FAQ
Questions procurement and engineering teams ask
Straight answers — scoped delivery, honest boundaries, no invented certifications. For a deeper technical and data posture overview, see Security & data handling.
What does a typical engagement look like?
We start with discovery to align on workflows, data, constraints, and a success scorecard. From there we move into strategy, build, deploy, and optimization — with written milestones and acceptance checks so scope stays defensible for your team and procurement.
Do you work in our cloud or on your own systems?
Most production work is built to run in your environment and your trust boundaries. We avoid unnecessary copies of sensitive data and align access, logging, and retention to your policies; exact architecture is scoped per project.
How do you handle data access and least privilege?
We scope access to what delivery requires, use time-bounded access when possible, and design production access to be reviewable. High-risk actions are designed to route through human review when that matches your risk posture.
What do you use for evaluations and regression testing?
We emphasize evaluation suites (golden sets where available), regression gates before releases, and monitoring so production behavior doesn’t silently drift. Metrics tie back to operational outcomes — not vanity benchmark scores.
Can you align with our compliance frameworks?
Yes — governance is mapped to requirements you already use (privacy workflows, audit expectations, AI risk management themes). Formal control matrices, DPAs, and SIG-style questionnaires belong in contracting and procurement, not on a marketing page.
Will you claim SOC 2 / FedRAMP / HIPAA on our behalf?
No. We won’t invent attestations. If you need formal assurance artifacts, we participate in your vendor process with accurate scope — and we structure delivery so controls are implementable in your environment.
How are engagements priced?
Pricing is scoped to outcomes and constraints — readiness assessments, implementation engagements, and retainers are outlined on our Pricing page. We don’t publish one-size-fits-all numbers for bespoke AI delivery.
How fast do you respond after we reach out?
For strategy call requests submitted through our form, we aim to respond within one business day with next steps or scheduling options.
Still evaluating fit? Start with a short strategy conversation.
Book a Strategy Call →