Industries · Retail & CPG
Decisions at the Speed of the Category.
High-volume catalogue, demand and service work suits a routed model portfolio — small models for the volume, frontier reasoning reserved for the exceptions.
Constraints
Carving the Architecture for You
We build sovereign principles where you have greater control over every AI agent. Embedded in the design, our architectural principles remain the core competency that’s driving every AI implementation.
Our Roadmap
Use case → agent → data → architecture → product → outcome.
Purpose-built agents that make the operations seamless. Every agent gives a potential business outcome, contributing towards operational excellence and resilience.
| USE CASE | AGENT | DATA | ARCHITECTURE | PRODUCT | OUTCOME |
|---|---|---|---|---|---|
| Category analysis | Analyst agent over governed metrics | Sales, inventory, market data | Semantic layer + Agent | Chat4ED | Time from question to decision |
| Catalogue enrichment | Enrichment agent with human review on exceptions | Product master, supplier feeds, imagery | SLM routing + Multimodal | — | Cost per enriched item |
| Customer service | Resolution agent with entitlement checks | Orders, policy, logistics | RAG + MCP + Approval | — | Containment with verified resolution |
| Demand forecasting | Monitoring agent explaining forecast movement | Demand history, promotions, external signals | MLOps + Explanation layer | — | Forecast accuracy |
Choose your starting point
Where Are You Today?
Enterprise AI conversations stall when the entry point is wrong. Pick the sentence that matches your situation.
We have an idea.
→ AI STRATEGY
We have a POC.
→ AI PRODUCTIONIZATION
We have an AI application.
→ LLMOPS / AGENTOPS
We need autonomous workflows.
→ AGENTIC AI
Our AI is too expensive.
→ AI FINOPS
Our AI can't reach enterprise knowledge.
→ RAG & KNOWLEDGE
We can't send data to public AI.
→ SOVEREIGN AI
We need to run AI securely.
→ AI SECURITY
Realize the Value with an AI Stack Meant for You
We build a continuous discipline, operationalizing AI across your business functions with governance in play.
30 MINUTES WITH AN ARCHITECT · BRING YOUR HARDEST CONSTRAINT