Antidote.

Finance retrieval

FinRetrieval

Retrieve specific numeric values from a structured financial database versus web search.

As of 13 August 2026. Conditional pack. Daloopa FinRetrieval. Structured API versus web search stay separate.

FinRetrieval asks whether an agent retrieves a specific numeric value from a structured financial database. Web search and structured APIs are different treatments. Mixing them into one retrieval score hides the failure mode.

Recheck Daloopa terms before a commercial run. No cited public figure is installed until a frozen, rights-cleared replay exists.

Scale
500 questions in the public Daloopa FinRetrieval release
Provenance
Daloopa FinRetrieval. Recheck Daloopa terms before a commercial run. Structured API versus web search stay separate.
Contamination
Moderate. Public agent traces. Recheck Daloopa terms before a commercial run.
Cannot establish
Answer correctness on a live research workflow, or a vendor moat.

Metrics, kept separate

  • Retrieval accuracy
  • Structured-API accuracy
  • Web-search accuracy
  • Tool-trace completeness

No cited public figure is installed for this pack. Method, scale, and gates still apply. A missing chart is not a pass rate.

What the figures bound

Tool access is the treatment. A model-family ranking that ignores the tool condition is refused here.

It does not score AlphaSense, it does not measure answer writing, and it does not establish a data moat. Absence of a chart is the honest state.

What this page does not conclude

  • A commercial run before Daloopa terms are approved
  • A research-product or vendor score
  • Answer correctness after retrieval
  • A model-family ranking that ignores the tool condition

Cited as calibration on these memos — not a score of those products.

Not attached to a software, advisory, or automation memo yet.