Intelligent Advisor Agents

Deploy an agent workforce that learns your business and improves itself.

366+
Self-Improving Agents
108+
Agentic Evolutions
13
Intelligent Pipelines™

Our Commitments

No Walled Garden

Catalyst runs on Anthropic, OpenAI, Google, and every major model provider. Swap models freely, benchmark across providers, and keep your own infrastructure. You are never locked in.

No Invasive Data Requirements

Your IP stays with you. Agents run inside your environment and Catalyst never takes custody of your data. No invasive onboarding, no document uploads. Context is built inside your walls.

The Gap in Enterprise AI

The Problems

▲ The 80% Wall

Quality collapses. Most AI projects stall at 80% accuracy. The last 20% is where ROI lives, and almost no one gets there.
No compounding. Without a system that learns from its own output, every improvement is manual and temporary.

▲ Agentic Drift

Models change. AI vendors update their models and your agents behave differently overnight. Without detection, drift compounds silently.
People leave. The expert who built the agent walks out the door, and quality slowly erodes with them.
No one is watching. Without a monitoring layer, failures go unnoticed until customers complain.

The Solution

Catalyst is a team of intelligent agentic advisors that autonomously assist companies in building best-in-class agents that self-improve, evolve, and earn their autonomy by building trust.

Customer Agents. Execute real work inside your environment, powered by your company context graph.
Intelligence service. Compound intelligence for trust, evolution, and self-improvement through agent knowledge graphs.
Web platform. Your agentic fleet command center, agent studio, and more.

Your Agentic Advisor Team

Liaison

Your strategist. Runs discovery, maps your workflows, and shows you exactly where AI will move the needle.

Envoy

Your advocate inside the platform. Keeps humans in the loop and ensures nothing happens without your say-so.

Sentinel

Your executor. Executes the work in your environment. Your data never leaves.

The Catalyst Platform

Deep ContextEvery agent is backed by a company context graph built from your goals, vocabulary, and workflows, so it knows your business as well as your best people do.
Earned AutonomyAgents prove themselves before they're trusted with more.
Compounding IntelligenceYour agents get measurably better every week through agent knowledge graphs that compound learnings across your entire fleet.
Complete VisibilitySee exactly what every agent is doing, in real time.
Control and ComplianceEvery decision traceable. Every action governed. Your rules, always.

We're currently in a closed rollout with select enterprise partners. To see the platform in action or discuss early access, reach out to tom@catalystrl.ai.

Controlled Autonomy

Involvement

Humans in the LoopEvery high-stakes decision routes through human approval. Your team stays involved at every step.
Earned AutonomyAgents start fully supervised. Controls ease up only as trust is proven through measurable performance.
Full Audit LoggingEvery agent action, every decision, every data access recorded and queryable.
Role-Based AccessGranular permissions tied to teams, roles, and individual agents.

Security

SOC 2 AlignedBuilt to meet SOC 2 Type II controls across every service boundary.
Your EnvironmentData never leaves the customer perimeter. No external transfers, no exceptions.
Zero-TrustEvery request authenticated, every action authorized. No implicit trust between services.
End-to-End EncryptionAll data encrypted in transit and at rest. Agent communications secured across every boundary.

The Team

Tom DiLemmo

Founder & CEO · New York City

Serial founder and builder with a track record of taking companies from zero to exit. Founded CatalystRL after identifying a critical gap in enterprise AI infrastructure, then built and operated a production agent fleet to prove the thesis before bringing it to market. Driven by the belief that the next wave of competitive advantage belongs to organizations that can deploy AI agents that genuinely improve themselves.

Serial Founder0 → 1AI SystemsExits

The Agent Team

Autonomous Workforce · Always On

Liaison, Envoy, and Sentinel are actively deployed and running client engagements today. Behind them, a fleet of specialized agents handles evaluation, evolution, trust scoring, and continuous improvement across every deployment. They operate 24/7, learn from every interaction, and get measurably better with each cycle.

366+ AgentsAlways OnSelf-Improving17 Families

The Advantage

Why We Win

Other vendors sell you software. Catalyst delivers a workforce that learns your business and compounds in value over time.

Your company DNA. Catalyst builds a living company context graph of your goals, vocabulary, and workflows. The longer you use it, the more valuable it gets.
No walled garden. Works with Anthropic, OpenAI, and every major model. You are never locked in.
Your IP stays yours. Agents run inside your environment. Catalyst never takes custody of your sensitive data.
Already proven. Hundreds of agents already deployed and self-improving. Not a roadmap, not a demo.

Agent as a Service

A workforce that bills by results and improves with every task.

Always-on. 24/7. No PTO. Massively parallel.
Zero ramp. New agents inherit full company context and agent knowledge graphs instantly.

Consumption-based pricing. You pay for outcomes, not seats, not tokens, not hours. When your agents deliver results, that's when the meter runs.