The research agent that finds alpha while you sleep.
Risk Cap runs a continuous, hypothesis-driven loop—forming theses, testing them against data, and compounding intelligence automatically. Point it at a question and it does the work of a research desk.
- 24/7
- Continuous discovery
- Any model
- Model agnostic
- SOC 2
- Enterprise secure
Trusted by research teams at
The engine
A hypothesis-driven loop that compounds
Most tools answer a prompt and stop. Risk Cap runs a closed research loop—each iteration sharpens the next, so intelligence accumulates instead of resetting.
- 01
Hypothesize
The agent generates falsifiable theses from your data, prior runs, and open questions.
- 02
Test
It writes and runs the analysis in a sandboxed harness—backtests, queries, models, and code.
- 03
Analyze
Results are scored for significance, robustness, and regime sensitivity before anything ships.
- 04
Refine
Survivors compound into new hypotheses. Dead ends are logged. The loop never stops.
Capabilities
Infrastructure built for autonomous research
Model-agnostic, secure, and running on a harness we built specifically for agents that reason for hours, not seconds.
Model agnostic
Route each step to the best model—frontier, open-weight, or your own fine-tune. Swap providers without rewriting a single workflow. No lock-in, ever.
Custom agent harness
Purpose-built execution infra and tooling: sandboxed code, tool orchestration, memory, and evals engineered for long-horizon research runs.
Secure by design
SOC 2, encryption in transit and at rest, and full run isolation.
Bring your data
Connect warehouses, market feeds, and private corpora with scoped access.
Full audit trail
Every hypothesis, tool call, and result is versioned and reproducible.
Built to scale
Run thousands of parallel hypotheses across a fleet of agents.
Who it's for
One agent, three kinds of edge
For enterprise
A research desk that never clocks out
- Deploy fleets of agents against competitive, market, and internal intelligence
- Private deployment, SSO, and scoped access to your data
- Reproducible, audit-ready outputs for every stakeholder
For investors & traders
Generate and validate alpha, continuously
- Autonomous backtesting across strategies, regimes, and universes
- Signals scored for significance, decay, and robustness before you trade
- Connect market feeds and run thousands of hypotheses in parallel
For writers & analysts
From open question to sourced draft
- Deep, cited research assembled into structured memos and briefs
- Every claim traceable to a run, a source, and a result
- Draft, refine, and publish without leaving your workflow
Security
Enterprise-grade from the first run
Autonomous agents touch sensitive data and execute code. Risk Cap is built so that power stays contained, observable, and yours.
Encrypted end to end
TLS in transit, AES-256 at rest. Your data is never used to train shared models.
Isolated execution
Every research run executes in an ephemeral, sandboxed environment.
SSO & scoped access
SAML/OIDC, role-based access, and least-privilege data connectors.
Full observability
Immutable audit logs for every hypothesis, tool call, and output.
Put a research desk on autopilot
See Risk Cap run a live hypothesis loop against your own question. No credit card, no commitment.