Sourcing & Diligence Agents

We build agents that learn your company. The agents train with you. We build. All at once.

CatalystRL reinforcement loopAnimated visualization of a bounty flowing through four stages (Intake, Execute, Verify, Learn) with a trust gauge at the center that compounds with every completed loop.REINFORCEMENT_LOOP // LIVE0000 CYCLES · TRUST +20.0%ENV // PRODT+0.0s● COMPOUNDING01Intake02Execute03Verify04Learnbty/0a7cfinancebty/8e22legalbty/4f01growthbty/12bdsupport0.92TRUSTCOMPOUNDS_EVERY_LOOP· THE · BOUNTY · LOOP · SELF · IMPROVING ·
Self-improving agents
Sourcing targets all time
Diligence decisions all time
Bounties completed
The Catalyst Platform

Company intelligence
that compounds.

Stage · 01Deep Context

It starts with understanding your business.

Before any agent touches production, your Envoy meets our Liaison in the Cleanroom. They learn how your business runs: goals, vocabulary, decisions. The output is a living map every Catalyst agent reads from.

  • Your team talks to our team. Agents listen and learn
  • Full audit trail. Both sides see everything that was said
  • The output is a living map of your business. Every Catalyst agent reads from it
catalyst · cleanroom
SHARED
The work, made visible

Signal becomes evidence.
Evidence becomes a decision.

Sourcing

Scan every signal. Score against your thesis. Surface what deserves attention.

Diligence
01Document
02Verify
03Regulatory
04Risk
05Decide

Document the evidence. Detect the red flags. Decide what is worth it.

Better models do not
fix the last mile.

Most agent projects plateau before the work becomes dependable. Without a learning system, improvements stay manual, context disappears, and quality drifts silently.

First useful outputProduction quality
80% plateau
Model changesOperations changeExpert context leaves
Quality earns ROI and trust.
How it works

Your Agentic Advisor Team

Advocate

Envoy

  • Streamlines onboarding from days to minutes.
  • Uses only the access and permissions you grant.
  • Advocates for you opposite CatalystRL’s Liaison.
Onboarding
Minutes, not days
Access granted by
You
Unapproved access
Zero
Executor

Sentinel

  • Sentinel agents are consumption-billed.
  • Sentinel agents execute tactical work in real time.
  • Sentinel agents upgrade agentic fleets and version agents.
Billing
Consumption-based
Execution
Real time
Agentic fleet upgrades
On demand
Control is part of the product

Powerful agents without
surrendering the keys.

01Your environment
  • Your data and IP stay inside your perimeter, with no external transfers.
  • Data and agent communications stay encrypted. Choose any major model provider.
02Human control
  • Every high-stakes decision routes through explicit human approval.
  • Your team stays involved at every step that matters.
03Zero-trust access
  • Every request is authenticated and every action is authorized.
  • You grant granular permissions across teams, roles, and individual agents.
04Earned autonomy
  • Agents start fully supervised.
  • Controls ease only after measurable performance proves trust.
05Audit & assurance
  • Every agent action, decision, and data access is recorded and queryable.
  • Built to align with SOC 2 Type II controls across service boundaries.
Founder and agent team

Built by operating the company this way.

Tom DiLemmo is a serial founder and builder who built a production agentic fleet to prove the thesis before bringing it to market. CatalystRL is built by operating the same system every day.

Tom DiLemmoFounder & CEO · New York City
Discuss a Deployment