People ask how we generate foresight from SEC filings. The answer isn’t AI hype. It’s a framework built to strip out noise and force every signal to be traceable back to the filings.
Three layers, each with a different job.
1. Symbolic Core
This is the logic engine. It locks every forecast inside the rules of accounting.
✧ It cross-checks thousands of GAAP tags for consistency.
✧ If cash flow doesn’t reconcile with earnings, or if footnotes contradict the balance sheet, it catches it.
✧ It applies structural accounting rules so forecasts can’t float away from what the company actually disclosed.
This is how we eliminate black-box drift and hallucination. Every output is tethered to hard filings, not guesses.
2. 18-Dimensional Fingerprint
Each company is compressed into a fingerprint built on 18 factors - liquidity, leverage, earnings quality, disclosure clarity, derivative use, off-balance-sheet risk, crypto exposure, and more.
✧ Fingerprints are normalized across industries so comparisons aren’t skewed.
✧ A bank, a miner, and a tech platform can still be lined up side by side.
✧ Subtle shifts like leverage creeping up or disclosure detail thinning out, surface long before they hit a headline.
It’s not opinion. It’s compression of structure. The fingerprint shows when a company is holding steady and when it’s bending under stress.
3. Market Lens
The scanning layer. If the Symbolic Core is the logic and the Fingerprint is the map, the Market Lens is the searchlight.
✧ It clusters fingerprints across industries and highlights anomalies.
✧ The company suddenly reporting twice the leverage of its peers.
✧ The issuer that changes disclosure style in a way that hints at legal risk.
✧ Daily sweeps across all crypto-reporting companies, weekly sweeps across the broader market. From thousands of filings, it pulls out the five anomalies that matter most.
Explainability Trust Index (XTI)
The grading layer. Every signal comes with a score for clarity, traceability, and audit integrity.
Not “because the AI said so.” Instead, a defensible signal with a documented trail — something you can put in front of an audit committee or a board.
Why it matters
Markets run on trust. Speed without trust is noise. Trust without speed is history. DeltaSignal only works because it delivers both - foresight that moves fast, and stands up when challenged.
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