Disclaimer: Independent product concept by Kaushal Khodifad. Not a live commercial product.return to portfolio
Disclaimer: Independent product concept by Kaushal Khodifad.
Governed AI decisioning · lenders & insurers

AI that renders your decisions - and stands behind them.

Governed agents that make the call on mortgage, lending and insurance files - cited, warranted, audit-ready.

Independent product concept · not client work
CitedWarrantedOverlay, not rip-and-replace
Arbiter UnderwriterL2 · auto
Decision rendered
Income condition cleared
Qualifying income
$7,420 / mo · as code
Cited
FNMA B3-3.2
Confidence
98%
Cited Audited WarrantedSample
100%
cited to source
~80%
clean files, auto-cleared
Weeks
to go live
6
governed agents

See a decision get rendered - live.

Watch one borrower file flow through the fleet
cited evidence objects
cited decision + conditions
Guardrail
PII redaction + tamper check
Measured
extraction F1 99.2%
Human checkpoint
None - runs autonomously here

Reads every document, extracts fields with provenance, flags tampering.

Always on · across every stage
Policy-as-code governs every stepImmutable, replayable audit trailConfidence signal gates every decisionHuman-in-the-loop below the floorHallucination measured · grounded-or-abstainEvery step recoverable / rollback-safe

What changes when Arbiter goes live.

Productized, warranted agents - not forward-deployed services.

Forward-deployed services
Arbiter · warranted agents
Months of forward-deployed services
Weeks, as a productized overlay
You own the liability
Insurer-backed decision warranty
Rip-and-replace the system
Overlay - writes back to your tools
Clear files clear themselves

Straight through, in minutes.

Exceptions arrive finished

A cited draft, not a raw file.

Defensible on every file

The “why” is written and sealed.

Fair-lending tested

Before anything ships.

One governed fleet.

Arbiter Verifier
Shared · all verticals
L2
Arbiter Underwriter
Residential mortgage
L2
Arbiter Analyst
Commercial lending
L1
Arbiter Risk
Insurance underwriting
L1
Arbiter Adjuster
Insurance claims
L1
Arbiter Reviewer
Shared · all verticals
L3

Built for your regulators.

ECOA / Fair Lending UDAAP SR 26-2 SOC 2 GLBA NAIC

Run a real file through the fleet.

↑ Independent product concept by Kaushal Khodifad. Arbiter is an independent product concept by Kaushal Khodifad; it is not a real company or a commercial product. It explores the adjudication infrastructure for regulated lending & insurance space. Not a live commercial product. Data is illustrative.

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