* Revenue figures are market-based estimates only and are not guarantees of income. Actual results will vary based on execution, market conditions, and individual effort. This is not financial or investment advice.
How the agent runs it
The agent team runs a continuous research-to-delivery pipeline: quant research agents mine and backtest alpha signals across equity, options, and macro data; a packaging agent wraps validated signals into client-ready factor sheets and API feeds; a sales and relationship agent manages institutional prospect outreach, demo scheduling, and subscription renewals autonomously via email and CRM. Every morning the CEO orchestrator reviews overnight signal performance, triggers re-validation if Sharpe ratios decay, and gates any client deliverable below confidence thresholds—no human touches the daily operation.
Who this is for
The ideal owner has a quant finance or data science background—think a former hedge fund analyst, financial ML engineer, or fintech product manager who understands factor investing and Sharpe ratios but doesn't want to run a traditional fund. They need enough capital to sustain a 10–16 week build and the professional network to land the first two or three institutional pilot clients. This suits someone who wants to own an asset-light, high-margin intelligence business rather than a people-heavy firm.
Market opportunity
The global alternative data and quantitative signal market exceeded $7 billion in annual spend in 2024 and is growing at roughly 20% CAGR as mid-size hedge funds and family offices increasingly outsource factor research they can't staff internally. Regulatory pressure on insider trading has accelerated demand for systematically sourced, auditable, alternative-data-driven signals. The explosion of high-quality tick data APIs and LLM-powered code generation now makes it economically viable for a small operator to produce institutional-grade signal research that previously required a team of 10+ quants.
Boss agent: NEXUS (Network Execution & Cross-Unit Supervisor)
NEXUS runs a daily orchestration loop that reviews signal performance dashboards, routes new research tasks to the appropriate specialist agent, enforces delivery SLAs, and blocks any client-facing output that fails Sharpe, drawdown, or data-freshness quality gates.
- ■ No signal delivered to any client unless trailing 90-day out-of-sample Sharpe ratio exceeds 0.8 and max drawdown is below 12%
- ■ No new subscriber contract executed above $10K/mo without the human owner's email approval confirmation logged in CRM
- ■ All outbound client communications must pass a regulatory compliance check against the pre-approved language library before sending
The agent team
Human touchpoints
// the only things that still need you
- 👤 Signing new enterprise contracts above $50K annually and authorizing outbound wire transfers for data vendor invoices or legal fees exceeding $5K
- 👤 Responding to any direct client complaint that references signal loss of capital, threatens litigation, or escalates beyond HERALD's scripted resolution paths
- 👤 Annual review and renewal of the securities attorney retainer, regulatory status opinion letters, and any jurisdiction-specific licensing decisions
- 👤 Approving the deprecation of a flagship signal family that represents more than 20% of MRR, which carries brand and financial risk requiring human judgment
Tech stack
Monetization
Clients pay a SaaS-style monthly subscription of $4,500–$22,000/mo per signal bundle tier (Equity Factors, Options Flow, Macro Cross-Asset), with an enterprise API seat license for direct factor ingestion billed annually at $150K+. Revenue scales by adding signal families and subscriber seats without proportional cost increases.
Key risks
- → Signal alpha decay: if a published signal stops working within 60 days of client delivery, churn risk spikes and reputation damage compounds quickly in the tight-knit institutional quant community
- → Regulatory classification risk: depending on jurisdiction, selling trading signals to funds may trigger investment adviser registration requirements (SEC RIA, FCA authorization), requiring ongoing legal monitoring and possible licensing
Getting started
- 1 Establish legal structure and signal disclaimer frameworkIncorporate as an LLC and engage a securities attorney to draft a proper signal-as-information (not investment advice) subscriber agreement and disclaimer stack, clarifying you sell data products, not advisory services. This legal scaffolding must exist before any client contract is signed.
- 2 Instrument core data pipeline on Snowflake and PolygonStand up a Snowflake environment ingesting daily equity OHLCV, options flow, and earnings data from Polygon.io, then build the Databricks notebook runtime where Python backtesting jobs will execute. This is the factory floor every agent will write to and read from.
- 3 Build and validate three flagship signals manually firstBefore automating anything, hand-craft and backtest three alpha signals (e.g., options skew divergence, earnings revision momentum, and short-interest reversal) with at least five years of out-of-sample data to prove the methodology works and establish quality benchmarks agents must meet.
- 4 Deploy and integrate the full Claude Managed Agent teamWire up all six specialist agents to the Snowflake and Databricks backend with Claude Managed Agents orchestration, then run a four-week parallel operation where agent outputs are checked against your manually produced signals to calibrate thresholds before going live.
- 5 Land two pilot institutional clients at discounted ratesUse your existing network to onboard two small hedge funds or family offices as 90-day pilots at 50% of list price in exchange for written feedback and a reference; these anchor clients validate the product, surface edge-case failures, and provide the social proof needed to close full-price subscribers.
// done for you
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