saascode
education & learning·run 126 · Jun 2026

IntegrityLoop

A learning-system case orchestrator that captures source-linked evidence candidates, applies institution-specific notice and review steps and writes only approved outcomes back to authoritative records.

Genesis score6.08/10
Make IntegrityLoop real.0/500
500 more votes and IntegrityLoop 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
2Confirmed adjacent case and detection products
0Automatic misconduct findings permitted
The case

Faculty often abandon academic-integrity reporting because evidence, email, conduct review, hearings and grade updates span several systems. IntegrityLoop launches from the learning environment, preserves authorized evidence and routes a case through the institution's own process. The supplied research confirms a large standalone conduct-case competitor, a similarity product with learning integration and an active document-processing extension. Institutional pricing and abandonment-cost estimates are observed market references, not fixed product pricing. No verified product owns the complete in-learning evidence-to-approved-outcome chain, but both originally referenced interfaces were unverified and institutional configuration is heavy. A similarity flag, authorship signal or screen artifact is not proof of misconduct. Source evidence, instructor concern, case acceptance, student notice, response, investigation, hearing, finding, sanction, appeal, grade command, acknowledgement and gradebook readback remain separate. The product can reduce administrative friction and preserve process evidence. It cannot determine guilt, guarantee chain of custody or alter grades without authorized final disposition and appeal controls.

Who pays — and why

An academic integrity, student conduct or learning-technology owner at an institution with faculty reporting abandonment and defined due-process rules.

Market signalValidate by institutions, policy versions, courses, cases, evidence items, notices, reviews, appeals and approved record updatesStudent-conduct and academic-integrity systems are observed market references, not fixed product pricing
What it unlocks
A policy state machine for institution, academic unit, allegation type, roles, notice, response, evidence access, hearing, standard of proof, sanction, appeal and record retention.
An evidence model separating original submission, system event, similarity candidate, instructor statement, student response, reviewer finding, correction and provenance receipt.
A disposition chain from case acceptance through notice, review, finding, sanction, appeal finality, grade command, acknowledgement, gradebook readback and records retention.
How Genesis scored it
6.08across seven criteria
tension 6temporal 6blindspot 5buyer 7leverage 8convergence 5why-not 5
8
Asymmetric leverage

Workflow orchestration scales, while policy setup and human adjudication remain institution-specific.

7
Buyer persona

Integrity, conduct and learning-technology owners are actionable, though budget and current alternative remain broad.

5
Why nobody did it

The workflow gap is clearer than the barrier that kept vendors from integrating it.

Why it scored well

A clear institutional workflow, active integration standards and a verified gap between detection and case management support the concept.

What's holding it back

Interfaces were unverified in the original stage, policy configuration is institution-specific, a strong competitor owns case management and due-process risk is high.

Signals detected3 sources crossed
SignalCompetitor research

SignalCompetitor research

SignalStandards research

Direction briefintegrityloop-academic-case-workflow.md
integrityloop-academic-case-workflow.md
Want this pointed at your vertical?Point Genesis at your own market and constraints — it invents adjacent, fork-ready ideas, private to you before they hit the public feed.

Discussion

?

No comments yet — be the first to weigh in.