July 15, 2025
Self-Service Data at AI Scale — An Open Agentic Architecture for the Enterprise
Promethium CEO Prat Moghe introduces a new agentic approach for self-service data at AI scale.
Continue Reading »Answer Orchestrator
The Self-Service Layer of the AI Insights Fabric
Promethium’s Answer Orchestrator is the self-service layer that makes trusted data accessible to everyone, everywhere.
It plans, reasons, and delivers accurate, explainable answers across every channel — empowering users and AI agents to get what they need, where they need it. Powered by specialized agents like Mantra™, the Orchestrator connects to data through the Universal Query Engine and enriches it with context from the 360° Context Hub — so self-service truly works at enterprise scale.
WHY IT MATTERS
Empower Everyone with Self-Service Data
Most data teams spend their time fielding one-off requests, while business users and AI copilots struggle to find the right data in the right format. Dashboards help with what’s already known — but not with new, incremental questions.
The Answer Orchestrator bridges that gap. It gives everyone — from analysts to executives to AI agents — the ability to ask questions, get trusted answers, and act instantly, without depending on engineering cycles or waiting for pipeline updates.
True Self-Service
Anyone can ask questions and get accurate, explainable answers — without coding or SQL.
Works Where You Work
Deliver answers directly into your BI tools, business apps, or AI assistants.
Instant Collaboration
Teams can refine, validate, and share answers in real time, all within the same environment.
Reuse, Don’t Rebuild
Instantly discover and use existing queries, datasets, and metrics instead of recreating them.
KEY CAPABILITIES
The Self-Service Layer That Turns Data Into Insights
Mantra™ (Data Answer Agent)
Promethium’s conversational agent understands natural language questions, determines intent, and plans the optimal workflow to deliver trusted answers — complete with SQL, lineage, and context.
Multi-Channel Delivery
Promethium delivers Data Answers wherever teams and systems work — BI tools, business applications, or AI copilots — using open standards like MCP and A2A for seamless interoperability.
Answer Intelligence
The Orchestrator continuously improves answer quality through human feedback, agent memory, and validation safeguards, ensuring every answer is verified against real enterprise data.
HOW IT WORKS
From Question to Trusted Answer — Instantly
The Answer Orchestrator coordinates specialized agents to interpret questions, plan workflows, and validate results in real time. Each query is executed through the Universal Query Engine, contextualized by the 360° Context Hub, and delivered as a governed Data Answer that can be reused and shared across the enterprise.
Interpret and Plan
Understands the question, identifies the required data, and plans the query across distributed sources.
Executed and Validate
Runs federated queries through the fabric and verifies results against trusted metadata and rules.
Reinforce and Learn
Uses feedback and agent memory to improve accuracy over time.
Distributed Everywhere
Publishes Data Answers to Promethium’s interface, BI tools, or AI agents through open APIs and standards.
CONSUMING DATA ANSWERS IN PROMETHIUM
Two Seamless Way to Discover and Use Insights
Promethium makes it easy to access and reuse trusted answers directly within the platform — through Mantra and the Data Answer Marketplace.
Mantra™: Conversational Access to All Your Data
Ask questions in plain language and get instant, explainable answers. Mantra combines natural language understanding with context, governance, and live querying for fast, accurate insights.
Learn More Data Answer Marketplace: Discover and Reuse What’s Already Proven
Browse, search, and share answers, queries, and validated datasets across your organization. Each entry is version-controlled, explainable, and endorsed — turning existing work into reusable enterprise knowledge.
Learn More 
THE PROMETHIUM DIFFERENCE
Simple. Seamless. Self-Service.
Frictionless Access for Everyone
Empower business users, analysts, and AI agents to get the data they need — directly from the systems they already use — without waiting on data teams or new dashboards.
Built on What You Already Have
Leverage existing data platforms, queries, and models instead of recreating them. Promethium makes your current data ecosystem self-service ready.
Instant Collaboration and Sharing
Turn insights into reusable assets. Every Data Answer can be refined, endorsed, and shared across teams through Mantra or the Data Answer Marketplace — no duplication required.
