AI-ready data, trusted data for AI, Agentforce data readiness, Salesforce Data 360, Informatica MDM, data foundation for Agentforce, enterprise AI data, AI data governance, master data management for AI

Data Foundation for AI

A data foundation for AI is the layer of mastered, governed, real-time data that AI agents and copilots depend on to act accurately. LumenData builds it on Informatica and Salesforce Data 360—so your Agentforce, AI, and analytics run on trusted records instead of guesses.

What is a Data Foundation for AI?

A data foundation for AI is the combination of master data management, data quality, governance, and real-time integration that turns fragmented enterprise data into a single trusted source AI can reason on.

Without it, AI agents inherit duplicate, stale, and ungoverned records—and produce hallucinations, wrong actions, and compliance risk. LumenData delivers this foundation as a scoped engagement: we master your data in Informatica IDMC, govern it end to end, and activate it in Salesforce Data 360 and Agentforce through MuleSoft.

Why AI Programs Fail Without a Data Foundation

Enterprise AI rarely fails on the model. It fails on the data.

Ungoverned Inputs

Lead to hallucinations and wrong agent actions.

Duplicate Records

Lead to conflicting answers across systems

No Lineage

Lead to decisions you can't audit or defend to regulators

Data Stuck in Warehouses

Lead to trusted records never reaching the agent at the moment of action

The Fix: Trusted, governed data delivered in real time to the point of execution

The Data-to-Agent Reference Architecture

Systems of Record

SOURCES

ERP · Legacy DBs · Warehouse & SaaS

The Foundation

INFORMATICA

MDM · Data Quality · Governance

Connective Tissue

MULESOFT

API-led orchestration · Events

Intelligent Surface

SALESFORCE

Data 360 · Agentforce · Tableau

Analytics & ML Extension

SNOWFLAKE

DATABRICKS

What LumenData Delivers

Trusted Data Your Business Can Act On

Informatica-Led: MDM, data quality & governance

AI & Experiences That Act on It

Salesforce-Led: Data 360, Agentforce & MuleSoft

Who It's For

Trusted Data behind Data 360, MuleSoft, and Agentforce to stop AI hallucinations

Beyond integration. Clean data drives great CRM outcomes.

Extend MDM, DQ, and Governance into Salesforce Data 360 and Agentforce

Don’t just maintain your Informatica footprint—leverage it

The LumenData Advantage

350+

Informatica Certifications

The depth to stand up MDM, Data Quality, & Governance the right way, the first time

180M+

Records Mastered

Platinum Enterprise Informatica Partner, currently leading the largest Informatica MDM SaaS migration in the ecosystem.

6-12 Weeks

QuickStart Program

AI-ready data foundations deployed in weeks, with rapid deployment and zero downtime

SOC 2 Type II

Compliant

Security, governance, and audit readiness built into every engagement.

Your Full Data + AI Stack

Built for the New Era

Architecture-led execution across Salesforce (Data 360, Agentforce, MuleSoft), Informatica, Snowflake, and Databricks, unified into one trusted data foundation for AI.

Make your Data Ready for AI in Weeks

Save time on modernization & implementation with LumenData’s ready-to-use automation frameworks

Experts with 350+ certifications from Salesforce, Informatica, Reltio, Snowflake, Databricks, dbt, etc. 

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