Invest or partner with confidence. Get a clear, unbiased view of technology, risks, and upside—so you can act decisively.
Limited time, vendor gloss, and unverified AI claims create uncertainty and deal risk.
Independent deep-dive across code, infra, data, security, and delivery maturity—synthesized into clear findings with remediation priorities.
Concise exec narrative backed by evidence.
Red/Yellow/Green heatmap and implications.
Findings that inform valuation and terms.
Concrete remediation plan and milestones.
Claims validated against architecture and data realities.
Cross-links: Post-close enablement via AI & ML Architecture and MLOps & ML Systems.
align on thesis and risk focus
repos, docs, architecture, data
leaders and engineers
risks, upside, recommendations
clear next steps and ownership
VC Diligence — Assessed an AI platform's scalability and cost structure; provided a prioritized remediation roadmap.
We work under strict NDAs with read-only access and defined information barriers.
Depth is tailored to stage and thesis; we prioritize the risks that matter.
We specialize in AI/ML architecture, data, and MLOps realities.
Independent, senior-only reviewers; no product or implementation bias.