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Folium framework
Score the AI partner by the operating system they can leave behind.
This scorecard helps buyers compare AI implementation partners by workflow fit, data boundaries, build capability, evaluation discipline, launch readiness, adoption support, and operating ownership.
Why it matters
This framework gives the buyer a language for the decision.
AI partner selection often gets trapped in brand names, demos, or model capability. A scorecard forces the buyer to ask whether the partner can make the work safe, useful, adopted, measured, and supportable.
How to use it
01
Name the work
Define the first workflow, user group, source truth, data class, and business outcome before scoring vendors.
02
Score delivery fit
Rate each partner on diagnosis, architecture, build ability, integration, evaluation, governance, adoption, and support.
03
Choose the next gate
Move only the strongest path into discovery, prototype, pilot, or launch-room review with owners and exit criteria.
Operating rubric
What weak and strong states look like.
Workflow fit
Weak state Partner talks generally about AI capability.
Target state Partner can name the workflow, user, source, state change, and success measure.
Build capability
Weak state Partner stops at advice, slides, or tool recommendations.
Target state Partner can build or coordinate the working surface, integration, review queue, and records.
Governance
Weak state Risk is handled as policy language after the demo.
Target state Data boundaries, permissions, approval gates, logs, rollback, and support are designed before launch.
Operations
Weak state The engagement ends when the pilot works once.
Target state The handoff includes monitoring, owners, incident paths, improvement backlog, and adoption support.
Decision matrix
Turn signals into action and ownership.
Signal
Action
Owner
Partner cannot name the first workflow
Keep the engagement in diagnosis
Business sponsor
Partner cannot test AI behavior
Require evaluation cases before pilot
Technical owner
Partner cannot explain operating handoff
Add support and ownership requirements
Operations owner
Useful outputs
What the framework should leave behind.
Partner scorecard
Shortlist rationale
Workflow-first requirements
Pilot gate criteria
Launch and support questions
Related paths
Move from framework to Folium delivery.
FAQ
How buyers should read the framework.
What is the most important score?
Workflow fit is usually first. If the partner cannot name the actual work, model and tool recommendations arrive too early.
Can this scorecard compare very different providers?
Yes. It gives model providers, consultants, engineering teams, automation vendors, and internal teams the same operating questions.
Start here
Use the framework, then build the first controlled lane.
Folium can translate the score, matrix, or map into workflow scope, system design, data boundary, launch gate, and operating handoff.
Common questions
Questions this page answers.
What is the most important score?
Workflow fit is usually first. If the partner cannot name the actual work, model and tool recommendations arrive too early.
Can this scorecard compare very different providers?
Yes. It gives model providers, consultants, engineering teams, automation vendors, and internal teams the same operating questions.