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Graded 7 October 2026

Can Landing AI extract a plainly labelled scalar field?

Landing AI passed this plain-field extraction case. It returned the receipt number as a string, and the source span was highlighted on the page; the input showed one receipt number and no competing same-type value nearby.

1 of 1 test case passed

Every test case in this scenario has a result.

Pass rate100%1 of 1 gradable
Coverage1 of 1test case 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.

Plainly-labelled scalar fieldPassEvidence
What we sent
InputDocument (PDF)
Input PDF: receipt with the requested number in the meta row
Open the PDF ↗
What the tool returned
JSON
{
  "data": {
    "receipt_number": "RHS-70234"
  },
  "extractionMetadata": {
    "receipt_number": { "value": "RHS-70234", "ranges": [ { "start": 242, "end": 263 } ] }
  },
  "extract_id": "extract-01m4anf3fvd87ce1we8bx2j4kb",
  "parse_run_id": "parse-01m4anedx2z0s6vhz2k2s3p6hh",
  "created_at": "2026-10-07T07:50:28.971Z"
}

Response text: extracted receipt number and source span data

Copied from Output file (JSON), lines 1–11

Open the JSON file ↗
Key momentslines 2–7
Expected vs. Found
✓Expected: A single correctly typed value.Found: It returned the receipt number as a string and showed the matching source span highlighted; the only other identifier was a license number, not another receipt number.
Supporting proof
Proof 1Screenshot
Screenshot: extraction result highlighted in the playground
The tool’s response is printed above, under What the tool returned. Show this screenshotOpen original ↗
Why this result

The case asked for one plainly labelled scalar value, and the response returned that value as a string with a highlighted source span. The input shows the number once, with no competing same-type value nearby, so the pass holds.

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
One plainly labelled scalar field had to appear once with no competing same-type value nearby, and the product was asked to extract that field.
Extraction schema
JSON schema with one string field, receipt_number
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 is directly available →
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
14 October 2026First publishedStructured Document Extraction v1

Act on this result

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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

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Disagree →
Point out an issue

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

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Request a retest

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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-is-directly-available · 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 · 54 KB
Output file (JSON) ↗text/plain; charset=utf-8 · 0 KB
Proof 1 · Screenshot ↗image/png · 86 KB
File fingerprints (SHA-256)

A fingerprint identifies the exact file used for this result.

Input · Document (PDF)a96bbe1c5b22336e7b54169baf72b85e45eabf1312cd293a1821017b52fa85f7
Output file (JSON)267af27e53c5dfa77cbe43879aafa2a810ebc10f858208be655a296e748cc9a6
Proof 1 · Screenshotc8c56e6799d7c9f69b1e154224c335c32b0d8c3dd9ada71edc474f8edf94a99a
Can Landing AI extract a plainly labelled scalar field? — Landing AI | AI Demos Research