The risk-data layer for autonomous agents

Trust starts with knowing what actually happened.

IDRYN independently verifies what AI agents do in the real world — then preserves that verified behavior as the record from which risk can be understood, priced, and proven.

IndependentVerification is the whole business
Source-backedChecked against systems of record
Not an insurerData infrastructure, not underwriting
Form IDN-R · Illustrative record

Agent Behavior Record

VERIFIED
SubjectAutonomous support agent
Actions in scopeRefunds · payments · record changes · customer messages
Verification basisPayment processor · CRM · email provider · internal ledger
History statusHistory developing — outcomes are being verified and preserved
Risk signal statusNot yet scored — sufficient verified history required
Prepared by IDRYN · IndependentNo performance figures are shown for pre-launch subjects.
The shift

Agents are moving from answering to acting.

Answers can be wrong cheaply. Actions move money, change records, and make promises to customers. Every action an agent takes eventually lands in a system of record — which means every claim an agent makes can, in principle, be checked.

Issue refundsRecorded in · Payment processor

The agent says the customer was made whole. The processor either shows it, or it doesn’t.

Move moneyRecorded in · Ledger / processor

Payments, payouts, and collections leave amounts, recipients, and settlement states.

Change recordsRecorded in · CRM / internal systems

Updates agents claim to have made exist as fields with timestamps — or as gaps.

Send messagesRecorded in · Email / messaging provider

Delivery is a fact held by the provider, independent of the agent’s summary.

Book and buyRecorded in · Vendor systems

Reservations and orders are confirmed — or not — by the counterparty’s system.

Exhibit 01

A single verification

Illustrative example
Agent claim
“Refund issued.”

Support agent reports a refund of $1,240.00 completed.

→
System of record
Payment processor

Checked under authorized read access: transaction, amount, recipient, status.

→
Verification result
Verified

All fields match. The outcome is written to the agent’s record with its evidence.

IDRYN doesn’t ask the agent whether it succeeded. It checks the system where success should exist — and preserves both the claim and the result, including when they disagree.

The framework
01 — VERIFY

VERIFY

Establish what actually happened.

Each consequential claim an agent makes is checked against the authorized system of record. The output is not a log — it is a verified outcome.

02 — RECORD

RECORD

Preserve verified behavior over time.

Verified outcomes accumulate into a persistent behavioral history for each agent — across tasks, systems, and deployments. One verified outcome is proof; thousands become a record.

03 — SCORE

SCORE

Turn history into explainable risk signals.

With sufficient verified history, patterns become measurable: discrepancy rates, loss severity, remediation behavior. An illustrative framework today — published with its methodology, never as a black box. Decision thresholds remain with each organization.

04 — EVIDENCE

EVIDENCE

Support decisions, disputes, and claims.

The same verified history produces evidence packets: what was claimed, what the record showed, and how the conclusion was reached — prepared for approvals, disputes, underwriting, and claims review.

Position in the stack

Each layer answers
a different question.

Identity tells you who is acting. Observability tells you how it ran. IDRYN establishes what actually happened — and what that history means.

LayerQuestionProvided by
Identity / KYAWho is acting?Agent identity and provenance providers
AuthorizationWhat is it allowed to do?Permissions, policies, payment credentials
Observability / EvalsHow did it behave while executing?Traces, logs, evaluations, guardrails
IDRYN — VerificationDid the intended outcome actually occur?Independent checks against systems of record
IDRYN — Record & ScoreHow trustworthy has it been over time?Persistent behavioral history; explainable risk signals
Who it serves

For institutions that
carry the risk.

I.
Agent Platforms

Prove reliability and unlock higher-trust agent actions. Verified behavior is the evidence enterprise customers — and your own risk team — can rely on.

II.
Enterprises

Verify high-impact actions and investigate failures with independent evidence, instead of reconstructing events from the agent’s own logs.

III.
Insurance

Bring verified agent behavior into underwriting and claims review — a behavioral data layer for a class of risk that currently has none.

Methodology & principles

How the record
earns belief.

01
Independence

IDRYN sells no agents, runs no marketplace, and takes no side in a dispute. Verification is the whole business — that is what makes the record credible to all sides.

02
Provenance

Every conclusion carries its source: the system checked, the method used, and the time of the check. A result that cannot show its provenance is not published.

03
Explainability

Risk signals are published with the factors and verified history behind them. Institutions set their own thresholds; IDRYN supplies the evidence.

04
Restraint

No scores without sufficient history. No figures without a basis. Where the record is still developing, the record says so.

Design Partner Program

Applications are
reviewed individually.

We are onboarding a small number of design partners across platforms, enterprises, and insurance. Tell us what your agents do — and what proof would change what you let them do.

Application · Design Partner Program
Application received.

Thanks. If the workflow fits our current design-partner scope, we’ll contact you directly.