New & improved: our AI-first intake and mapping process for any integration
by Green Dolphin Software, Integration practice
Scoping an integration used to mean spreadsheets, field-by-field specs, and a lot of back-and-forth. We rebuilt that whole front door to be AI-first: you describe the outcome in plain language, and AI does the heavy lifting — drafting the mapping, typing every field, previewing the result on real data, and catching problems before anyone builds anything. This walkthrough shows the new intake and mapping wizard end to end, for any source and target.
Describe the outcome — AI does the mapping
You start by saying what you want connected, in plain language. From there the mapping wizard auto-drafts the field-by-field mapping: every source field paired to its best target, with the data type inferred for each one — text, number, date, id, object, or array. No blank grid, no manual first pass.
See the result before anything is built
Every field shows a live preview on realistic sample data — and you can paste your own real records so the preview shows your actual values. Type a value, see exactly what lands on the target after transforms. What you see is what will run.
Plain-English logic — no code
Describe a rule the way you'd say it ("trim and uppercase the stage," "default the owner to UNASSIGNED if empty") and AI turns it into concrete, editable transforms. The same panel covers if/then conditions, defaults, constants, find-and-replace, value lookups, and combining fields (first + last into a full name).
Built for real-world data shapes
Real integrations aren't flat. The wizard maps collections / line items (one-to-many) and nested object sub-fields (address.city to shipping_city), plus a record-level sync filter so you only move the records you mean to.
Validation and one-click AI fixes
As you edit, automated validation flags issues immediately — duplicates, type mismatches, unmapped fields — with a one-click jump to each. The AI-fix button goes through the mapping, auto-corrects the flagged issues, and shows you exactly what it changed. Undo anything in a click. Nothing runs until you approve it.
Any integration, AI-first
This is the new front door for every engagement — Salesforce, Snowflake, NetSuite, your own database, a file feed, an in-house API. You bring the outcome; AI brings the mapping. Start your intake or open the mapping wizard.