Services · 3 active · 2 by request

The work we do most often.

Three productized engagements where we ship the most value the fastest. Each one starts with a 30-minute conversation and ends with code in production.

Three sprints, productized.

Two more we take on occasionally.

Not productized yet. Write to us if either fits.

By request

RAG Quality Audit

Deep diagnosis of retrieval, grounding, citation accuracy, and evaluation maturity for teams whose RAG system is giving inconsistent or unverifiable answers.

By request

AI Technical Due Diligence

For investors and acquirers evaluating an AI startup. Architecture credibility, scalability risk, AI moat assessment, team capability check.

Different from Architecture Sprint and Embedded Build.

Services are problem-shaped — named after what they fix. Engagement models on How We Work are process-shaped — they describe how we engage. A service is delivered through an engagement model. You don't have to choose between them.

Tell us what you're building. We'll tell you honestly if we can help.

Talk to Manmeet
Manmeet Singh
Manmeet SinghFounder · ML Architect