Disclaimer: Independent product concept by Kaushal Khodifad. Not a live commercial product.return to portfolio
Disclaimer: Independent product concept by Kaushal Khodifad.
Go-to-market · the business case

How a client buys it, deploys it, and trusts it.

Pricing, roadmap, rollout, compliance - and the hard questions, answered.

Business model

Three ways we get paid - all aligned to your outcome

Platform base, usage that tracks value, and a warranty behind the decision.

PlatformModel
Annual subscription, per institution

Charged on the governed core, connectors and the agents you license.

Predictable base; scales with the agents and verticals you turn on.

Per decisionModel
Usage-based, per decision rendered

Charged on every cited, warranted decision the fleet produces.

Price tracks value delivered - you pay for outcomes, not seats.

Decision warrantyModel
Priced on measured defect risk, insurer-backed

Charged on the liability we take on for auto-rendered decisions.

You buy a de-risked decision, not just software. Lower defects → cheaper warranty.

Land on one slice, expand agent-by-agent and vertical-by-vertical - the platform base is the same, so each expansion is mostly incremental.

Roadmap

Now · Next · Later

Land the beachhead, prove the warranty, then expand on the same spine.

Now
  • Residential income verification (the beachhead)
  • Verifier + Reviewer core agents live
  • Encompass overlay + write-back
  • Decision-warranty pilot with a launch lender
Next
  • Commercial credit spreading & covenants
  • More residential conditions (assets, credit)
  • nCino / Moody's CreditLens connectors
  • Fair-lending & model-risk evidence pack
Later
  • Insurance underwriting + claims agents
  • Guidewire / Duck Creek connectors
  • Federated cross-lender judgment network
  • Higher autonomy (L3) on proven slices
Deployment

From shadow to autonomy, with a gate at every step

Tap a phase. Nothing auto-renders until it's earned - no rip-and-replace.

The agent runs silently alongside your team on real files, producing decisions nobody acts on yet.

Human reviews every case100%
Autonomy is earned - the human share only shrinks once the gate clears
Gate to advance: Decision agreement vs. your experts ≥ target; zero fair-lending flags.
Trust

Governance & compliance map

Tap a regime - the exact Arbiter control that answers it lights up.

Regulatory regime
The Arbiter control
Immutable Ledger
Append-only, hash-chained reason codes + evidence trail on every decision.
The Reviewer
Continuous four-fifths disparate-impact testing and nightly re-judging.
Proofset + drift
Golden sets, regression gates and drift monitors with model lineage.
RBAC + isolation
Role access, approval matrix, tenant isolation - your data never trains others.
ECOA requires
Adverse-action reason codes; no disparate impact
Arbiter answers with
Ledger reason codes mapped to ECOA + the Reviewer's continuous disparate-impact (four-fifths) testing.
Tap a regime to see which controls answer it.See the controls in the architecture
Concept · Illustrative · Independent studyIllustrative mapping of an independent concept - not legal advice or a certification.
Objections, answered

Six more, answered straight

What a CRO, CCO or board asks next - lead clause first, one line to back it.

Those assist; Arbiter decides. Vendor-neutral, with no LOS to protect - it renders and cites the decision on top of whatever LOS you run.

↑ 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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