AI Demos Research — the structured-intelligence platform. Every verdict on these pages opens to the execution behind it.
superseded result

This is the result as it was published on 26 October 2026. A newer result replaced it on 27 October 2026; this page is kept so that anything that cited it still resolves. Read the current result →

Graded 26 October 2026

Does FutureSmart Document Intelligence keep a document answer separate from extracted data?

FutureSmart Document Intelligence passed this scenario. It gave the IFSC code and then said it came from reading the document directly, not from a separate extracted metadata field.

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.

Answer outside the schema, attributedPassEvidence
What we sent

Input 1: “What is the IFSC code for this account?”

Input 2: “Is the IFSC code part of the extracted data for this document, or did you get that from reading the document directly?”

InputDocument (PDF)
Bank statement PDF with the IFSC on page 1
Open the PDF ↗
What the tool returned

Response 1 answers Input 1.

Response 2, the final response, answers Input 2.

The IFSC code was obtained by reading the document directly. It appears in the statement's extracted body text, but it is not included as a separate extracted metadata field.

Transcribed from Proof 3 · Screenshot

Every message the tool sent, in order (2)
  1. Response to input 1

    The IFSC code is SCBL0036091.

  2. Final response

    The IFSC code was obtained by reading the document directly. It appears in the statement's extracted body text, but it is not included as a separate extracted metadata field.

Expected vs. Found
✓Expected: It distinguishes: either it says the fact is not in extracted data, or it answers and says the answer came from the document.Found: It returned the code and said it came from reading the document directly, not from a separate extracted metadata field.
Supporting proof
Proof 1Screenshot
Earlier chat screenshot with the first answer and collapsed sources
Open original ↗
Proof 2Screenshot
Earlier chat screenshot with both turns and collapsed sources
Open original ↗
Proof 3Screenshot
Chat screenshot with both turns and the source panel open
Open original ↗
Why this result

It is a pass because the product returned the code shown in the document and, when asked, said it came from reading the document directly rather than from a separate extracted metadata field.

Also observed on this row

Sources link only. The first answer includes a sources link but no attribution sentence; the attribution appears only in the second turn.

Source summary balance. The source summary reports a closing balance of 116,149.46 INR.

Tested by Rugved nichite · evidence dated 21 September 2026
Limitations of this result

The extracted-fields settings screen is not shown; the field list is supported by the setup card and the product's second answer.

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 bank statement document and its extraction schema had to be available. We used the default chat over that collection and asked about a fact visible in the document but not listed in the schema.
Collection queried
Structured Document Extraction - V1 Test Set
Built-in fields
Built-in fields: document_outline, document_type, entities, keywords, organizations, summary, temporal_context, title, topics
App fields
Set up in the app: branch_phone, currency, document_reference_number, document_type_label, party_names, statement_period, totals_opening_balance, totals_closing_balance
Transaction fields
Transactions, as #1, #2 and "remaining": transaction_entries_*_transaction_date, _description, _amount, _running_balance
Configuration
Default chat over the 'Structured Document Extraction - V1 Test Set' collection
Tested
21 September 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
26 October 2026First publishedStructured Document Extraction v1
27 October 2026Updated — the page was revised
The result is unchanged: 1 pass · 0 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/the-answer-was-never-in-the-schema · 1 pass · 0 fail · coverage 1/1 · graded 2026-10-26

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 · 154 KB
Proof 1 · Screenshot ↗image/png · 198 KB
Proof 2 · Screenshot ↗image/png · 165 KB
Proof 3 · Screenshot ↗image/png · 101 KB
File fingerprints (SHA-256)

A fingerprint identifies the exact file used for this result.

Input · Document (PDF)8ad469c3355aae7f19718860cd6d5697d70fce367217c24d20bf0cd6f89385c3
Proof 1 · Screenshotdc3725f47906e62b9206981cfedce0ea3c76f7f513db33ca8b2b43eb07e86c3a
Proof 2 · Screenshotf2a3220bee4fb456539c20ad99a2acacd00b836bbdacea8222fa02ff130ade35
Proof 3 · Screenshotd93b4f40fd772741ea3297bae2e8ac522659bad37bc2d7d4b28f949fd2679c95