Payments infrastructure for autonomous systems

The world's payments
are going autonomous.

AI agents are buying, subscribing, and transacting at machine speed - without human oversight. Current payment infrastructure was built for humans. Sayfin was built for what comes next.

<15ms Routing decision at machine speed
0 retries When pre-auth scores predict failure
4 protocols Visa TAP · MC Agent Pay · OAI ACP · Google AP2
The Problem

Agents transact at machine speed.
Infrastructure doesn't.

Autonomous agents compound every inefficiency in your payment stack. A 2% decline rate that's tolerable for humans becomes a critical system failure at machine volume.

10×

Volume Amplification

Agents execute subscriptions, reorders, and multi-step flows faster than any human. Every infrastructure flaw is amplified by transaction volume.

0ms

Time to Decide

Agents can't wait for a retry cascade. A slow routing decision becomes a blocked workflow, a failed order, and a compounded cost in downstream systems.

New

Unknown Identities

Agents don't have transaction history. Standard behavioral models are blind. Without agent-specific scoring, every transaction looks like an anomaly.

Human vs. Agent: same decline rate, different stakes
Human checkout 1 transaction · manual retry · friction tolerated
~3s latency
Agent transaction batch 500 transactions/min · no manual intervention
machine speed
2% decline rate at 500 txns/min 10 failures/min · no routing intelligence · cascade
$1,200/hr lost
With Sayfin pre-auth scoring Only high-probability transactions are attempted
~0 failures
Without predictive routing, agentic payment failures compound silently - no human is watching.
Why It Matters

Agents don't retry.
They fail.

A human encountering a declined payment refreshes the page, tries another card, or calls their bank. An agent stops execution and propagates the error upstream.

Cascade failures are invisible No human sees the failure. No alert fires. The workflow stops silently and downstream costs accumulate.
Retry economics don't apply An agent that retries blindly across acquirers burns network fees on every failed attempt - with no learning.
Identity signals are absent Agents lack the behavioral history that helps issuers and acquirers build confidence. Cold-start is a structural problem.
Volume makes every rate a multiplier A 3% decline rate means 3,000 failures per 100,000 transactions. At machine volume, that's not a metric - it's a revenue line.
Sayfin for Agentic Commerce

Predictive intelligence
built for machines.

Sayfin applies the same probabilistic routing it delivers for human transactions to autonomous agents - with agent-specific behavioral modeling, sub-15ms decisions, and protocol-native identity.

Sub-15ms Pre-Auth Scoring

Before any attempt is sent to an acquirer, Sayfin scores the probability of approval across your entire acquirer pool. Agents only attempt high-confidence routes.

p95 <15ms

Agent Behavioral Modeling

Sayfin builds behavioral profiles for agents just as it does for human cardholders. Spend patterns, transaction frequency, and MID behavior are learned continuously.

Per-agent model

Cryptographic Agent Identity

Protocol-native verification for agent callers. Sayfin validates agent credentials at the transaction layer - no integration changes to your orchestration layer.

HMAC-SHA256

Zero-Retry Architecture

Sayfin's confidence scoring eliminates blind retry cascades. Transactions that won't succeed aren't attempted. Network fees are only paid for approvals.

$0 wasted fees

Protocol Agnostic Routing

Works across Visa TAP, Mastercard Agent Pay, OpenAI ACP, and Google AP2. One integration covers the full agentic protocol landscape - now and as it evolves.

4 protocols live

Continuous Learning Flywheel

Every agent transaction outcome retrains the model. The more your agents transact, the better Sayfin scores them. Intelligence compounds without manual retraining.

Auto-retraining
How It Works

One API call.
Complete intelligence.

Sayfin sits between your agent's payment trigger and the acquirer network. No changes to your agent logic. No infrastructure replacement.

01
Agent Initiates

Agent triggers a payment event

Your agent executes a purchase, subscription renewal, or payment flow. Instead of routing directly to an acquirer, it sends the transaction payload to Sayfin's /v1/route endpoint.

"transaction_id": "agent_txn_x91",
"agent_id": "agt_openai_shop_1",
"amount": 128400,
"protocol": "openai_acp_v1"
02
Pre-Auth Intelligence

Sayfin scores approval probability in <15ms

Sayfin reads the full signal set - BIN intelligence, agent behavioral history, MID patterns, geo signals, and live acquirer performance - and returns a ranked routing recommendation with confidence scores.

"route": {
"acquirer": "acquirer_b",
"probability": 0.961,
"confidence": "high"
},
"agent_score": 0.94,
"latency_ms": 8.1
03
Intelligent Routing

Only high-confidence routes are attempted

Your agent receives the optimal acquirer recommendation and routes accordingly. Transactions with low confidence scores are flagged before the attempt - eliminating retry fees and downstream failures before they happen.

04
Continuous Learning

Every outcome makes the next decision smarter

Post-authorization, the actual outcome is fed back via /v1/feedback. Sayfin retrains the agent behavioral model continuously - your approval rates compound without any manual intervention.

"transaction_id": "agent_txn_x91",
"outcome": "approved",
"acquirer_used": "acquirer_b" ← model retrains
Protocol Support

Every agentic payment
protocol. One integration.

Visa TAP

Token-based autonomous payments. Sayfin scores approval probability for every TAP transaction.

Live

Mastercard Agent Pay

Agent-native credential framework. Full behavioral scoring for MC agentic flows.

Live

OpenAI ACP

The Agent Communication Protocol standard. Sayfin routes ACP-initiated payment requests natively.

Live

Google AP2

Google's next-gen autonomous payment protocol. Pre-auth intelligence for every AP2 transaction.

Live
Capability Traditional PSP Rule-based Router Sayfin
Pre-auth probability scoring No No Yes - <15ms
Agent behavioral modeling No No Yes - per-agent
Protocol-native identity Partial No Yes - all 4 protocols
Zero retry architecture No Limited Yes
Continuous self-retraining No No Yes - automatic
Infrastructure replacement required Sometimes Sometimes Never
Get Started

Ready for agentic
commerce?

Let us show you what predictive intelligence does for autonomous payment flows. One API. No infrastructure changes. Live in days.

Read the API Docs