Routine steps
Classification, extraction, validation, routing, and repair do not always need the most expensive model in the stack.
Flev DevOps Intake
Send one failing engineering path. We will scope the smallest useful paid pilot.
Use this checklist before the first call. The goal is not a perfect brief; the goal is enough context to decide whether a 7-day diagnostic sprint can produce a useful result.
Model Cost And Privacy
Use frontier models only where they matter.
Flev workflows can route routine, structured steps to local or private small models while keeping stronger models available for complex reasoning.
Reviewable routing
Teams should be able to see which model handled which step, why fallback exists, and who can approve changes.
Small-model ready
Better Call evidence shows tool-call accuracy improving from 73.4% to 83.8% on 3,625 granite4.1:3b BFCL v4 cases.
What to send first
What to prepare
Paste these items into the first message or bring them to the scoping call.
Failure path
GitHub Actions URL, deploy log, Kubernetes namespace, incident note, screenshot, or repeated release symptom.
Target boundary
Repo or service name, environment, branch/release context, and whether access is read-only or shared as artifacts.
Owner and risk
Who owns the workflow, which actions are safe to inspect, and which actions require explicit approval.
Useful result
What would make the pilot worth paying for: faster diagnosis, safer rollback, better runbook, fewer repeated incidents, or a reusable Flev workflow.
Success criteria
What happens next
Scope check
We confirm whether the path is narrow enough for a 7-day sprint.
Access boundary
We agree what is read-only, what is excluded, and what would need approval.
Fixed pilot
If it fits, we quote the fixed pilot and begin with the evidence package.
Flev DevOps Intake
Email the intake
The first sale should be narrow enough to trust. Flev DevOps starts read-only and asks for approval before any action can change code, packages, deployments, or cluster state.
Flev DevOps
Email the intake
Have one failing CI, deploy, Kubernetes, or incident path worth fixing first?
Send the failing path and what a useful diagnosis would change. We will help scope the smallest credible Flev DevOps pilot before expanding into broader workflow products.