AI Demos Research — the structured-intelligence platform. Every verdict on these pages opens to the execution behind it.
Graded 23 October 2026

Can FutureSmart Document Intelligence repair a record?

FutureSmart Document Intelligence fails this repair task. It could not add a new line item or find a delete option, and the read-back stayed at the same ten Blackwood items.

1 of 1 test case failed

Every test case in this scenario has a result.

Pass rate0%0 of 1 gradable
Coverage1 of 1test case with a result
0PassNo test case passed.
1FailMissed at least one thing it was expected to do; the reason and proof are on the row.
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.

Add one member and remove oneFailEvidence
What we sent

We typed a new item into the Blackwood invoice and right-clicked a line item to look for delete controls.

InputDocument (PDF)
Two-page invoice with ten line items and totals
Open the PDF ↗
What the tool returned
JSON
{
  "object_id": "a24ef21c-747c-4a35-b8e5-442ec07b32ef",
  "file": "main_invoice_multipage_blackwood.pdf",
  "line_items_0_description": "Retail Shelving Unit - Steel, 5-Tier",
  "line_items_1_description": "Checkout Counter - Laminate Top",
  "line_items_remaining_description": [
    "Security Tag Deactivator - Handheld",
    "Price Label Printer - Thermal",
    "Shopping Basket - 20L, Set of 10",
    "Storeroom Pallet Racking - 4-Bay",
    "Barcode Scanner - Wireless",
    "Receipt Paper Roll - Case of 50",
    "Mannequin - Adjustable, Full Body",
    "Display Signage Kit - Window Set"
  ]
}

Exported line-item set with ten unchanged items

Copied from Output file (JSON), lines 1–16

Open the JSON file ↗
Expected vs. Found
✗Expected: The added member should appear, the removed member should be gone, and the other members should stay unchanged.Found: The set stayed at ten items; the new entry could not be entered, no delete option appeared, and the other items stayed unchanged.
Supporting proof
Proof 1Screenshot
Document view with line items and document actions
The tool’s response is printed above, under What the tool returned. Show this screenshotOpen original ↗
Why this result

The task required one member added and one removed. The product offered no add, delete, or edit control for line items, so the new item could not be entered and no delete option appeared; the set stayed unchanged.

Also observed on this row

No value-edit endpoint. The API reference documents no endpoint for editing extracted values; only field-definition endpoints are documented.

Tested by Rugved Nichite · evidence dated 6 October 2026
Limitations of this result

The Blackwood edit-attempt capture shows only the after state; the typing and right-click are not visible.

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
Build or version
Not exposed by the hosted product
Surface
Web app
Set up before the run
A real extracted repeated set with matching schema had to be present, and the product had to let us add and remove a member through the review screen.
Tested
6 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.

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
2 October 2026First publishedStructured Document Extraction v1
3 October 2026Taken down
The page left the site; nothing was deleted.
23 October 2026Republished
27 October 2026Updated — the page was revised
The result is unchanged: 0 pass · 1 fail. The earlier result stays readable. Read the earlier result →

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.

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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/futuresmart-document-intelligence/repair-a-record · 0 pass · 1 fail · coverage 1/1 · graded 2026-10-23

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 · 82 KB
Proof 1 · Screenshot ↗image/png · 98 KB
Output file (JSON) ↗application/json · 1 KB
File fingerprints (SHA-256)

A fingerprint identifies the exact file used for this result.

Input · Document (PDF)d1f3282702260730267278b1071ee30cf79918fa8489d9411c98d8f6e5209f18
Proof 1 · Screenshotab432563f014d9366408786cca871d85b7cd2a773f5be6d9227af4fca152a3b3
Output file (JSON)6402064539ae3686e5fcd759ace4385f75d6146fb0660bc7efc862d141dd73f0