Compliance, Data & Adoption

Every data-governance and enterprise-readiness concern, answered.

This category gates revenue. Compliance and consent are the critical path.

The goal is to address compliance precisely, own it with a named lead, and have a credible first step. The engineering is sound; the approvals are the variable.

Evidence

Gartner I&O AI ROI survey: only a minority of I&O AI use cases fully succeed and meet ROI expectations.
Gartner GenAI project failure analysis: abandoned proofs of concept are driven by data quality, risk controls, costs, and unclear business value.

Cost, Vendors & Economics

Token-cost blowups, vendor reliability, subscription economics, maintenance burden.

Competition, Market, IP & Business Model

Vendor timing, defensibility, and execution — every market concern, answered.

Compliance, Data & Adoption

Customer compliance blocks deployment even when engineers want it

Sensitive customer data stays on their premises

Data movement requires a DPA, insurance, and legal sign-off

Some customers cannot use certain AI providers

Enterprise approval can take 3 months to 3.5 years

Most enterprise AI fails — adoption is high but real ROI is rare

Enterprises are 6–12 months from being ready

Hallucination and accuracy are governance concerns for auditors

Many people find AI intimidating or simply prefer not to use it

Evidence

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