Audit
Find the workflow
Map pressure and decide what deserves a build.
Process
Audit, build, and harden AI systems for real operations
Start with the workflow, build the useful system, then harden production behavior.
Operating model
The process keeps AI tied to the workflow
One spine for audits, builds, RAG, reliability, and security.
Build
Ship the system
Implement AI surfaces, integrations, and review loops.
Harden
Make it operable
Add evals, monitoring, fallback, and security.
What happens in practice
The process produces decisions and systems
Each stage creates something the team can use.
Discovery
Workflow review
Understand work, owners, tools, and friction.
Maps
Systems
Risks
Prioritize
Opportunity scoring
Rank projects by value, readiness, and risk.
ROI
Complexity
Build call
Design
Controlled workflow design
Define AI boundaries, review points, and metrics.
Review
Exceptions
Metrics
Harden
Reliability and security
Add evals, permissions, fallbacks, and support paths.
Evals
Observability
Security
Project path
A practical path from idea to production
Not every project needs every phase.
Default principle
Do the smallest useful build, then harden what carries load.
01
Frame workflow and success
Clarify user, pain, output, and human review.
02
Design system scope
Translate workflow into AI behavior and integrations.
03
Build and launch
Ship with realistic cases and instrumentation.
04
Harden and decide next
Improve quality, controls, cost, and support.
Deliverables
Common process artifacts
The mix depends on audit, build, hardening, or support.
Workflow map
Build/no-build recommendation
Implementation plan
AI workflow or feature build
Monitoring plan
FAQ
Common process questions
Do we have to start with an audit?
No, but it helps when priority, ROI, or scope is unclear.
What if AI is not the right answer?
That is a valid result. Weak ideas should be filtered early.
Start points
Choose the path that matches your stage
Audit when unclear; build or harden when the workflow is obvious.
Audit
AI Business Audit
Find the first workflow worth building.
Get audit scopeBuild
Workflow Automation
Automate intake, routing, handoffs, and reporting.
See serviceHarden
AI Evals & Reliability
Make live AI measurable and stable.
Review systemEngagements
Engagement Models
Compare audit, build, embedded, and hardening options.
Compare modelsProcess FitAI implementation path
Find the right starting point
Tell us whether you need audit, build, or hardening work.