Target
AI product vendors
Especially vendors selling into enterprise workflows.
Use this page with the updated one-page PDF/PNG brief for AI product vendor review.
The PDF and PNG now match the material-action / builder-review narrative.
One-page brief: public, non-confidential overview for AI product vendors, platform teams, security, and governance reviewers.
A quick scan for AI product, platform, security, and governance reviewers.
Especially vendors selling into enterprise workflows.
Customers hesitate when AI output can become action without reviewable control.
Add a pre-action decision artifact without replacing the model.
Where can AI text become money, access, record, or release?
LimFlex returns the artifact; the host product executes, withholds, or routes.
One sentence for builders: insert LimFlex between the model draft and the material-action call.
Allow / Hold / Review / Block with when each one happens.
Payload, schema, latency, determinism, config, and failure mode.
Draft, context, evidence refs, and policy id.
Decision, reason, missing evidence, and route.
What response time is acceptable at this workflow boundary?
Which checks are deterministic, which are model-assisted, and how uncertainty is routed?
Where does policy/config live, and who controls it?
What happens when required evidence is missing?
Start by locating the action boundary in one AI workflow.
First question: where can AI output become money, access, records, or external release?
Boundary: LimFlex returns the artifact; the host keeps execution authority.