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API NOW IN PUBLIC BETA

Raw transactions in.
Clean merchant data out.

The batch-first transaction enrichment API for fintech developers. Enrich raw statement strings with canonical names, clean domains, categories, subscription flags, and MCC codes in under 50ms.

Try Sandbox View Pricing
<50ms Cache Latency
99.8% Matching Accuracy
$0.001 Per Transaction

Enrichment Sandbox

Test raw transaction strings to see the enriched structured output returned by the ParseTx API.

1. Input Statement Text

Try the presets below — free, no limit. Or paste your own raw bank statement string (5 custom demos).

— or enter your own —

2. Response & Integration

5/5 free tests remaining
200 OK 
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Capabilities

Built for engineers who move fast.

Performance Benchmarks
Metric ParseTx Typical Alternative
Cache hit latency <50ms ~200ms
Sync batch size 10 txns / req 1 txn / req
Async batch size 500 txns / req Not supported
Matching accuracy 99.8% ~82–87%
Price per enrichment $0.001 ~$0.01–0.02
Batch Endpoint 
POST /v1/enrich/batch
Content-Type: application/json
Authorization: Bearer {API_KEY}

{
  "transactions": [
    "AMZN MKTP US*1A2B3C",
    "NETFLIX.COM CARD 1234",
    "UBER* TRIP PENDING SF"
  ]
}

// Response
{
  "results": [
    {
      "merchant": "Amazon Marketplace",
      "domain": "amazon.com",
      "category": "Shopping",
      "mcc_code": "5942",
      "is_subscription": false,
      "confidence": 0.99
    },
    ...
  ]
}
Global Edge Cache

Sub-50ms Response

We use a globally distributed KV cache. If a merchant has been resolved by our system anywhere in the world, it is served to you instantly from the edge.

API Request
→
SQLite Edge Cache
→
Enriched JSON
Pre-LLM Sanitization

Zero PII Leakage

Custom Regex strips names, addresses, and card numbers *before* sending to Gemini. Your customer data never reaches the LLM.

"SQUARE * JOHN DOE 1234"
↓
"SQUARE"

Simple, Dev-Friendly Pricing

Simple, usage-based pricing. Pay only for what you consume.

FREE TIER

Free Developer Key

$0/month

A real API key for integration testing. No credit card required.

  • 5,000 transactions / month (Free Key only)
  • No credit card required
  • Email verification only
  • Full API response schema
  • Upgrade anytime
Get Free Key
PAY-AS-YOU-GO

Developer API

$0.001/tx

Simple consumption-based billing. Pay only for what you use, billed at $0.001 from the very first request.

  • $0.001 per transaction
  • Card on file required
  • Sub-50ms cache hits
  • Native batch enrichment
  • Standard developer support
Get API Key

Enterprise

Custom

High volume discounts and custom deployments.

  • Volume pricing (< $0.002/req)
  • Dedicated edge processing nodes
  • Custom metadata taxonomies
  • 99.99% SLA guarantee
  • Dedicated Slack support channel

Get in Touch

Have questions about integrations, volume pricing, or beta access? Send us a message.