saascode
education & learning·run 157 · Jun 2026

Tutorwitness

A disclosure-evidence layer for student-facing AI services that maps current jurisdiction and institution policy to each session, renders accessible notices, preserves delivery and acknowledgment, and supports correction and audit with bounded receipts.

Genesis score6.95/10
Make Tutorwitness real.0/500
500 more votes and Tutorwitness is authorized for build.
0%500 to authorize
Backing is the vote. When an idea crosses 500, we pull it into the build pipeline and ship it for real — the votes decide what gets built next, not an editor.
The opportunity
PassedEU date status
134State bills cited
1Verified interfaces
The case

Schools, tutoring providers, and education agencies deploy student-facing AI across jurisdictions with different disclosure, parent or guardian, privacy, accessibility, record, and human-support expectations. Tutorwitness selects a reviewed rule and institution profile, opens the session with an accessible notice, marks relevant AI content, and preserves what was delivered and acknowledged. The August 2, 2026 Article 50 date cited by the source has passed. A signature proves integrity of the recorded event, not that the right law applied, the student understood, consent existed, content was safe, or the institution complied. Proposed bills, enacted duties, policy, delivery, acknowledgment, and correction remain separate.

Who pays — and why

The education technology, privacy, legal, compliance, student services, or program owner at a school, tutoring provider, education agency, or vendor operating student-facing AI.

What it unlocks
A jurisdiction and institution profile distinguishing proposed, enacted, effective, delayed, amended, repealed, guidance, platform policy, school policy, and unknown states
A session disclosure contract binding student and guardian context, service and AI role, language, accessibility, content marking, notice version, delivery, acknowledgment, human support, and correction
A tamper-evident receipt that proves integrity of named artifacts and events while excluding consent, comprehension, legal applicability, compliance, safety, and educational outcome
How Genesis scored it
6.95across seven criteria
tension 7temporal 8blindspot 6buyer 8leverage 6convergence 5why-not 7
8
Temporal window

The August 2, 2026 European date has passed and US state legislation is active, making present-tense validation urgent.

8
Buyer persona

Education technology, privacy, and program owners deploying student-facing AI are concrete buyers.

5
Convergence

Three cross-references and five inbound connections are useful while the grounded score remains five.

Why it scored well

Three cross-references, five inbound connections, a concrete education buyer, a passed European disclosure date, active US state activity, a verified signing substrate, and no education-scoped receipt product create a current workflow.

What's holding it back

The grounded convergence score remains five, the source's US bill count is broad, state applicability is fragmented, acknowledgment can be confused with consent, managed legal updates reduce leverage, and no structural incumbent barrier is proven.

Signals detected5 sources crossed
SignalLegal and Commission-guideline research

SignalSource-run legislative signal

SignalState legislative research

SignalArkForge product and repository research

SignalSource-run market scan

Direction brieftutorwitness.md
tutorwitness.md
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Discussion

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