edupundit

Security & governance

The dominant failure mode in AI consulting isn't bad technology — it's the post-engagement gap: the firm leaves, the system never gets operationalized, and the internal team can't run what was built. Here's specifically how we avoid that.

Ownership transfer

Every engagement includes a documented handoff: architecture decisions, runbooks for common failure modes, and a walkthrough with your team before we consider the engagement closed. You own the code, the credentials, and the decisions — nothing is held back to create dependency on us.

No vendor lock-in

We build on standard, boring technology your team can already hire for — not proprietary frameworks that only we can maintain. If a tool choice would create lock-in, we say so explicitly before you commit.

Diagnostic data — privacy policy

This section covers data collected through the AI readiness diagnostic on this site.