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Factors, macro, and AI/API

Freshness explained for investors

Freshness tells you whether an answer is current enough for the decision in front of you.

Get Free API KeyUpdated June 18, 2026

Definition

Freshness is metadata about source timing and processing timing, such as when a filing was accepted, when a record was materialized, or when a market or macro observation was updated.

Investor read

Freshness requirements differ. An annual footnote can tolerate lag; a financing 8-K, macro release, or dilution signal cannot.

Where it appears

  • Latest filing feeds, macro releases, factor dashboards, and intelligence bundles.
  • Trust metadata, status pages, and response headers.
  • Monitoring, alerting, and watchlist workflows.

SEC API workflow

  • Inspect accepted time, source time, materialized time, and response generated time where available.
  • Use latest endpoints for monitoring jobs.
  • Set alerts or stale-data gates for workflows where delay changes the decision.

Common traps

  • Confusing source publication time with API processing time.
  • Treating cached output as fresh without metadata.
  • Using stale market or macro data in live decisions.

Key takeaways

  • Freshness is time context.
  • Fresh enough depends on the use case.
  • Good APIs expose freshness rather than asking users to infer it.

Build with the source record

Turn SEC filings and market signals into production workflows.

Use secapi.ai to search EDGAR, retrieve filings, parse financials, monitor ownership, score dilution risk, and keep provenance close to the answer.