Technical evaluation
A useful design partnership starts with one governed AI system, a known change and evidence that a narrower, defensible reapproval decision is possible. This is an evaluation framework, not an offer of an already-integrated enterprise deployment.
Agree pass criteria and access restrictions before running a customer pilot. No customer-specific integration or data transfer is assumed in advance.
Inputs
One representative AI workflow, selected components, relevant controls and authorized project owners.
Evidence of acceptance
Agreed system boundary, accepted baseline inputs, evidence source list and scope exclusions.
Inputs
Versioned configuration, approval context, existing evaluations and evidence references.
Evidence of acceptance
Identifiable approved baseline and reviewer-readable assurance mapping.
Inputs
One proposed candidate with a known semantic change set.
Evidence of acceptance
Auditable component comparison, affected paths and unmapped uncertainties.
Inputs
Control/evaluation dependencies plus permitted test execution or existing results.
Evidence of acceptance
Reused versus reopened evidence, required tests, unknown coverage and a reviewer decision package.
Count mapped and unmapped semantic changes against the agreed change set.
Record supported evidence retained without rerunning checks, with the reason and approved scope.
List evaluations and controls that genuinely require new work, compared against full reassessment.
Demonstrate each reopened control has an inspectable cause, evidence reference and next action.
Record the actual elapsed time across comparable review steps; do not claim a guaranteed reduction.
Explicitly count unknown mappings, stale sources and required manual decisions.
These are proposed measurement categories, not achieved results, guaranteed savings or a fixed pilot duration. Exact baseline, evaluation data and reviewer sign-off are defined jointly.
Optional pilot scope preview
Make the first buyer conversation specific. This runs entirely in your browser; no details are submitted or stored.
01 / Choose the problem
02 / Choose the evaluation owner
Proposed buyer conversation
Connector availability, product release capability, security and commercial terms require independent confirmation before any real pilot.
Bring the agent use case, its current approval process, one representative change and any constraints on evidence handling. We will agree supported capabilities before execution.
