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// INSIGHTS

Notes on building AI properly.

Short, specific writing on AI governance, evaluation, pricing, and the engineering discipline behind production AI — the same standards we apply on client work.

COMPANY

AI Consulting Without the Theater

Most "AI consulting" right now means someone wired up ChatGPT to a Slack bot and called it a product. We do something narrower.

AI GOVERNANCE

The AI Failures That Cost You Later, Not Immediately

The scariest AI failures aren't the loud ones. They're the ones nobody's testing for.

PRICING

What AI Consulting Should Actually Cost

AI consulting rates in 2026 range from $75/hr for solo freelancers to $600/hr at the big consultancies. Neither end is where most companies actually want to be.

FEASIBILITY-FIRST

Sometimes the Right Answer Is No

The most useful thing we did for a prospect recently was talk them out of building an AI agent.

TECHNICAL STANDARDS

Why Every AI Feature Needs an Eval Suite

Would you ship code with no test suite? Then why ship an AI agent with no eval suite?

TECHNICAL STANDARDS

The Unglamorous Work Behind Trustworthy RAG

If your AI assistant is confidently making things up, the problem usually isn't the model.

AI GOVERNANCE

The Human-Approval Gates We Don't Negotiate Away

Not every action an AI agent takes should happen without a human in the loop.

GET STARTED

Book a Free Feasibility Call

If you're evaluating whether an AI agent, assistant, or feature makes sense for your product, we do a free feasibility conversation before any proposal.

Denzuri LimitedDENZURI

AI & SOFTWARE ENGINEERING

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