Intelligent schema mapping, payload transformation, and quality scoring powered by a hybrid of LLM reasoning and deterministic analysis.
Five specialized APIs that work independently or compose into powerful data transformation pipelines.
Automatically discover field-level mappings between any source and target schema using LLM-augmented semantic matching.
Learn moreTransform live payloads between schemas with type coercion, structural reshaping, and self-healing error recovery.
Learn moreEvaluate data across seven quality dimensions including completeness, accuracy, consistency, and timeliness.
Learn moreDetect breaking changes, additions, and deprecations between API contract versions with semantic awareness.
Learn moreGenerate comprehensive migration plans with risk analysis, effort estimates, and rollback strategies.
Learn moreThree steps from raw schemas to production-ready mappings and translations.
Describe your source and target systems using JSON Schema, OpenAPI, XML, Avro, Protobuf, or plain JSON examples.
Our hybrid engine combines LLM semantic reasoning with deterministic matching algorithms for reliable, explainable results.
Receive detailed field mappings, executable translations, quality scores, and confidence metrics in structured JSON.
A single API call to map fields between source and target schemas.
{
"sourceSchema": {
"type": "object",
"properties": {
"first_name": { "type": "string" },
"last_name": { "type": "string" },
"email_addr": { "type": "string" },
"dob": { "type": "string" }
}
},
"targetSchema": {
"type": "object",
"properties": {
"fullName": { "type": "string" },
"emailAddress": { "type": "string" },
"dateOfBirth": { "type": "string" }
}
}
}
{
"mappings": [
{
"source": "first_name + last_name",
"target": "fullName",
"confidence": 0.94,
"transform": "concatenate"
},
{
"source": "email_addr",
"target": "emailAddress",
"confidence": 0.98,
"transform": "direct"
},
{
"source": "dob",
"target": "dateOfBirth",
"confidence": 0.96,
"transform": "dateFormat"
}
],
"overallConfidence": 0.96,
"unmappedSource": [],
"unmappedTarget": []
}
Designed with the principles that make tools a joy to integrate.
Every service is a pure function: send a request, get a result. No sessions, no databases, no side effects. Scales horizontally without coordination.
LLM calls enhance results with semantic understanding, but deterministic algorithms always produce a valid baseline. Works even when the LLM is unavailable.
Automatic retry with exponential backoff, graceful fallback to deterministic-only mode, and structured error responses that tell you exactly what went wrong.
Interactive documentation, copy-paste examples, consistent response envelopes, and detailed confidence scores so you never have to guess what happened.
Start free. Scale as you grow. No hidden fees.