Outcome Verification for AI Agents · Now onboarding design partners

Humans have credit scores.
AI agents have IDRYN.

Agents now move money, send email, update CRMs and negotiate with customers — but nobody independently checks whether they did what they claimed. IDRYN verifies agent outcomes where they actually happen, builds each agent's persistent behavior record, and turns it into the risk scores and evidence that approvals, disputes and insurance run on. FICO + Verisk, rebuilt for software that acts.

Independent by design · Not an insurer · Evidence, not opinions

idryn.network — live outcome verification LIVE
VERIFICATION FEEDchecking claims against source systems…
AGENT RISK FILEagt_9f27c…e41b
0IDRYN SCORE
Support Agent “Nova-7”
operator verified · SaaS platform deployment
IDENTITY VERIFIED PRIME TIER
12,408OUTCOMES VERIFIED
99.2%CLAIM ACCURACY
0.4%DISPUTE RATE
214 daysTRACKED HISTORY
# live risk check before an agent moves money GET /v1/agents/agt_9f27c/score { "score": 812, "tier": "prime", "auto_approve_limit": 5000, "claim_accuracy_90d": 0.992 }
100%of material claims cross-checked against source systems — never agent self-reports
<200msmedian Score API response, fast enough to gate a transaction in flight
4 outcomesevery claim resolves to Verified, Partial, Contradicted or Unverifiable — with proof attached
24/7behavior records update continuously as agents act, not in quarterly reviews
The Problem

Agents act in the real world.
Their claims are taken on faith.

Every day, AI agents issue refunds, move payments, write to customers and change records of account. When something goes wrong there is no independent record of what actually happened — only the agent's own logs, written by the agent itself.

🎭

Self-reported success

An agent that says “refund sent” may have failed, hallucinated the transaction, or refunded the wrong customer. Today, the only witness is the agent.

🧩

No persistent identity

Agents are redeployed, renamed and swapped between vendors. Their track record resets to zero each time — good agents can't prove quality, bad actors can't be screened out.

⚖️

Nothing to underwrite

Enterprises can't set approval limits, platforms can't price risk, and insurers can't underwrite agent activity — because there is no trusted data on how agents actually behave.

The Platform

One independent record of what every agent did

IDRYN sits outside the agent, the platform and the insurer. We observe outcomes where they actually happen — in payment systems, inboxes and CRMs — and turn them into identity, scores and evidence everyone can rely on.

🔎

Verify

Every material claim an agent makes is checked against the system of record where the outcome lives.

🗂️

Record

Verified outcomes accumulate into a persistent, portable behavior record tied to a durable agent identity.

📊

Score

Records convert into a risk score and tiers that platforms, enterprises and insurers can price against.

🛡️

Assure

Approvals, disputes, underwriting and claims are decided on signed evidence packs — not screenshots and log files.

STEP 01

Connect

Connect IDRYN to the systems agents act on: payment rails, Gmail/Outlook, Salesforce, HubSpot, helpdesks and internal tools — via API, webhooks or read-only connectors.

STEP 02

Capture claims

Each agent action registers as a claim: what was supposed to happen, for whom, for how much, and by when. Claims are timestamped before outcomes are known.

STEP 03

Cross-check

IDRYN independently queries the source system. Did the payment settle? Did the email actually send? Did the CRM record change — and to what?

STEP 04

Resolve outcomes

Every claim resolves to Verified, Partial, Contradicted or Unverifiable — with the underlying evidence attached and discrepancies flagged in real time.

STEP 05

Write to record

Resolved outcomes update the agent's behavior record and risk score, and package as evidence for approvals, disputes, audits and insurance claims.

Why IDRYN

Everyone checks agents before they act.
Nobody checks what they actually did.

Identity tells you who an agent claims to be. Evaluations tell you how its outputs read. IDRYN is the missing layer: independent proof of real-world outcomes, accumulated into risk data the whole economy can use.

Eval / observability toolsAgent identity (KYA)IDRYN
What it checksOutput quality in tracesWho the agent is, at access timeWhether claimed business outcomes really happened
Source of truthThe agent's own logsIdentity tokensIndependent source systems — payments, mail, CRM
Persistent behavior record——Yes — portable across platforms & vendors
Risk score for counterparties——Yes — the IDRYN Score
Insurance underwriting & claims evidence——Yes — signed evidence packs
Products, In Detail

Four products. One source of truth.

PRODUCT 01 — OUTCOME VERIFICATION

IDRYN Verify

Independent outcome verification for agent actions. Agents claim; IDRYN checks. Instead of trusting agent-generated logs, Verify confirms each material outcome in the system where it actually occurred — the same way a credit bureau confirms a payment with the lender, not with the borrower.

  • Payments & refunds: settlement status, amount, recipient and reversals confirmed at the processor or bank rail
  • Communications: emails and messages confirmed sent, delivered and correctly threaded — not merely “composed”
  • Records & CRM: field-level before/after diffs on deals, tickets, accounts and entitlements
  • Commerce actions: orders, inventory changes, bookings and cancellations reconciled against source systems
  • Real-time discrepancy alerts the moment an outcome contradicts the agent's claim
Refund $1,240.00Processor settlement checkVERIFIED
Contract email to legal@…Delivery + thread matchVERIFIED
Discount approved 15%Policy limit was 10%CONTRADICTED
Ticket #8812 resolvedCustomer reopened after 2hPARTIAL
Address changeNo connector for source systemUNVERIFIABLE
PRODUCT 02 — IDENTITY & BEHAVIOR RECORD

IDRYN Record

A durable identity and behavior file for every agent — the agent equivalent of a credit file. Records survive redeployments, vendor changes and renames, so a trustworthy agent carries its reputation with it, and a poor performer can't reset its past by changing its name.

  • Persistent agent identity bound to the operator, model lineage and deployment history
  • Full outcome history: verified actions, contradictions, disputes, losses and recoveries
  • Incident log with severity, root cause and remediation — visible to authorized counterparties
  • Portability: the record follows the agent across platforms, with the operator's consent
  • Counterparty lookup: check an agent's record before you let it transact with you
Identityagt_9f27c…e41b · operator verifiedACTIVE
History depth214 days · 12,408 outcomesESTABLISHED
Incidents2 minor · 0 severe · all remediatedCLEAN
Disputes0.4% of outcomes · median resolution 1.8 daysLOW
PRODUCT 03 — RISK SCORING

IDRYN Score

A single, comparable risk score for any agent, computed from verified behavior — never from self-reported logs. Scores power practical decisions: approval thresholds, transaction limits, monitoring intensity, vendor selection and insurance pricing.

  • Claim accuracy — how often the agent's claims match verified reality
  • Loss & dispute behavior — frequency, severity, and how fast losses are made whole
  • Policy adherence — actions kept inside granted permissions and limits
  • History depth & stability — volume and consistency of verified performance over time
  • Score API & tiers for platforms, enterprises and underwriting systems
Score lookupAPI response in ~180msLIVE
Auto-approve limitScore ≥ 750 → up to $5,000 / actionPOLICY SET
Enhanced monitoringScore 580–749 → 100% verification samplingACTIVE
Network benchmarkThe IDRYN Index (AGIIDX), published quarterlyINDEX
PRODUCT 04 — EVIDENCE & ASSURANCE

IDRYN Evidence

When money is disputed or a claim is filed, everyone asks the same question: what actually happened? Evidence packages the verified record — claims, source-system proof, timestamps and chain of custody — into a signed pack that enterprises, platforms and insurers can act on.

  • Approval evidence: pre-action risk checks and post-action proof for high-value agent actions
  • Dispute resolution: a neutral, third-party account of contested transactions
  • Underwriting data: verified behavior history formatted for insurer risk assessment
  • Claims support: incident evidence packs that shorten investigation and settlement
  • Audit trail: tamper-evident, exportable records for compliance and regulators
Evidence pack #EV-2291Disputed refund · 14 verified eventsSIGNED
Underwriting export12 months verified history · insurer formatREADY
Claims timelineIncident → impact → remediation, evidencedCOMPLETE
Reading The Score

The IDRYN Score, 0–1000

One scale for every agent, computed only from independently verified outcomes. New agents start unscored — never assumed safe.

812 · PRIME
02505007501000
750 – 1000Prime

Long, accurate, low-loss history. Suitable for high auto-approval limits and preferred insurance terms.

580 – 749Standard

Reliable with occasional discrepancies. Normal limits, standard monitoring, insurable at standard rates.

380 – 579Watch

Elevated contradictions or disputes. Reduced limits, full verification sampling, remediation plan expected.

0 – 379High Risk

Repeated contradicted claims or unresolved losses. Counterparties and insurers are advised to restrict or decline.

Who It's For

Built for everyone who has to trust an agent

🧑‍💻

Agent platforms & builders

Differentiate quality agents with proof, not promises.

  • Verified badges backed by outcome data
  • Score-gated autonomy — raise limits as agents earn them
  • Fewer disputes with neutral evidence on every action
🏢

Enterprises deploying agents

Let agents do real work — with controls that scale.

  • Approval policies keyed to live risk scores
  • Vendor due diligence from independent records
  • Audit-ready trails for finance, legal and compliance
🛡️

Insurers & brokers

Underwrite the agent economy on data, not guesswork.

  • Verified behavior history for risk assessment
  • Portfolio monitoring as agent risk changes
  • Claims evidence that settles faster and cheaper
Is IDRYN an insurance company?

No. IDRYN is risk data infrastructure — the verification, records and scores that insurers, platforms and enterprises use. Like FICO for credit or Verisk for property risk, we supply the trusted data layer; underwriting and policies stay with licensed insurers.

How is this different from agent observability or eval tools?

Eval tools grade what an agent said, using the agent's own traces. IDRYN verifies what an agent did, using independent source systems — the payment processor, the mailbox, the CRM. And the result isn't a dashboard: it's a persistent record and score that counterparties and insurers can rely on.

What can IDRYN verify today?

Payments and refunds, sent communications, CRM and helpdesk record changes, and commerce actions like orders and bookings — anywhere a source system can be queried through an API, webhook or read-only connector. Claims on systems we can't reach are marked Unverifiable, never assumed true.

Who owns the agent's record?

The record belongs to the agent's operator. IDRYN maintains it independently — that's what makes it credible — and operators control which counterparties can look it up, the same way businesses control their credit file access.

How do design partners work?

We onboard a small number of platforms, enterprises and insurers to define the first verification schemas, score bands and evidence formats together. Partners get early API access and direct input into the standard. Apply below — we reply to every serious application personally.

Help define the trust standard
for the agent economy.

We're onboarding a small cohort of design partners — agent platforms, enterprises deploying agents at scale, and insurers preparing agent coverage. Early partners shape the verification schemas, score bands and evidence formats everyone else will use.

Apply as a Design Partner →

partners@idryn.com · We reply personally · No deck required