How we work
The Cardinal AI transformation process.
A twelve-week arc from measured baseline to a production system your leadership can defend in an operating review — then a clear path to scale.
AI transformation process
A disciplined path from ambition to audited results.
Every Cardinal engagement follows the same sequence. No open-ended discovery, no pilots that quietly disappear — each phase ends with an artifact your leadership can act on.
- 01Weeks 1–2
Discover & Baseline
We map the workflows, capture the numbers you already report, and score every candidate use case against value, feasibility, and risk.
- Prioritized use-case shortlist
- Measured baseline metrics
- Risk and compliance map
- 02Weeks 3–4
Architect & Govern
Solution architecture, data boundaries, and the governance model are designed together — aligned to NIST AI RMF and your existing controls.
- Reference architecture
- Governance and policy pack
- Costed delivery plan
- 03Weeks 5–10
Build & Evaluate
Senior engineers build in short increments with an evaluation harness from day one, so quality is proven before anything touches production.
- Working system in staging
- Living evaluation test set
- Human-in-the-loop design
- 04Weeks 11–12
Deploy & Prove
Controlled rollout with observability, cost controls, and a reporting cadence that puts AI value in the operating review — not a separate deck.
- Production deployment
- Monitoring and cost dashboards
- Verified ROI report
- 05Ongoing
Scale & Enable
We transfer ownership, train your teams, and stand up the center of excellence that lets the next use case move faster than the first.
- Role-based enablement
- Center of excellence playbook
- Roadmap for wave two
What you get
Artifacts, not slideware.
- A costed roadmap tied to metrics your finance team already reports
- Reference architecture and a governance pack aligned to NIST AI RMF
- A living evaluation test set owned by the business, not the vendor
- Production deployment with observability and cost controls
- A verified ROI report against the baseline captured in week one
- Enablement so your team owns the next use case
Get started
Want this process applied to your highest-cost workflow?
Book a 30-minute consultation. We will walk the first phase with you and outline what a measured 90-day result looks like.