NEW IN ADEPTIA AUTOMATE 5.3
Agentic AI Data Mapping
Stop writing mappings. Start describing them. An AI agent built on 25 years of integration expertise turns weeks of mapping work into minutes.
THE FIRST MILE IS THE HARDEST MILE
Every new partner means another map to build
Traditional ETL was built for predictable data moving between systems you already know. Real enterprise data doesn't work that way. Partners send data a little differently, and it keeps changing.
So mapping becomes a standing backlog. It waits on scarce specialists, delays new customer implementations, and slows revenue. Adeptia is filling the integration gap with an agent that does the mapping work itself.
HOW IT WORKS
Describe it. The agent builds it.
What used to take a specialist weeks now takes minutes, in four steps.
The agent shows its confidence and reasoning for every field, and brings the decisions that need your judgment back to you for review.
SELF-LEARNING
Self-learning that starts on day one
Most AI mapping tools start cold. Adeptia's agent starts with institutional memory.
The agent is built on 25 years of real-world mapping experience across insurance, financial services, healthcare, and other data-intensive industries. It doesn't need onboarding. It already knows the job.
Built-in industry expertise
- 25 years of Adeptia mapping patterns and standards
- Available from your first mapping
- No setup or training required
Your own self-learning layer
- Learns automatically from every mapping your team builds
- No manual tagging or curation
- Private to your organization and isolated in its own environment
- Add your own reference documents to tailor it further
Ask any AI mapping vendor one question: has your agent actually done this before?
AGENTIC BY DESIGN
Built for agents, not just people
The same tools that power the AI Mapping interface are available through Adeptia's native MCP server. Your own AI agents can create, validate, and manage mappings directly, so mapping becomes one step in a larger automated workflow instead of a manual handoff.
ENTERPRISE TRUST
Built for enterprise trust
- Your model, your choice
- Runs on Anthropic, OpenAI, Azure OpenAI, or AWS Bedrock, using your own account and API key.
- Your data, isolated
- What the agent learns stays in your own isolated environment. If you self-host, Adeptia has no access to it.
- No AI at runtime
- Published mappings run as compiled, native code, with no added latency, no ongoing model cost, and no surprises in production.
- Nothing hidden
- Generated code is never a black box. Power users can open and edit it any time, and the traditional mapping experience is still there for anyone who wants full control.
HOW WE GOT HERE
From suggestions to an agent
- Automate 5.1: Suggestions
- AI recommended a rule for each field, and a person accepted or rejected each one.
- Automate 5.2: Suggestions, extended
- Richer context from file uploads and chat history improved suggestion quality and speed.
- Automate 5.3, now: An agent builds it
- The agent builds the complete mapping from a plain-language request, asks what it needs to know, and validates the result.
BUSINESS OUTCOMES
What that means for your business
- Onboard partners faster
New integrations ship in minutes instead of weeks, so new revenue starts sooner.
- Remove the bottleneck
Business users build mappings directly, without waiting on engineering.
- Scale without adding headcount
Take on more trading partners with the team you have.
- No surprises in production
Deterministic, auditable runtime, with no live AI decisions once a mapping is deployed.
USE CASES
Built for the industries where data never arrives clean
- Insurance
Onboard brokers, carriers, and employer groups faster. Map enrollment and policy data, including LDEx and carrier EDI formats, from plain-language requests.
- Financial Services
Map customer onboarding and KYC data accurately, with validation before anything goes live and a full audit trail of every mapping.
- Manufacturing and Logistics
Handle EDI and partner data from suppliers, warehouses, and carriers. Map product IDs, order quantities, and shipping details, whatever the format.
- Healthcare
Map claims, eligibility, and HL7/FHIR data across payers, providers, and partners.
PROOF
Results from Adeptia customers
- 98% faster onboarding
- Voya Financial
- 90% reduction in switchover time
- Unum, from 3–4 weeks to 2–3 days
“The mapper in Adeptia blows away anything I've ever seen in terms of easability of putting business logic into your workflow. For your average person trying to map a file transformation, they're not going to know how to do that in MuleSoft, but it's easy as cake in Adeptia. And, if you look at a development tool chest, that's got to be the top advantage that, in my opinion, Adeptia has over anyone else.”
FAQ
Frequently asked questions
See the AI Mapping agent work on your own data
Bring a real mapping challenge. We'll show you how the agent handles it.
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