Beyond court cases
One decision engine.
Every domain that
needs fairness.
Courts aren't the only place decisions need to be fair, fast, and auditable. Grant reviews, building permits, licences, benefits, competition juries — every one of them follows the same pattern. din.org handles all of them.
The universal pattern
Applicant → evidence → decision → appeal.
Whether it's a shareholder dispute, a grant application, or a building permit — someone requests something, evidence is submitted, experts weigh in, a decision is made, and an appeal is possible. Same structure every time. That's what din.org was built for.
01
Application
02
Evidence
03
Expert input
04
Decision
05
Appeal
Use cases
Ten fields, one engine.
Every domain below runs on the same din.org infrastructure — AI reasoning, audit log, identity verification, evidence management, and a documented appeal path.
Grant applications
Research grants, cultural funding, startup grants, green-tech subsidies. Evaluate eligibility criteria, budget justification, impact claims — reasoned, consistent, unbiased.
Construction & renovation permits
Building permits, change-of-use approvals, heritage modifications. Structured review of plans, zoning compliance, neighbour objections, and expert reports.
Licences for regulated activities
Deep-sea diving qualifications, drone pilot certifications, hazardous-materials handling, firearms permits, professional practice licences. Qualification verification with an appeal path.
Social benefits & welfare claims
Disability benefits, unemployment claims, housing assistance, family allowances. Evidence-driven eligibility checks with the same due-process guarantees as a court.
Competition & award judging
Design competitions, startup pitches, research prizes, academic awards. Structured evaluation against published criteria, immune to jury politics.
Insurance claims
Property damage, liability claims, travel insurance, specialty lines. Fast triage, consistent application of policy terms, auditable decisions.
Public tenders & procurement
Government contracts, RFQ scoring, vendor selection. Transparent, criteria-based evaluation with full appeal trail — reducing challenges and delays.
Academic admissions & accreditations
Graduate programme admissions, professional accreditations, credential recognition. Consistent, non-discriminatory evaluation at scale.
Visa & residency applications
Skilled-worker visas, family reunification, residency permits, naturalisation. Structured eligibility review with human appeal built in.
Internal corporate decisions
Promotion reviews, budget requests, compliance waivers, internal grievances. Consistent, documented decisions that hold up to scrutiny.
Why din.org
Built for decisions that must hold up to scrutiny.
Neutral by design
No office politics, no backlog pressure, no favourites. AI reasoning grounded in the criteria you define — applied identically to every applicant.
Full audit trail
Every input hashed. Every reasoning step logged. Every decision cited and explained. Ready for internal review, public scrutiny, or legal challenge.
Hours, not months
What traditionally takes weeks or months of human review completes in hours. Applicants get decisions while the matter is still relevant.
Human appeal built in
Any decision can be appealed to a panel of 1, 3, 5, or 7 human experts. AI handles the volume; humans handle the edge cases and appeals.
Structurally consistent
The 1000th applicant is evaluated on the same criteria as the 1st. No fatigue, no drift, no hidden bias.
Configurable per domain
Same engine, vertical-specific evaluation criteria, evidence categories, expert inputs, and appeal mechanics. Your authority's rules — applied faithfully.
Work with us
Have a decision process that needs fairness at scale?
We're working with selected partners — insurers, public agencies, funding bodies, licensing authorities, competition organisers — to bring this engine to their fields.