AI and developer platforms are easy to buy and much harder to evaluate objectively.

I help teams determine whether a tool actually fits their requirements, overlaps with capabilities they already own, creates unnecessary operational burden, introduces avoidable risk, or is worth expanding.

The assessment is grounded in your actual workflow and business needs rather than vendor positioning.

The goal is a clear decision:

Business and technical requirements

Platform capabilities

Existing-tool overlap

Workflow fit

Integration requirements

Operational burden

Data and permission exposure

Security and trust considerations

Vendor lock-in

Available cost and usage information

Alternative approaches

Unresolved assumptions or risks

Requirements and decision criteria

Capability assessment

Stack-overlap analysis

Integration and operational review

Trust and risk observations

Open questions and unresolved risks

Clear recommendation

Executive summary

Technical appendix

The decision you are trying to make

Your current tooling environment

Desired business or technical outcomes

Relevant vendor documentation

Trial or demo access when available

Access to the people who actually use or own the workflow

Contact for pricing