What does RTA Labs do?

RTA Labs is a frontier AI company that builds intelligence systems from first principles. We ship the OMNI enterprise AI agent platform, while conducting foundational research into new, mechanistically interpretable model architectures.

What is the OMNI Platform?

OMNI creates custom AI agents through conversation. Users describe their business needs in natural language, upload their data, and OMNI handles all technical configuration, training, and deployment automatically — no coding required.

Is RTA Labs doing AI research?

Yes. RTA Labs maintains an active research program on next-generation model architectures — including GVN (Gravitational Vector Networks), a new architecture designed to be mechanistically interpretable by design. This foundational work directly informs the products we ship.

RTA Labs — Exploring the Frontiers of AI

Platform

Intelligence Infrastructure

Our flagship platform brings specialized, benchmark-proven AI agents to any business — trained on their own data, built and deployed in a single conversation.

OMNI Platform

Specialized AI agents, trained on your own data and built through conversation. Describe what you need, upload your documents, and OMNI trains, configures, and deploys a production-ready agent. No code, no ML team.

90.7% accuracy on held-out financial documents — a frontier LLM scored 75.3%

8–18× fewer tokens per request than per-call frontier models

up to 82× lower cost per request, resolving 87–98% on its own model

Matches or beats frontier models in-domain, at a fraction of the cost
Conversational agent creation — trained, configured, deployed automatically
Deploys across Slack, Gmail, and 30+ business platforms
Enterprise security with isolated, single-tenant environments

Explore OMNI →

First Principles

What Drives Us

Every system we build starts from the same foundational convictions — not industry convention, not what's trending, but what we believe must be true for AI to genuinely serve the people who use it.

Principle 01

Context Is Intelligence

A model without context is a capability without direction. We believe intelligence emerges when the right information flows to the right place at the right time — and our job is to build the infrastructure that makes that flow effortless.

Principle 02

Built to Serve All

The most powerful AI in the world is meaningless if only a few can access it. We design systems that lower the barrier of entry — from open-source tools any developer can use, to platforms that require no technical expertise at all.

Principle 03

Explore Relentlessly

We don't optimize for the current paradigm — we question it. Our research program exists to continuously open new avenues: novel architectures, unconventional training dynamics, approaches the field hasn't tried yet. That's our prerogative.

Research

What's Ahead

Our research program is focused on fundamental advances in model architecture — interpretable, first-principles designs. The kind of work that compounds over years, not quarters.

Gravitational Vector Networks

We're developing a new class of model architecture designed to be mechanistically interpretable from the ground up — where a model's internal reasoning can be read directly from its structure, rather than reverse-engineered after training.

It's a first-principles rethink of how models represent and move information, drawing on the geometry and physics of learning dynamics. Foundational, deliberate, multi-year work — and the frontier we're now expanding our research program around.

Leadership

Meet the Founder

Pirassena Sabaratnam

Founder & CEO

A founder with 10+ years building at the intersection of AI and enterprise software, with two prior startups founded. RTA Labs is the realization of a singular conviction: that the most consequential AI systems will be the ones that respect their users as much as they serve them — and that frontier research should translate into tools people can actually use.

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