Insights from production

Our primary business is AI optimization apps that work in tandem with Microsoft Dynamics 365 — pricing, warehouse pick-path, demand and inventory, allocation, and contract review beside the ERP, never modifying its core. Behind them sits a production AI engineering practice with four AI products of our own (Paralegent AI, ProspectVox, VectorHire, VORTA), building agent, retrieval and voice systems for enterprises.

We do AI, and we do it inside the ERP you already run. Your partner put Dynamics in and keeps it running, and we build the complementary apps that make the optimal call on top of it — the last mile your ERP records but cannot optimize. Founded in 2019, we also run a separate AI engineering practice building production agent, retrieval and data systems.

Enterprise voice AI for sales automation, AI recruiting platforms, customer support agents, enterprise RAG and GraphRAG systems, agentic workflow automation, and document intelligence pipelines. All production-ready with real-world performance metrics.

For full production systems, we deliver in weeks with production monitoring and support. For staff augmentation, get elite GenAI engineers quickly - pre-vetted and ready to embed with your sprint cadence.

Cognilium AI is remote-first and works as part of its clients’ teams across US and UK hours. Clients are in the United States, the United Arab Emirates, the United Kingdom and Pakistan. All work happens remotely via video calls, Slack and shared project tooling; contact and legal details are on the contact page.

Four production AI products: Paralegent AI, which reviews contracts against a company's own playbook with twenty-three agents inside Microsoft Word; ProspectVox for outbound sales from research through to the call; VectorHire, which screens a candidate with four agents at once; and VORTA, which answers customers and staff from a company's own material with the source attached.

Yes. We provide pre-vetted senior GenAI engineers who embed with your team within 48–72 hours. They work in your sprint cadence, your stack, your tools. Expertise spans LangChain, OpenAI, RAG, multi-agent systems, and voice AI. No long-term commitment required.

Mudassir Marwat founded Cognilium AI in 2019 and leads it as CEO. The company builds the AI layer above the ERP — the pricing, replenishment, pick-path and contract decisions Dynamics 365 records but never optimises — and operates four AI products of its own, running 37 AI agents in production across three clouds. He works from named outcomes rather than averages: a 97% database-load reduction on a marketplace platform, a material cut in AI running costs through model routing on a contract platform. He ships on three clouds in production — AWS, GCP and Azure, each with its own infrastructure-as-code — with clients in the US, UAE, UK and Pakistan.