U.S. adults can’t be scored at all — the system has no story to read. Federal Reserve.
AI governance & credit-decision infrastructure
A credit score is a snapshot. A person is a journey.
Generative AI has made fake identities cheap and made a recovering real person look identical to one that was never real — and lenders are still deciding on a single frozen frame. Kenshiki supplies the rest of the story.
The pain
The ground just shifted
People lost 100+ points in a single quarter after one missed student-loan payment — most were already recovering. New York Fed.
A year is lost to fake synthetic identities that have a credit file but no real life behind them. This is a modeled industry estimate, not a measured loss. Boston Fed.
What Kenshiki checks
The problem isn’t the data. It’s the shape of it.
A score captures one moment. But people are trajectories — they grow into credit, recover from setbacks, and live verifiable lives in the real world.
Kenshiki turns that trajectory into inspectable proof of continuity, context, and fit.
The old system checks the number. Kenshiki checks the person.
Is there a real life here?
We look for durable signs that the applicant exists over time, not just as a clean file assembled for one transaction.
- Real-world presence
- Line and device continuity
- Identity continuity
Does that life fit the loan?
We check whether the broader context supports the obligation, so thin-file applicants are not rejected simply because the snapshot is incomplete.
- Life context
- Income and cash-flow fit
The frozen moment
The machine still sees 2023. Kenshiki sees what happened after.
Shock in the file
2023
Caregiving, income interruption, and a cluster of late payments freeze into the record.
Pattern restored
2024–2026
Obligations current. Payment rhythm restored. The bounded shock no longer describes the life.
Defensible record
Now
Continuity, context, and fit are packaged as evidence the lender can open and defend.
Composite caseRepresentative
A moment is not a life.
- Bounded shock
- Eight-month disruption, now closed.
- Recovery signal
- Two years of restored payment rhythm.
- Privacy line
- Continuity only — not merchant, SKU, or neighborhood.
A lender should be able to see the bounded shock, the resumed pattern, and the defensible reason to look past the frozen frame.
What’s different
Most tools hand you another number. We hand you evidence you can replay.
Most tools
Return a score you have to trust.
A number you can’t open is a number you can’t defend to an examiner.
Kenshiki
Returns evidence you can replay.
Every check is built to be opened, explained, and traced back to proof defined before the decision.
Most tools
Add more places to govern sensitive data.
More copies of raw private data means more risk, more vendors, and more audit surface.
Kenshiki
Returns bounded proof.
Kenshiki is designed to bring the question to approved data environments and return a limited, verifiable evidence record — not expose raw private data to lenders.
Credibility
Built with people who have done this for decades
Kenshiki is built with an established credit-industry partner and modern AI-governance engineering — new methods, grounded in decades of operating experience.
Trust
Built to be defended
Evidence, never a black box.
Every answer can be opened, explained, and replayed.
Designed for data minimization.
Private data boundaries are part of the architecture, not an afterthought.
Defined in advance.
What counts as proof is written down before any decision is made.
Built to the standards our customers are held to
We show our status honestly, including what’s still in progress.
SOC 2
ReadinessReadiness underway.
ISO/IEC 42001
PlannedResponsible AI path planned.
AIGP-certified staff
CredentialingStaff credentialing in progress.
NIST AI RMF
ReferenceGovernance reference.
GDPR / CCPA
ReviewPrivacy-readiness review.
No badges implied. No certifications claimed unless earned.
FAQ
Common questions
- What does Kenshiki add beyond a credit score?
- Kenshiki adds independent evidence of continuity, context, and fit, so lenders can distinguish a real recovery story from synthetic identity risk.
- Does Kenshiki replace the lender’s decision?
- No. Kenshiki supplies evidence a lender can inspect and defend; it is not a hidden score or an automatic approval or decline decision.
Next step
See whether this fits your portfolio
A 30-minute briefing on where Kenshiki fits.
- Portfolio fit
- Fraud exposure
- Governance posture