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Graded 23 September 2026

Can FutureSmart Document Intelligence derive a value that appears nowhere but follows from other values?

FutureSmart Document Intelligence correctly derived the value from present inputs. The output returned total_fuel_cost 81 for distance_miles 450 and fuel_rate__per_mile 0.18, and the string "81" does not appear anywhere in the three-page source.

1 of 1 test case passed

Every test case in this scenario has a result.

Pass rate100%1 of 1 with a result
Coverage1 of 1test cases with a result
1PassDid everything it was expected to do.
0FailNo test case failed.
0Not gradableEvery result here could be graded.
0UntestedEvery test case in this scenario has a result.
The pass rate is a summary. The evidence is the test case below: what we sent, what we checked, what the tool returned, and the proof.

The test case

Each test case is judged on its own: Pass, Fail, Not gradable, or Untested. The scenario result above counts this row.

Derived value from two present valuesPassEvidence
What we sent
InputDocument (PDF)
Three-page freight invoice showing distance 450 miles and fuel rate £0.18 per mile. From outside the graded run; shown for context, not graded.
Open the PDF ↗
Key momentsp. 1, 2, 3 ↗
What the tool returned
JSON9 lines
{
  "summary": "This invoice from Calderwood Freight Services details the freight and handling charges for a shipment from Leeds to Portsmouth. The consignment was successfully delivered and signed for on 07 March 2026 with no reported damage or exceptions.",
  "document_type": "invoice",
  "distance_miles": 450,
  "total_fuel_cost": 81,
  "currency": "GBP",
  "fuel_rate__per_mile": 0.18,
  "file_name": "Calderwood_Freight_S66_S67_S72.pdf"
}

Copied from Proof 1 · Output file (JSON), lines 1–9

Open the JSON file ↗
Proof 1Output file (JSON)
JSON extraction output listing distance_miles 450, fuel_rate__per_mile 0.18, and total_fuel_cost 81.

Its contents are printed above, under What the tool returned.

Open the JSON file ↗
Expected vs. Found
What this scenario evaluates

These are scenario-level criteria. Each test case's Expected and Found are listed separately.

  • Whether the tool derives a requested field from values already present in the document.
  • Whether it returns the inferred value when the schema asks for something not stated directly.
  • Whether it distinguishes a computed answer from a value copied verbatim from the page.
How this scenario is judged →
✓Found: The tool returned total_fuel_cost 81, matching 450 × 0.18.
Supporting proof
Proof 2Screenshot
Document Overview panel showing Distance Miles 450, Total Fuel Cost 81, Currency GBP, and Fuel Rate Per Mile 0.18.
Open original ↗
Why this result

The invoice shows distance 450 miles and fuel rate £0.18 per mile, and the document text contains no 81. The extracted total fuel cost is 81, so the tool computed the answer rather than copying it from the page.

Also observed on this row

Decimal truncation worked around. An earlier number field had truncated 0.18 to 0; making the field description explicit about decimals worked around that. The derived total stayed correct in both runs.

Tested by Rugved nichite · evidence dated 18 September 2026

Configuration and setup

How this tool was set up for the run and what the test needed in place. Each row is a fact from the run's records; a fact the records do not hold is left out, not guessed.

Software that produced the output
FutureSmart Document Intelligence
Set up before the run
The input document had two labelled values, each appearing once, and the requested field was not printed anywhere but could be derived unambiguously from them.
Tested
By 18 September 2026 · Rugved nichite

How this scenario is graded

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How results are decided

Each test case gets one result per tool: Pass, Fail or Not gradable. A test case we haven't run yet shows Untested. There are no partial results.

The rules
  • Pass: the tool did everything the test expected, and nothing it said contradicts the correct answer.
  • Fail: at least one expected behaviour clearly didn't happen; the row says which and quotes the tool.
  • Not gradable: our evidence couldn't settle the outcome (for example a record we needed is missing). It is never counted as a fail, and the row says what's missing.

Where this sits in the benchmark

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History of this result

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from the publication record
6 October 2026First publishedStructured Document Extraction v1

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This matches what I see

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Filed against this evidenceNothing yet. Challenges, counter-evidence and fix notices appear here with their outcome, and stay on the page after they are resolved.
Cite this result
aidemos.com/benchmarks/structured-document-extraction/results/futuresmart-document-intelligence/the-value-must-be-derived · 1 pass · 0 fail · coverage 1/1 · graded 2026-09-23

The same record is available as structured data through the AI Demos MCP server, with the counts, the coverage and every per-test-case reason carried as fields.

Verify the proof files

These files support this result. Open a file to inspect the original evidence.

Input · Document (PDF) ↗application/pdf · 118 KB
Proof 2 · Screenshot ↗image/png · 71 KB
Proof 1 · Output file (JSON) ↗application/json · 0 KB
File fingerprints (SHA-256)

A fingerprint identifies the exact file used for this result.

Input · Document (PDF)1bcc6c7b945956c5b6f5a87d223ed3d578a62aa2c56c5fc1e3abedb4cc4de72e
Proof 2 · Screenshot5c134c64a66418ba35154de57ff0cb5e10ce4cae3c492b93874cba0563506c3e
Proof 1 · Output file (JSON)e5e0676a802fb4afc4e14802492712e88c8db87ea228dbaad84a262d0cc554ef