An embeddable vendor control plane that classifies proposed tutor actions, routes covered decisions to qualified educators, and records exact evidence, execution, appeals, and corrections.
Genesis score7.23/10
Make Loopwarden real.0/500
500 more votes and Loopwarden 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
77 / 27 statesBills in one tracker
134 / 31 statesBills in another tracker
0Automatic high-stakes decisions
The case
AI-tutor vendors need a reliable boundary between instructional assistance and decisions that can affect grades, placement, discipline, access, accommodations, or other consequential outcomes. Loopwarden evaluates a versioned vendor and jurisdiction policy, freezes covered actions, and gives an authorized educator the source evidence and exact proposed change. The cited state measures are active bills, not universal law. Human oversight is not a click: the reviewer needs authority, time, context, an alternative, and a working ability to reject or correct.
Who pays — and why
AI tutoring, assessment, learning-platform, and education-software vendors selling into U.S. districts and institutions with consequential student workflows.
What it unlocks
A vendor, district, institution, course, student, educator, role, tutor, model version, purpose, data source, action class, outcome field, and system-of-record envelope
Versioned jurisdiction and customer policies with authority status, effective date, applicability, high-stakes class, required reviewer, notice, appeal, retention, unknown, and conflict
A teacher-facing queue with exact evidence, current and proposed state, explanation, uncertainty, alternatives, deadline, approve, revise, reject, delegate, escalate, and expire states
Execution separated into authorization, source-system write request, provider acknowledgment, readback, communication, student or guardian challenge, appeal, correction, and signed event integrity
How Genesis scored it
7.23across seven criteria
8
Temporal window
Many active 2026 bills create immediate design and sales pressure.
8
Buyer persona
Tutor and learning-platform vendors blocked in procurement are specific.
5
Convergence
The concept has some connected ideas but limited bank repetition.
Why it scored well
Two active legislative trackers show broad attention, the vendor buyer is precise, and no equivalent embedded tutor-authorization plane appeared in the supplied search.
What's holding it back
The measures are bills rather than one settled mandate, policy data have no API, education authority varies locally, and vendors can build native approvals.
Signals detected4 sources crossed
Signallegislative research carried in Genesis
Signallegislative research carried in Genesis
Signallegislative research carried in Genesis
SignalGenesis competitive search
Direction briefloopwarden.md
loopwarden.md
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