Enterprise MVP Development: Ship Inside Procurement, Security, and Compliance

Why enterprise MVPs stall

In a startup, the MVP's job is to find out whether anyone wants the thing. In an enterprise, that's often already known — the pilot exists because a business unit has a documented problem. The MVP's real job is to survive the organization.

The failure modes are institutional, not technical:

• Security review arrives late. The build is done, then InfoSec asks for SSO, audit logs, encryption-at-rest details, and a data-flow diagram that nobody produced.
• Data residency surfaces in month two. The pilot processes EU personal data on US infrastructure and has to be re-architected.
• No procurement path. The pilot works, everyone likes it, and there is no vehicle to buy the production version.
• The sponsor moves. Enterprise pilots outlive the executive who championed them roughly half the time. A pilot with no documented business case dies with its sponsor.

What we build in from day one

Identity and access. SSO via SAML or OIDC against Okta, Entra ID, or your provider of choice, with role-based access control mapped to your existing groups rather than a bespoke permission model.

Audit logging. Every action that touches regulated data or changes state is logged with actor, timestamp, and before/after values. This is the single most common gap we find in pilots built elsewhere, and it is very expensive to retrofit.

Data residency and isolation. We deploy into your cloud account and region when residency is a requirement, rather than into our own infrastructure. Single-tenant by default for regulated workloads.

Model governance. For AI features, we log prompts, retrieved context, model version, and output for every inference that affects a decision. When your risk team asks "why did it say that," the answer is retrievable rather than reconstructed.

The security questionnaire, handled up front

We produce the artifacts your review process will ask for as part of the build, not after it: a data-flow diagram, a subprocessor list, an encryption summary covering data in transit and at rest, an access-control matrix, and a description of how model inputs and outputs are retained.

Pilots that arrive at security review with these ready clear it in days. Pilots that don't spend six weeks in email.

Building toward a procurement path

We scope the pilot so its output is the evidence your business case needs: measured baseline, measured result, and a cost model for the production version. A pilot that proves value but produces no numbers cannot be bought.

Where this fits

This is the right engagement when you have an identified internal problem, a sponsor with pilot budget, and a security function that will review anything touching production data. It is the wrong engagement if you need FedRAMP authorization or an air-gapped on-premise deployment — those need a specialist, and we'll say so early.