Local vs cloud AI analytics

Compare local-first AI coding analytics with cloud dashboards and decide when vibestats fits better.

Intent

Comparison

Focus

This comparison is mostly about data boundaries and operating model, not about one side being universally better.

Next step

Open the command reference

Highlights

Local-first analytics and Cloud dashboards solve different reporting jobs.
Choose local-first analytics when privacy, local workflow speed, or developer-controlled reporting matter most. Choose cloud dashboards when centralization and multi-user access matter more than default locality.
vibestats works best when you want local, repeatable reporting around actual AI coding usage.

Relevant commands

npx vibestats --jsonnpx vibestats --share

Comparison

Dimension	Left side	Right side
Data path	Local artifacts stay on your machine until you choose to share aggregate output.	Raw or semi-raw usage often leaves the device by default.
Setup	Fast for solo developers who already have local session data.	Useful when a team wants one hosted surface with centralized access.
Privacy	Better when prompts, responses, and project paths should not leave the local environment.	Useful when collaboration beats strict local-only defaults.
Reporting shape	Strong for command-line workflows, wrapped recaps, and shareable aggregate pages.	Strong for centralized dashboards and multi-user permissions.

Where Local-first analytics wins

Data path: Local artifacts stay on your machine until you choose to share aggregate output. Setup: Fast for solo developers who already have local session data. Privacy: Better when prompts, responses, and project paths should not leave the local environment. Reporting shape: Strong for command-line workflows, wrapped recaps, and shareable aggregate pages.

Where Cloud dashboards wins

Data path: Raw or semi-raw usage often leaves the device by default. Setup: Useful when a team wants one hosted surface with centralized access. Privacy: Useful when collaboration beats strict local-only defaults. Reporting shape: Strong for centralized dashboards and multi-user permissions.

Decision rule

Choose local-first analytics when privacy, local workflow speed, or developer-controlled reporting matter most. Choose cloud dashboards when centralization and multi-user access matter more than default locality.

FAQ

Should I choose Local-first analytics or Cloud dashboards?

Is this comparison about replacing everything with one report?

No. Most teams need more than one reporting view. The useful comparison is about which view answers which question, and when vibestats should be part of the stack.

Continue by intent

View all compare

features privacy-first-analyticsOpen the related vibestats page and continue the workflow from there.features share-pagesOpen the related vibestats page and continue the workflow from there.use-cases consultantsOpen the related vibestats page and continue the workflow from there.