Highlights
- Strong fit for privacy-sensitive delivery
- Aggregate shares are easier to discuss than raw logs
- Project-scoped views help with client review
Use case
vibestats for consultants
Use vibestats when privacy, client context, and explainable AI usage matter more than a cloud-first dashboard.
Intent
Use case
Focus
vibestats for consultants focuses on a repeatable reporting workflow instead of raw token dumps.
Next step
Relevant commands
npx vibestats --projectnpx vibestats --sharenpx vibestats --monthlyTypical challenge
Consultants often need to prove the value of AI-assisted work while keeping client-sensitive prompts and context out of third-party systems.
Useful vibestats workflow
Stay local by default, use monthly or project-scoped reports internally, and publish aggregate share pages only when you need a cleaner communication surface.
Outcome
You can keep AI usage visible to yourself or the client without expanding the data boundary more than necessary.
FAQ
Why does vibestats for consultants matter?
vibestats for consultants matters when people need a stable way to explain AI coding usage, patterns, or cost without reverse-engineering local files every time.
Is this only for one kind of developer?
No. The same reporting surface can support solo developers, client work, internal retrospectives, and manager reporting. The difference is usually which report you prioritize.
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