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INTEL · DUE DILIGENCE, ON US

Operational intelligence.

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55 articles

Featured case study The Backend Behind A Production AI ECG PlatformHeartSciences needed a production cloud backend for their vendor-neutral AI ECG platform. ML LABS was the only backend engineering on it — and it runs today in clinical production across the US and UK.May 5, 2026READ THE CASE →
What To Demand From A Fractional AI OwnerHanding a live AI system to one accountable outsider is the right move only if you hold them to a demanding bar. Here is the bar, and how to check it before you sign.Jul 14, 2026READ →How to Find Your First AI Use CaseFour factors decide whether a first AI use case survives delivery — and the most valuable answer a selection process can produce is sometimes that none of the candidates qualify yet.Jul 7, 2026READ →Embedding Trust Without Owning User AuthenticationA component that drops into someone else's product cannot ask their users to log in again — and cannot be trusted with their credentials either. Federated identity is the whole design problem.Jun 30, 2026READ →Why Your AI Tools Are Losing MoneyYou can total what your AI tools cost. Almost nobody can total what they return — and the gap is an ownership failure, not a technology one.Jun 27, 2026READ →Why Cheaper Software Creates More Demand For EngineersAI is making software dramatically cheaper to build. The historical pattern says demand expands faster than cost falls, and the work shifts toward people who can review and operate the systems being created.Jun 25, 2026READ →Healthcare AI Integration with EHR Systems and FHIRHealthcare AI products stall at the integration layer, not the model layer. What EHR and FHIR work actually requires — from the practice that built the integration layer of a production AI-ECG platform.Jun 23, 2026READ →Scoping Session Or System Design: What Each BuysBoth steps look like an expert review from the outside — but one ends with a written plan and a go / no-go, and the other ends with a fixed price and a system already running on your data.Jun 20, 2026READ →What a Good AI System Design IncludesEvery pre-build deliverable falls into two categories: the kind that can fail, and the kind that cannot. This is what to demand from the kind that can.Jun 15, 2026READ →Turn Vague AI Requirements Into Checkable TargetsAI projects stall when business intent never becomes a target anyone can grade. This article shows how targets get written, and what happens when one is missed.Jun 12, 2026READ →
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