Intelligence that learns your business
Your AI analyst,
built around your business.
Connect your private company data to give your analyst the context to find the public signals that matter, and turn both into relevant answers, insights, and decisions.
The Catalyst Platform
An AI analyst with your company’s context.
Your private knowledge directs public discovery. Connect documents, systems, relationships, priorities, and past decisions so your analyst can focus on what matters to you. Your team can review the evidence, approve the next step, and give feedback along the way.
Catalyst AI learns your business.
Share the information you authorize so your analyst can learn your business, priorities, and goals. Review its understanding and give feedback along the way.
- ■Connect the documents and information you choose
- ■Give your analyst the context that makes your business distinct
- ■Review its understanding and share feedback
Sourcing and Decisions
Private context. Public signals. Sourcing becomes a decision.
Find investors like your best existing investors, prospective clients, and investments aligned with your thesis—including venture opportunities.
Qualify fit, investigate the evidence, and identify warm paths. Give your team a ranked shortlist and outreach to review.
Better models do not escape the 60% frontier stall.
Most agentic experiments plateau at the 60% quality frontier. Without a learning system, improvements stay manual, context disappears, and quality drifts silently.
Envoy AI Analyst
Envoy is your AI analyst, working 24/7/365 across your private data and the public signals that matter. It selects the right models and tools for each task to balance quality, speed, and cost. Your team sets priorities, reviews evidence, and approves consequential decisions.
Keep your IP out of frontier-company black boxes.
Why hand over your IP to the frontier companies? Envoy runs completely on open source models, learning from the context and access you choose to share.
- ■Bring private context into one working view.
- ■Choose the APIs and systems Envoy can use.
- ■Explore results with the evidence behind them.
Security for powerful AI.
Control for every action.
Security sets boundaries for data access, approvals, and autonomous action.
- Your data and IP can remain in your environment, away from frontier model vendors.
- Use open-source models selected for your implementation.
- Every high-stakes decision routes through explicit human approval.
- Your team stays involved at every step that matters.
- Every request is authenticated and every action is authorized.
- You grant granular permissions across teams, roles, and individual AI systems.
- Autonomous AI starts fully supervised.
- Controls ease only after measurable performance proves trust.
- Every AI system action, decision, and data access is recorded and queryable.
- Built to align with SOC 2 Type II controls across service boundaries.
Built by operating the company this way.
Tom DiLemmo is a serial founder and builder who built a production autonomous AI system to prove the thesis before bringing it to market. CatalystRL is built by operating the same system every day.
Built around your business