Automate investment research
Automate the research, keep the audit trail and the exceptions
Automation earns trust by showing what it could not do. Each run below lists its input, the sources it retrieved, the output it produced, and then the exceptions it raised: contradictions between sources, stale evidence, missing conditions, unresolved entities, and anything held for human review. A run with no exceptions is rare and is not treated as a better run.
As of 2026-07-27 10:55Z·Methodology mo-seo-2026.07·Reviewed by Market Ontology Research
Runs
Input
Amazon Faces Free Cash Flow Pressure Ahead of $200B AI Capex Plan
EQUITY · event 2026-07-27 10:06Z
Generated output
Amazon's aggressive $200B capex plan for 2026 has spooked investors concerned about margin erosion. While analysts maintain a $313 price target, the immediate impact on free cash flow is weighing on the stock's valuation multiple. The market is looking for evidence that AWS can monetize this infra…
Mechanism: Equity price depreciation via free cash flow (FCF) yield compression.
Instruments resolved
AMZN
Confidence 0.9 · dislocation 0.5
Human review state
Auto-published under the current threshold, reviewable and revocable.
Exceptions raised by the automation
- Missing evidence. No invalidation condition could be extracted from the available sources.
- Incomplete mechanism. Fewer than two explicit causal steps were recoverable; the chain stops early.
Methodology
Exception derivation. Exceptions are computed from the record, not authored. A run missing an invalidation condition raises one whether or not anyone looks at it, so this page cannot quietly become a highlight reel.
Contradiction handling. When sources disagree on a material fact, the run records both and refuses to pick, rather than averaging them into a confident sentence.
Confidence thresholds. Runs below the auto-publish threshold are held for human review. The threshold is a versioned operating value, not a claim about correctness.
Limits. Automation compresses the retrieval and structuring work. It does not replace judgement about whether the mechanism is the right one.