Trust infrastructure for agent‑initiated payments.
AI agents will initiate trillions in transactions. Mandate Labs is the real-time decision verification layer between autonomous agents and the financial system — seven decision gates and two system steps, resolved in 23 milliseconds on existing rails.
$ pip install mandate-labs-mcp — try the sandbox, no sign-up
One API call. Seven decision gates.
Send an authorization request and watch the Decision Trust Protocol evaluate it in real time — every gate, every score, every millisecond.
import mandate response = mandate.authorizations.create( agent_id="agent_procurement_01", amount="2400.00", currency="USD", merchant="mch_aws_7291", intent_context={ "intent_type": "PURCHASE", "task_reference": "TASK-2847", "reasoning_summary": "Scaling GPU instances for Q3 training run. Compared 3 providers on cost, latency. AWS optimal at $2,400.", "confidence": 0.94, "alternatives_considered": 3 } )
The console your compliance team will live in.
Every decision fully explainable — which gates fired, the KYA score at decision time, what the behavioral trust state was at the moment of decision, and the agent's attested intent. What you see is the product, in its shareable demo environment.
Decisions that need a human, ranked by risk.
Pulse is the triage surface: live fleet trust, the queue of held decisions, and a case file that explains in plain language why the protocol said no.
- Case narrative: which gates failed, and why — no black boxes
- Fleet trust live, with every spike annotated
- From flag to disposition without leaving the screen

Every authorization, fully traceable.
The live feed and the Explore view: filter by trust zone, decision, principal, or category — drill into any transaction for the full pipeline trace.
- DQS distribution and volume analytics per principal
- One-click investigation and export for auditors
- Alert queue wired into case management

Know every agent operating under your program.
KYA trust scores, behavioral baselines, and decision reasoning per agent — promote, throttle, or revoke with a full audit trail.
- Progressive trust with zone-based limit multipliers
- Common decision reasoning, quantified per agent
- Certified trust report one click away

Fraud detection built for agents, not retrofitted.
Reasoning collapse, impossible travel, collusion rings, velocity bursts — typologies that only exist when the cardholder is a machine.
- Behavioral signature evidence on every alert
- Cross-agent correlation catches coordinated attacks
- Freeze, throttle, or escalate from the alert itself

Disputes with evidence no one else has.
Every authorization carries a signed attestation and the agent's intent record — the evidence agent assembles the representment package in seconds.
- Cryptographically signed decision records at auth time
- Agent affidavits reconstructed from intent records
- Deadline tracking across Mastercard and Visa lifecycles

Governed rules. No lone-wolf changes.
Spending caps, velocity thresholds, MCC and geo blocklists, trust auto-throttles — every change proposed, reviewed, and approved under four-eyes control.
- Gap analysis finds coverage holes before attackers do
- Per-agent and per-transaction scopes with overrides
- Full version history on every rule

Operators that make your compliance team faster.
A brain that knows the protocol cold, and an investigator grounded in your case data. Assistive by design — humans keep every decision.
Ivy
Knowledge copilot · read-onlyAlways-on expert on the platform, the DTP, scoring, and the dashboard. Teaches, explains, and walks investigations — with no access to your data, by design.
Eva
AML investigator · recommend-onlyReads the case's real data: triages alerts, correlates look-alike activity, and drafts regulator-ready SAR/STR narratives. A human dispositions every alert and files every report.
Both run inside your tenancy, entitlement, and audit model — one registry, built for more operators over time.

A credit report for your agent.
The Agent Trust Report is a certified, signed KYA profile — score composition, EDQS weighting, trajectory, and history — that an agent can present anywhere.
- Two-page certified document: the report plus a Certificate of Authenticity — report ID, SHA-256 content digest, Ed25519 signature, QR verification
- Anyone can verify against Mandate's published keys (JWKS) — offline, no callback
- Score composition across identity, mandate coverage, behavior, and principal standing
- Valid 90 days from issuance — trust scores drift as agents act

Seven decision gates. Two system steps.
Every authorization traverses the full Decision Trust Protocol pipeline — from agent resolution to post-decision analysis. Decisions: APPROVE, DECLINE, or STEP_UP.
Two rails. One trust engine.
The same KYA scoring, mandate enforcement, and intent verification govern both rails — the rail only selects the transaction context and the form of evidence.
Card-issuing rail
Mastercard today. Decisions map onto card-scheme data elements — structured risk assessment designed for DE 48.75 — with clearing and settlement flowing back as outcomes that close the trust loop.
- MCC · merchant · country · velocity constraints
- DE 48.75-mapped advisory payloads
- Scheme settlement → CLEARED / SETTLED outcomes
x402 stablecoin rail
Base L2, USDC. On approval, a signed attestation (EdDSA JWS) is bound to the exact EIP-3009 transfer — the wallet keeps custody and verifies independently. A settlement watcher reconciles on-chain and records the outcome.
- x402 pay-per-call · USDC on Base (8453)
- Transfer-bound attestations — no replay, no substitution
- Settlement watcher → SETTLED on confirmation
Advancing the science of agent trust.
Every scoring model, behavioral metric, and trust threshold is grounded in published research. We publish openly — the frameworks need to be scrutinized to become standards.
Two integration modes. One protocol.
Both return the same enriched, advisory decision — the difference is when DTP is consulted. Your engine keeps final authority.
The infrastructure for agent commerce is being built now.
Join the institutions shaping the trust layer for autonomous transactions.