The agent harness purpose-built for investment work
Dominion is the agentic operating system for capital markets — a steerable agent harness that orchestrates a fleet of specialist sub-agents across an integrated tool registry of spreadsheets, market data, filings, and macro feeds. Plan-mode reviews. Build-mode execution. Headless monitoring. Citation-grade reproducibility on every run.
The Challenge
- General-purpose chat assistants hallucinate figures and have no harness to verify the math against the source model
- Spreadsheet errors — broken refs, circulars, hardcoded plugs — slip into IC decks because no agent owns verification
- Market data, filings, FX, and macro context live in five different tools with five different logins and no shared memory
- Background monitoring lives in someone's spreadsheet of email rules; threshold breaches surface a day late
- Reproducibility and audit trails are afterthoughts — making AI-assisted analysis non-starters for IC and compliance
Our Solution
- An agent harness purpose-built for finance: orchestration, memory, tool registry, and permissioning baked in
- A steerable sub-agent fleet — Analyst orchestrates, Auditor verifies, Quant computes, Sentinel watches, Scribe writes
- A typed tool registry across spreadsheets, market data, filings, FX, and macro — no copy-paste, no context loss
- Headless, long-running Sentinel loops watch artifacts continuously and escalate by severity, not by volume
- Every run is reproducible by construction — inputs, code, seed, citations, and audit log retained for the desk and compliance
An Agent Harness Built for the Desk
Orchestration, sub-agent specialization, a typed tool registry, plan-mode and build-mode loops, headless background runs, permissioned safety surfaces — engineered for the way investment work actually happens.
A Steerable Sub-Agent Fleet
Dominion runs an orchestrated fleet of specialist sub-agents — the seats on a modern investment desk, exposed as composable building blocks. The Analyst is the orchestrator: it parses intent, plans the run, and delegates to specialists through a permissioned tool registry. Every hand-off, every tool call, every artifact is logged for review and re-run.
Key Benefits
- Analyst — the orchestrator. Plans the run, decomposes the brief, routes work to specialists, and assembles the cited answer
- Auditor — plan-mode verifier. Read-only recompute and reconciliation against the source model, with severity-rated findings
- Quant — build-mode specialist. DCF, Monte Carlo, sensitivity, portfolio optimization, and backtesting in a sandboxed Python and R runtime
- Sentinel — autonomous, headless. A long-running loop that watches positions, models, and feeds, paging the desk only when severity warrants
- Scribe — output agent. Memos, IC decks, tearsheets, and updates rendered with citations bound to source cells, filings, and feeds
The Agentic Loop, Applied to Investing
Plan, execute, verify, monitor, ship — Dominion runs the same loop that defines modern agentic systems, retooled end-to-end for the realities of capital markets.
Mount the Desk
Point Dominion at your workbooks, wire in the market, filings, FX, and macro connectors, and define the permission grid for each sub-agent. Runs local-first or in your VPC — your artifacts never leave the perimeter you set.
Brief the Orchestrator
State the objective in plain English. The Analyst plans the run — decomposing the brief, selecting tools, and routing sub-tasks to specialists. You see the plan before it executes.
Verify in Plan Mode
The Auditor recomputes the model independently in a sandboxed read-only scope. Discrepancies, broken refs, and convention breaks surface as severity-rated findings before any write happens.
Execute in Build Mode
The Quant runs DCF, Monte Carlo, sensitivity, and goal-seek against the live workbook. Live quotes, fundamentals, options, filings, FX, and macro arrive through typed tool calls — every figure cited at the moment of retrieval.
Hand Off to Headless
Sentinel takes the artifacts you've registered and runs as a long-running background loop on the agent server. Threshold breaches, model drift, and material filing changes escalate to the desk by severity, not by volume.
Ship a Reproducible Run
Scribe compiles the IC memo, tearsheet, or update with citations bound to source artifacts. Export to PDF, Excel, or your firm's house template — and re-run the same artifact against fresh data with one command.
Move from scattered signals to capital-ready decisions.
Sig Analytica connects market research, relationship context, and deal workflows into one operating layer for private capital teams.