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VIBESCHOOL EVIDENCE LEDGER

Claims should become stronger only when the evidence becomes stronger.

This is the public boundary between product capability, pilot validation and verified outcomes. VibeSchool does not turn database rows, demo state or private school activity into marketing proof.

PUBLIC PROOF

Verified, permissioned outcome claims

No verified pilot outcome has been published yet.

That is intentional. The publication default is withhold until measurement, verification, permission and limitations are complete. Product capability can exist before public outcome evidence exists; the two are not presented as the same thing.

Evidence manifest last reviewed 2026-08-18. Publication policy: withhold by default.

EVIDENCE ENGINE

From pilot question to defensible public proof.

01

Define

Agree the school problem, workflow, metric definition, measurement window and decision threshold before the pilot starts.

02

Baseline

Record the starting condition with the same definition that will be used after implementation.

03

Pilot

Run one bounded workflow with real users while measuring implementation, reliability, workload and educational usefulness.

04

Verify

Check source lineage, calculation, exclusions and limitations. Operational row counts alone are never treated as adoption or impact proof.

05

Permission

Measurement permission and public-name, quote, logo and case-study permissions are separate decisions.

06

Publish

Only a fully verified and permissioned claim can appear here, together with its method and limitations.

CAPABILITY & VALIDATION LEDGER

What is available, what is being validated, and what is not yet claimed.

Connected-learning public model

Mission, role journeys, readiness assessment and product explanation are publicly inspectable.

Available

School readiness self-assessment

Eight-question browser-local self-assessment. It is not represented as an external audit or certification.

Available

Real-school outcome evidence

No verified pilot outcome is published until a measured pilot passes the evidence release gate.

Validation

End-to-end role authorization certification

Authorization hardening exists, but learner → teacher → family → school certification is still treated as an explicit validation gate.

Validation

Public institutional pricing

A value-based commercial model will be published only after pilot scope, support cost and value evidence are strong enough to defend it.

Planned

MEASUREMENT STANDARD

Useful evidence is more than a before-and-after number.

Implementation: Did people actually use the intended workflow?

Reliability: Did it work under the devices, connectivity and school conditions that matter?

Workload: Did the workflow reduce avoidable duplication or time without creating hidden work elsewhere?

Educational signal: Did teachers receive better evidence for the next action?

Outcome: If a learning or institutional outcome is claimed, the method must justify the strength of that claim. Association is not automatically causation.

PRIVACY & PERMISSION

Evidence should not require exposing children.

Public claims should use the minimum data needed and should not publish raw learner records, identifiers or private school evidence. A school can permit measurement without permitting its name, logo, staff quote or learner story to be used publicly.