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Factors, macro, and AI/API
Provenance explained for investors
Provenance is the difference between a useful answer and an answer you cannot audit.
Get Free API KeyUpdated June 18, 2026
Definition
Provenance is metadata that records the source behind a value or passage, such as accession number, source URL, filing date, parser version, trace ID, or provider reference.
Investor read
In financial research, a claim without provenance is fragile. Provenance lets you verify, cite, reproduce, and challenge the answer.
Where it appears
- Filing, fact, search, statement, intelligence, and factor payloads.
- Agent citations and source panels.
- Audit, compliance, and repeatable research workflows.
SEC API workflow
- Keep source accession, filing URL, and trace metadata attached to extracted data.
- Display citations in user-facing outputs.
- Use provenance to debug discrepancies between sources or refresh cycles.
Common traps
- Summarizing sources into conclusions without citation.
- Treating vendor-normalized values as source facts.
- Dropping lineage during cache, embedding, or agent handoff.
Key takeaways
- Provenance is source lineage.
- It is essential for trust and reproducibility.
- Investor workflows should keep provenance near every derived answer.