AI Demos Research — the structured-intelligence platform. Every verdict on these pages opens to the execution behind it.
Graded 7 October 2026

Can Landing AI derive a value when the answer is not printed in the document?

Landing AI derived the requested value in this scenario. The invoice shows DISTANCE 450 miles and FUEL RATE £0.18 per mile; the JSON returns fuel_cost as GBP 81.00, and the document text does not contain 81.00. The playground screen shows the same result beside a one-field schema.

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 the route, fuel rate, charges, and damage notes.
Open the PDF ↗
What the tool returned
Text11 lines
{
  "data": {
    "fuel_cost": "£81.00"
  },
  "extractionMetadata": {
    "fuel_cost": { "value": "£81.00", "ranges": [ { "start": 316, "end": 326 }, { "start": 338, "end": 352 } ] }
  },
  "extract_id": "extract-01m4ann5yp6j7hhn8ckkk14be2",
  "parse_run_id": "parse-01m4anmhtay7pt731hezb4fyrq",
  "created_at": "2026-10-07T07:53:48.821Z"
}

Copied from Proof 1 · Output file (text), lines 1–11

Open the text file ↗
Proof 1Output file (text)
JSON output returning fuel_cost as GBP 81.00 with source ranges and run details.

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

Open the text file ↗
Expected vs. Found
✓Expected: The computed value itself, not one of the input numbers.Found: The JSON returns GBP 81.00 for fuel_cost, and the document text does not contain 81.00.
Supporting proof
Proof 2Screenshot
Extract playground screen showing the result beside a one-field schema.
Open original ↗
Why this result

Landing AI was compared with the invoice, the returned JSON, and the playground screen. The invoice shows DISTANCE 450 miles and FUEL RATE £0.18 per mile once each; the JSON returns fuel_cost as GBP 81.00, and the value does not appear in the document.

Also observed on this row

Two source spans. The field is linked to two source spans, which fits two operands rather than a stated total.

Tested by Rugved nichite · evidence dated 7 October 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
Landing AI
Build or version
DPT-3 Pro (parse model; app version not exposed)
Surface
Web app
Set up before the run
Two labeled values had to appear once, the result could not appear in the document, and the relation had to be unambiguous. A field was requested that follows from one arithmetic relation between two present values.
Surface and mode
Extract playground
Extraction schema
one field, fuel_cost, type String
Tested
7 October 2026 · Rugved nichite

How this scenario is graded

How we decide Pass, Fail and Not gradable. The same rules apply to every tool tested on this scenario.

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

This page is one cell of a larger study: one tool, one scenario. Only this benchmark's frame appears here.

LevelNameScope
BenchmarkStructured Document Extraction →19 scenarios · 10 tools
CapabilityField Extraction →
ScenarioThe value must be derived →
ToolLanding AI →

History of this result

What has happened to this result since it was first published. Runs and grades are never overwritten: a retest or a re-grade publishes a new result and keeps the earlier one readable.

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

Act on this result

Nothing filed here edits the run or the grade. A challenge opens a review, and a review can produce a new run or a re-grade — which becomes the current result and leaves this one in the history.

This matches what I see

You run the same kind of test against your own setup and get the same behaviour.

Agree →
This does not match

Yours behaves differently. Tell us what you got, with a screenshot if you have one.

Disagree →
Point out an issue

Something here is wrong — a reference value, a transcription, a grade.

Report an issue →
Request a retest

On a newer build, a larger dataset, or your own setup.

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We have fixed this

Tell us what changed and we schedule a rerun of the failing test case. The old result stays as history.

Vendor notice →
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/landing-ai/the-value-must-be-derived · 1 pass · 0 fail · coverage 1/1 · graded 2026-10-07

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 1 · Output file (text) ↗text/plain; charset=utf-8 · 0 KB
Proof 2 · Screenshot ↗image/png · 99 KB
File fingerprints (SHA-256)

A fingerprint identifies the exact file used for this result.

Input · Document (PDF)1bcc6c7b945956c5b6f5a87d223ed3d578a62aa2c56c5fc1e3abedb4cc4de72e
Proof 1 · Output file (text)e4a4cc549c340d87d35fd68e9bbcd91fbfc100838ba94989690912e509612c22
Proof 2 · Screenshot686d83ac66c0b698b2cbf8a71d2bfd4c43ddfea91a1b21beffde87e3f178a081