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Graded 23 October 2026

Can FutureSmart Document Intelligence handle requests that use wording different from the source?

FutureSmart Document Intelligence handled the wording change and still returned the annual-leave answer. Search ranked the handbook passage first, and chat answered 26 days per complete leave year with part-time pro rata.

1 of 1 test case passed

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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

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Question asked with a term absent from the corpusPassEvidence
What we sent

Input 1: “How many days of paid time off do employees get each year?”

Input 2: “How many days of paid time off do employees get each year?”

What the tool returned

Response 1, the final response, answers Input 2.

Text
Full-time employees receive **26 days of annual leave per complete leave year**. Part-time employees receive leave on a pro-rata basis.

Text record: the search and chat calls and their outputs

Copied from Output file (text), lines 92–94 · an excerpt

Open the whole text file ↗

Source excerpt · partial file · response 1

Text
status: 200
answer: Full-time employees receive **26 days of annual leave per complete leave year**. Part-time
employees receive leave on a pro-rata basis.

Copied from Output file (text), lines 92–94 · an excerpt

Expected vs. Found
✓Expected: The supporting passage still comes back.Found: Search returned the handbook's annual-leave passage first, and chat answered 26 days per complete leave year with part-time pro rata.
Supporting proof
Proof 1Screenshot
Notebook capture: the search results and annual-leave passage
The tool’s response is printed above, under What the tool returned. Show this screenshotOpen original ↗
Proof 2Screenshot
Notebook capture: the chat answer and returned sections
The tool’s response is printed above, under What the tool returned. Show this screenshotOpen original ↗
Why this result

The request uses different wording, and the handbook uses annual leave instead. Search ranked that passage first, and chat answered 26 days per complete leave year with part-time pro rata.

Also observed on this row

Shared terms. The top chunk shared days, employees, year, paid, time and each with the question; 'paid time off' and 'PTO' were absent from the documents.

Section count. The chat call returned 27 sections, and most of the rest scored below 0.33.

Tested by Vivek Tomar · evidence dated 8 September 2026
Limitations of this result

One question was run, so this shows one paraphrase pair, not general synonym handling.

The broad top chunk shows the passage came back, not how tightly it is isolated.

The notebook view is truncated; the attached text file has the rest.

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
v1
Surface
API
Set up before the run
The corpus used one term only, the alternate term was nowhere in it, and we asked the same question using different wording through the product's search and chat API endpoints.
Request parameters
default params — no top_k, no filters
Tested
8 September 2026 · Vivek Tomar

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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
23 October 2026First publishedManaged RAG v1

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Cite this result
aidemos.com/benchmarks/managed-rag/results/futuresmart-document-intelligence/paraphrased-request · 1 pass · 0 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.

Proof 1 · Screenshot ↗image/png · 400 KB
Proof 2 · Screenshot ↗image/png · 464 KB
Output file (text) ↗text/plain; charset=utf-8 · 11 KB
File fingerprints (SHA-256)

A fingerprint identifies the exact file used for this result.

Proof 1 · Screenshot8e3526210b82dcabb7eace0a7dcedb40010a39063a11e7bd9a7a5e460235c039
Proof 2 · Screenshot9420a4d0b4ccb4dc5530e397fa217cbe0cfd3d0b761a8cc009b59ff6997bfaf5
Output file (text)8ec537ea74a07ea86da5ad23a6e5af17909473d5a305340a62258bc34abb86a8