Why Own the Pipeline
The “own the pipeline, own the data, own the model” philosophy isn’t just a tagline — it’s a decision that drives every infrastructure choice we make.
When you depend on third-party data vendors, you’re paying margin on top of margin, you’re subject to their terms of service, and you have no control over what gets cut in a cost-reduction cycle. When you pull data directly from primary sources — SEC EDGAR, FINRA, county property records — you know exactly what you’re getting and you control the refresh cycle.
When your processing pipeline is yours, the latency is yours to optimize. When your model is yours, the alpha is yours to keep. This matters more as the data landscape gets more competitive.
Why Retail Investors Deserve Better
The regulatory framework in the United States treats public company disclosures as exactly that: public. The EDGAR system is free to access. Congressional trading disclosures are public record. County property assessments are public record. The information exists. The problem is the friction between “publicly available” and “practically accessible.”
Reducing that friction is the whole job. A retail investor with a $50,000 account making their own decisions deserves the same quality of information that a professional with a $50M book gets from their data subscriptions. Not because investing is easy or fair, but because the information exists and there’s no good reason to keep it locked behind a $27,000 annual terminal fee.
What’s Next
The next phase is autonomous agents. We’re building AI systems that don’t just surface data but actively monitor and reason about it: agents that watch SEC EDGAR continuously, correlate filings with price action, identify patterns across thousands of companies simultaneously, and generate plain-language alerts when something important happens.
The vision is market intelligence that never sleeps, never misses a filing, and presents findings in language that doesn’t require a finance degree to act on. That’s still in development — but the data infrastructure to support it is already built and running.
The guerrilla approach means we might not get there fastest. But we’ll get there on our terms, and when we do, it won’t be paywalled at $27,000 a year.