Book a DemoRequest access
MAPR AI
MAPR AI RELEASE 2.0

Map any schema, with AI precision.

No-code mapping for green-pastures, mid-migration, and legacy EDI alike.

CINTAP Orbit connects EDI, APIs, and file-based systems with AI-driven data mapping. Standardize B2B complexity with real-time processing — while MAPR AI drafts the mapping rules automatically.

IllustrationSOURCE · X12 850TARGET · JSONBEG03 · PO NumberDTM02 · Order DateN1 · Ship-ToPO102 · QuantityPO104 · Unit Priceorder.idorder.placedAtshipping.addresslines[].qtylines[].priceMAPR AI178 rules · dry-run
80 → 8

Hours of manual mapping cut down to minutes

6+

Pre-built integration standards — EDI, HL7, JSON, XML

Dry-run

Test and validate your data before going live

Design-time

AI draft mapping that engineers control

INDUSTRY FIRST

iPaaS AI suggests rules. MAPR AI builds, dry-runs, and repairs complete mapping sets instantly — validated against your data before anything reaches production.

Find a source, an mapping, a trigger, and a destination. Orbit processes transaction telemetry end-to-end. Every individual payload is traceable with full latency and error metrics.

Typical iPaaS AI
MAPR AI
Draft mapping rulesNot includedIncluded
Complex integration executionNot includedIncluded
Validation against live rules before going liveNot includedIncluded
Multi-logic repair historyNot includedIncluded
PROOF ARTIFACTS

Every AI draft leaves evidence behind.

MAPR is outstanding because the output is inspectable. Creators can review the generated rules, dry-run validation logs, and promotion history before sending it to a production ready environment.

Generated rule set

Every mapping constraint, code conversion, and translation is written to editable and inspectable rules.

Dry-run evidence

Run raw payloads against the generated draft to see step-by-step transformations and schemas.

Repair history

Log and review the history of self-healing recommendations and errors.

Promotion control

Transition draft maps to staging or production environments with full versioning control.

Evaluation-ready proof

80 hours of mapping work, done in 8 minutes.

MAPR AI builds complete mapping rule sets, validates them against your actual data via dry-run, and keeps promotion behind human review. It is Orbit's sharpest wedge against generic AI copilots.

Explore mapr ai
IllustrationMAPR AI · RULE SET178 RULESorder.id = BEG03order.placedAt = $toDate(DTM02)shipping.address = N1[N101="ST"]lines[] = $map(PO1, fn($l){ qty: $l.PO102 })lines[].price = $number(PO104)TIME TO LIVE MAPPINGManual EDI mapping80 hoursMAPR AI8 minutes100% dry-run pass · human approved01Read layouts02Analyze schemas03Draft rules04Dry-run05Deploy
HOW IT WORKS

Five steps.
Eight minutes.

From legacy formats to modern systems, let MAPR AI build, dry-run, and deploy for you.

  1. 01
    Read Layouts

    Upload JSON, XML, EDI schemas or raw payloads.

  2. 02
    Analyze Schemes

    AI maps matching fields across any source and target.

  3. 03
    Draft Logic

    Generates custom rules, formats, and data conversions.

  4. 04
    Dry-run & Validate

    Test logic with live sandboxed data before promotion.

  5. 05
    Deploy to Prod

    Deploy your mapping to Orbit Integration Engine.

Evaluation-ready proof

The same mapping. A different week.

MAPR AI PROCESS

  • AI-drafted layouts mapped in minutes
  • Dry-run playground validated before going live
  • Self-healing recommendations and logic optimization
  • Standardized and production-ready in days, not weeks

TYPICAL MANUAL EDI

  • Weeks spent reviewing field specifications
  • Error-prone custom scripts for complex data transformations
  • Manual validation of raw schema files
  • Slow turnaround times and long delays for onboarding partners
REAL CAPABILITIES

Not a wrapper. A mapping engine.

MAPR profoundly structures data formats, resolves relationships, and compiles robust schema mapping logic — validate it all before going live.

IllustrationINPUT · SAMPLE 850{ "BEG03": "PO-88121", "DTM02": "20260905", "PO1": [ { "PO102": 48, "PO104": "12.50" } ] }OUTPUT · DRY-RUN{ "order": { "id": "PO-88121", "placedAt": "2026-09-05" }, "lines": [ { "qty": 48, "price": 12.5 } ] }VALIDATION REPORTSchema conformance · target JSONRequired fields · 14/14 presentType coercion · 6 numeric, 2 dateLookup tables · 3 resolvedReviewer approval · pending100%DRY-RUN PASSPROMOTE TO PROD

Schema-agnostic drafting

Support JSON, XML, EDI (850, 810, etc.), CSV and custom flat files with equal speed.

JSONXMLEDICSV

Production-ready
transformation rules

Generates fully functional code rules that execute instantly on Orbit Engine.

SECURERELIABLEFAST

Smart lookup suggestions

Recognizes codes, country mappings, currency values, and converts automatically.

CODESCURRENCIESLOOKUPS

Governance
playground

Inspect and override any suggested logic with human-in-the-loop control.

STAGINGPRODGOVERNANCE
VALIDATION & GOVERNANCE

Reviewer-grade, not vibe-coded.

MAPR is an agent built for production environments. Every draft is backed by clear rules, sandbox validation reports, and version-controlled states.

Dry-run validation reports

Run sandbox test files through draft rules instantly. Get step-by-step conversion tracking and precise field-level verification reports.

Business-ready ruleset

Suggested logic compiles directly into standard business rules. Easily inspect, edit, or customize any AI-generated mapping path.

Versioning & audit history

Keep track of every change with a detailed draft promotion history, version tags, and system-wide action logs.

THE TOUR

See MAPR AI draft, test and prove a mapping.

Read the transcript
  1. 0:00Meet Kepler and MAPR AI, the AI agents built into Cintap Orbit.
  2. 0:05Tell Kepler what you need, in plain English. Attach a spec or a sample file if you have one.
  3. 0:11Kepler checks your live tenant first, and reuses what already exists. Every step shows up in the chat.
  4. 0:17When a request becomes a build, Kepler launches Nova. Each stage has a specialist, and you can watch every step.
  5. 0:23The mapping stage runs MAPR AI. You can also open any mapping in MAPR AI, inside the Mapping IDE.
  6. 0:26MAPR AI reads both schemas and drafts every rule. Each change is explained in plain language, field by field.
  7. 0:34It dry-runs the draft on real payloads and tests the edge cases: missing segments, repeating loops, special characters.
  8. 0:40Every result comes with evidence: the exact input, the exact output, and which rule produced each field.
  9. 0:46Nothing changes until you apply it. Apply, or apply and run it straight away.
  10. 0:50Risky steps wait for your go-ahead. Kepler works with your permissions, never more than you have.
  11. 0:55Everything it creates comes back as a link to the exact page. Reports and summaries land in your Artifacts library.
  12. 0:59Kepler is on your Orbit dashboard. MAPR AI is in the Mapping IDE.
FAQ

What teams ask before choosing MAPR AI

Connect, map, orchestrate, and monitor without writing custom code. MAPR AI is the proof — an industry-first mapping capability no iPaaS has matched.

What formats can MAPR AI map?

MAPR AI natively supports JSON, XML, EDI (including X12 and EDIFACT standards), CSV, and custom flat files, with auto-detection of structural relationships.

Learn More

How is security handled during mapping drafting?

Data remains encrypted in transit and at rest. MAPR AI operates in isolated sandbox environments with SOC 2 Type II compliance, ensuring raw customer payloads are never exposed.

Learn More

Does MAPR AI run in production?

Yes. Once approved, the compiled mapping sets execute natively within the high-performance CINTAP Orbit core engine for production real-time B2B transactions.

Learn More

Bring a real mapping. Watch MAPR draft it.

Share your worst payloads. We'll show you draft rules and validation reports in 8 minutes flat.

No commitmentLive draft mappingSandbox playgroundAll formats supportedDeveloper-friendlyFull governance control
LoginBook live Demo