Engagement models for governed production AI
Clear delivery models for teams evaluating governed production AI, ownership, and compliance-by-design execution.
What you get: focused delivery by a small senior team, full system ownership from day one, and governed production rollout — not months of discovery theatre before the first line of code ships.
AI Proof-of-Value
Validate before you commit
A focused early-phase engagement using your real workflow context so you can assess feasibility, governance needs, and production readiness before a larger build.
Example: test a document, onboarding, or review workflow against your real constraints, then decide what a governed production path should look like.
AI Sprint
Structured system delivery
A governed production build for a clearly defined workflow, with explicit deliverables, ownership clarity, and a structured rollout path.
Example: a regulated workflow automation system with document processing, orchestration, review logic, and audit-ready operating controls.
AI Factory
Ongoing governed delivery
A sustained delivery model for organizations that need ongoing AI system buildout, control refinement, and expansion across workflows over time.
Example: extend an initial production workflow into adjacent use cases, stronger controls, and broader operating improvements as the system matures.
Outcome-Based
Shared commercial alignment
For selected projects, part of the commercial structure can align to clearly defined business outcomes when scope, measurement, and operating context make that sensible.
Example: agree upfront on the operating outcomes that matter, then align parts of the delivery model to those outcomes.
Verified proof we can stand behind
TaxBuddy
Production AI workflowVerified outcome: 100% payment collection last filing season.
Centrum Broking
KYC automationPublic proof point: regulated workflow automation delivery for Centrum Broking.
We only publish outcomes we can verify. If you want projections for your specific workflow, that's what the free audit conversation is for.
Common questions
Verified proof points
Production AI workflow for tax operations.
Regulated KYC automation delivery for a live onboarding workflow.
Pricing Questions
Common questions about our transparent pricing and enterprise plans
Governed production next step
What serious buyers should align before choosing an engagement model
Commercial evaluation gets cleaner when production scope, governance expectations, ownership boundaries, and runtime control review are settled before pricing becomes the whole conversation.
Production scope
Align what the engagement is actually expected to deliver in governed production instead of pricing against a vague future state.
Review production scopeGovernance expectations
Align how requirements, controls, approvals, and acceptance conditions should be made explicit before commercial shape hardens.
See governance structureOwnership boundaries
Align what your team should own, what remains portable, and where engagement convenience could quietly become lock-in later.
Check ownership boundariesRuntime control review
Align how live outputs are verified, escalated, and kept reviewable once the system leaves workshop or demo conditions.
Inspect runtime controls