Week one: evals on your data
We benchmark multiple AI models — including open-weight models — against your own data and ground truth. Every deployment decision that follows is evidence-based, not vendor-claimed.
Custom agents, harnesses, and evaluation pipelines, engineered around your real workflows and data — by the team that builds its own silicon with AI agents.
Silicon for intelligence at the edge
How we work
Every engagement starts with evidence and finishes in your environment. Then: pilot to production, with your engineers in the loop.
We benchmark multiple AI models — including open-weight models — against your own data and ground truth. Every deployment decision that follows is evidence-based, not vendor-claimed.
Model-agnostic and tiered: fast, economical models handle routine cases, with escalation to stronger models only when a case demands it. Accuracy, latency, and unit cost are designed together.
Your cloud account or on-premises, with strict per-client isolation. Open-weight options keep data and designs entirely within your infrastructure — built for IP-sensitive and export-control-sensitive work.
What we build
Not a chatbot bolted onto your docs — an engineered system, built around how your team actually works.
Agents built around your workflows, tools, and domain knowledge — not generic chatbots, not off-the-shelf SaaS.
The scaffolding that makes agents dependable in production: tool access, guardrails, and human-in-the-loop review where it matters.
Ground-truth datasets, regression evals, and continuous monitoring — so quality is measured, not assumed.
Our research arm
Drutam is client zero. The same agents we deploy for clients run inside our own chip-development flow — drafting RTL, triaging verification, exploring timing closure on our edge-AI accelerator.
Semiconductor and VLSI teams are our first served field, and the flywheel runs both ways: engagements sharpen the methodology, and every chip milestone hardens the agents. Each arm of the company is the other's first customer.
Contact
Scoping an AI engagement? We'll benchmark models on your data in week one. For silicon research, institutional programmes, and partnerships — same door, tell us who you are.