Audit
Unclear priority
Best when ideas need ranking.
Engagement Models
AI engagement models for audits, builds, embedded teams, and hardening
Choose the model based on uncertainty, urgency, and ownership.
How to choose
Pick the model based on the decision you need next
Clarity, execution, capacity, or production control.
Fixed Build
Clear workflow
Best when one outcome has an owner.
Hardening
AI already matters
Best when reliability or security is weak.
Models
Ways Dioko can engage
Each model should produce a decision, system, or control.
Audit
AI business audit
Assess workflows, ROI, readiness, and risks.
Roadmap
Workflow map
Build call
Build
Fixed-scope implementation
Build a defined workflow, feature, or search system.
Outcome
Plan
Launch
Embedded
Forward-deployed engineers
Add senior AI capacity inside the team.
Architecture
Implementation
Collaboration
Harden
Reliability and security
Add evals, tracing, fallbacks, and security review.
Quality
Visibility
Risk
Selection path
Match the model to the current stage
Reduce uncertainty, create leverage, or lower risk.
Practical rule
Audit when unclear. Build or harden when the workflow is known.
01
Clarify the stage
Exploring, prioritizing, building, piloting, or operating?
02
Choose the narrowest useful scope
Avoid broad work when a focused sprint answers the question.
03
Define outputs and owners
Make deliverables, inputs, and decisions explicit.
04
Expand from evidence
Use results to choose the next workflow or control.
Comparison
What to expect from each model
Every engagement should produce a concrete outcome.
Audit: ranked roadmap
Fixed build: defined workflow or feature
Embedded: senior delivery capacity
Hardening: evals, monitoring, security
Support: tuning and iteration
FAQ
Common model questions
Can we start small?
Yes. Audits and focused builds avoid forcing a long retainer.
Do you work with internal teams?
Yes. We can build directly, collaborate, or embed engineers.
Related services
Compare the main paths
Concrete services behind the engagement models.
Start Here
AI Business Audit
Decide which AI opportunity deserves the first build.
Get roadmapParent Service
Workflow Automation
Map, redesign, integrate, and harden business workflows.
View serviceProduction
AI Evals & Reliability
Add measurement, observability, fallbacks, and quality controls.
Review systemEngagement FitModel selection
Choose the right engagement model
Tell us your stage and the next decision or build needed.