Map existing specifications
with review.
Review mapping proposals between supported specifications and confirm the result with your technical team. Availability and supported formats vary by engagement.
Why integration usually hurts
Because systems speak different languages. Each uses different field names, different formats, and different semantics — and joining any two of them burns weeks of manual work.
Weeks of hand-written code
A developer reads the docs, works out every field, writes the transformation functions, then tests and fixes the errors one by one.
Small differences that eat time
Date formats, units, null values, and similar fields under different names — every one a trap that stretches the project.
Hard to absorb change
When either system is updated, the integrations break and every previous mapping needs a manual review.
How the smart API adapter works
In four steps, integration goes from a project that takes weeks to something done in hours.
Upload both specifications
OpenAPI files or custom specifications. The adapter reads the structure automatically.
Get a proposed mapping
Our models propose field-to-field mappings with a confidence score for each, plus alternatives.
Review and approve
Your team reviews the proposals and adjusts what needs adjusting. The adapter learns from the corrections over time.
Review service requirements
Review the proposed mapping against the available service documentation.