- How it decides
- Matches each supplier booking to the before-and-after sales lift it produced.
- Output
- A sales-lift report that turns screen space into a sellable, evidenced media product.
Full technical profile
Dept 5 · Customer Care The Customer Experience Director AI Agent ECHO Interaction quality, CSAT and first-contact resolution · 2 AI Agents
Assesses hotline, WhatsApp and delivery interactions against a consistent service framework. ECHO identifies recurring pain points, supports coaching and coordinates routine service automation subject to policy, system access and human escalation rules.
Primary decision surface: interaction-quality trends, service-representative scorecards, recurring issues and critical-call flags.
Full technical profile
AI Agents reporting to ECHO
Transcribes and assesses interactions in dialect-aware Arabic, builds service-representative scorecards, supports coaching and flags potential policy breaches for review.
How it works
- Signal
- Hotline, WhatsApp and delivery-call recordings, with coverage expanded toward the full interaction base and transcribed in dialect-aware Arabic.
- How it decides
- Scores each interaction against a quality rubric and flags high-risk conversations as they happen.
- Output
- A service-representative scorecard with coaching notes plus a live flag for supervisor intervention.
Full technical profile
Conversational commerce in Arabic on a channel customers already use: search, basket, order, loyalty — no app download.
How it works
- Signal
- Inbound WhatsApp messages plus live catalogue, stock and loyalty data.
- How it decides
- An Arabic conversational model interprets the request against live ERP data.
- Output
- A completed order, answer or loyalty action inside the same chat thread — no app download.
Full technical profile
Dept 6 · Growth The Expansion Director AI Agent SCOUT Site scoring before lease commitment · 1 AI Agent
Scores every candidate location on catchment wealth, cannibalization risk and day-one assortment before the lease is signed — then benchmarks each new store against its predicted potential once it opens.
Primary decision surface: a site-investment map with demand, cannibalization, assortment and go/no-go evidence for each candidate location.
Full technical profile
AI Agents reporting to SCOUT
Runs the catchment wealth index and cannibalization simulation so a new store grows the network, not just the footprint.
How it works
- Signal
- Governorate wealth data, the existing branch network and each candidate site.
- How it decides
- Scores catchment demand and simulates how much of a new store’s sales would be pulled from nearby Kazyon stores versus genuinely new.
- Output
- A go / no-go score and a net-new-sales estimate before the lease is signed.
Full technical profile
The Systems Integrator AI Agent ANCHOR
Creates the governed data and integration layer used across the AI Agent portfolio. ANCHOR connects SAP, POS, WMS, CCTV, GPS and customer-interaction systems; applies common data definitions and access controls; and records how each AI Agent reads data, recommends an action and writes back to an operating system.
Investment implication: individual AI Agents can be piloted against existing systems, while ANCHOR is developed in parallel and expanded as validated capabilities move into production. This limits up-front platform investment without creating a separate data stack for every use case.
Full technical profile
Additional AI Agents to consider as the model matures
The model is designed to extend. Once the core capabilities are established and delivering measurable results, these additional AI Agents become viable — each building on the data and systems already in place.
An extension of ECHO: integrated with ERP and CRM to resolve approved routine orders, changes and refunds, with exceptions routed to human service representatives.
A pilot for queue-free, walk-out shopping, using the same camera intelligence that FLOW and LENS already operate.
Dark-store fulfilment for Kazyon Plus delivery at scale, with picking and staging optimised by the same demand models.
Adapts the Egypt-trained models for Morocco and Saudi Arabia with local calibration, extending the model to new markets.
AI Agent roles and mandates at a glance
| Tier | Department | Title | Codename | Mandate |
|---|---|---|---|---|
| Director AI Agent | Loss Prevention | The Security Director | SENTRY | Integrated shrink-risk assessment |
| AI Agent | Loss Prevention | Shoplifting Detection Officer | LENS | Computer vision · Event detection on existing CCTV |
| AI Agent | Loss Prevention | Transaction Fraud Investigator | TRACE | POS anomaly detection |
| Director AI Agent | Store Operations | The Operations Director | PULSE | Human-approved Action Plans across store operations |
| AI Agent | Store Operations | Waste & Markdown Analyst | HARVEST | Image OCR · Near-expiry markdown / transfer / return |
| AI Agent | Store Operations | Price & Promo Compliance Officer | TAG | Computer vision · Shelf tag matches POS, verified by photo |
| AI Agent | Store Operations | Floor & Queue Supervisor | FLOW | Computer vision · Queue, till and zone alerts from existing CCTV |
| AI Agent | Store Operations | Facilities & Cold-Chain Engineer | FROST | Fridge sensors, work orders, energy optimisation |
| Director AI Agent | Fleet & Distribution | The Logistics Director | COMPASS | On-time delivery, cost per drop and AI-assisted dispatch |
| AI Agent | Fleet & Distribution | Route & Load Optimization AI Agent | VECTOR | Continuous route and load re-optimization against live traffic and demand |
| AI Agent | Fleet & Distribution | Receiving Dock Inspector | GATE | Vision + OCR · PO verification at the DC |
| Director AI Agent | Commercial | The Commercial Director | MARGIN | Evidence-based margin Action Plans |
| AI Agent | Commercial | Competitive Intelligence Analyst | RADAR | Daily competitor price / promo tracking |
| AI Agent | Commercial | Supplier Negotiation Analyst | LEVERAGE | Supplier economics for negotiation |
| AI Agent | Commercial | Planogram & Space Optimization Analyst | BLUEPRINT | Computer vision · Predict and audit shelf changes |
| AI Agent | Commercial | Retail Media Manager | SPOTLIGHT | Supplier-funded media with measured sales lift |
| Director AI Agent | Customer Care | The Customer Experience Director | ECHO | Interaction quality, CSAT and first-contact resolution |
| AI Agent | Customer Care | Call & Chat Quality Analyst | TONE | Transcription, quality assessment and coaching support |
| AI Agent | Customer Care | WhatsApp Concierge | THREAD | Conversational commerce in Arabic |
| Director AI Agent | Growth | The Expansion Director | SCOUT | Site scoring before lease commitment |
| AI Agent | Growth | Catchment & Cannibalization Analyst | MAPPER | Catchment index and cannibalization simulation |