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Graded 8 October 2026

Can FutureSmart Document Intelligence keep an ordinary text document complete and unchanged?

FutureSmart Document Intelligence returned the calibration passage first, and the answer gave 22 months from the last calibration certificate. A 36-month warranty passage also appeared at a lower score and did not replace the calibration passage.

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.

Plain prose fact, asked in the document's own wordsPassEvidence
What we sent

“What is the recommended recalibration interval for the Tolvan A3?”

What the tool returned
Text
=== API - /search (retrieval evidence) ===

status: 200 | sections returned: 3

score=1.0000  document_id=db8039d8-7204-416d-9af1-7c625be5b57c
or nutrient-rich water are advised to shorten the interval between visits
rather than to clean the sensing face themselves, because the inductive cell is
easily damaged by an abrasive.

## Calibration

Every instrument leaves the laboratory with a signed certificate recording the
as-found and as-left bias at four reference points across the working range.
The recommended recalibration interval for the Tolvan A3 is 22 months from the date of the last

Recaptured text file with search and chat outputs

Copied from Captured file (text), lines 1–14

Open the text file ↗
Key momentslines 1–14
Text
=== API - /chat (grounded-generation cross-check) ===

status: 200
answer: The recommended recalibration interval for the Tolvan A3 is **22 months from the date of the
last calibration certificate**.

top 3 of 27 sections (full content); rest = score only,
full text for all in the attached evidence .txt

Copied from Captured file (text), lines 117–124

Expected vs. Found
✓Expected: The answer passage comes back.Found: The calibration passage came back first, and the chat answer gave 22 months from the last calibration certificate.
Supporting proof
Proof 1Captured file (text)
Earlier text file with the removed header
The tool’s response is printed above, under What the tool returned. Show this file
Text261 lines
TC86 - Plain prose fact, asked in the document's own words
Query: What is the recommended recalibration interval for the Tolvan A3?
Document: A10_tolvan_a3_product_overview.md, section Calibration
Reference answer: 22 months from the date of the last certificate
Decoy: A08_warranty_terms_sales_pack.pdf states a 36-month WARRANTY period for the Tolvan A3 - a different fact that must not be confused with the recalibration interval answer.

=== API - /search (retrieval evidence) ===

status: 200 | sections returned: 3

score=1.0000  document_id=db8039d8-7204-416d-9af1-7c625be5b57c
or nutrient-rich water are advised to shorten the interval between visits
rather than to clean the sensing face themselves, because the inductive cell is
easily damaged by an abrasive.

## Calibration

Every instrument leaves the laboratory with a signed certificate recording the
as-found and as-left bias at four reference points across the working range.
The recommended recalibration interval for the Tolvan A3 is 22 months from the date of the last
certificate. An instrument returned early because of a
suspected drift is checked as found before anything is adjusted, so that the
drift can be quantified rather than merely corrected.

## Firmware

Firmware is updated during a service visit rather than over the telemetry link,
because an interrupted update on a deployed instrument leaves it unreadable
until it is recovered. A customer who declines a recommended update is asked to
confirm in writing, and the confirmation is attached to the instrument record.

---

score=0.6667  document_id=db8039d8-7204-416d-9af1-7c625be5b57c
Extracted Text: # Tolvan A3 - product overview

The Tolvan A3 is a conductivity and temperature sensor built for
continuous deployment in estuarine and coastal water. It is the instrument most
of our customers meet first, and most of the questions the service desk answers
are about this one.

## What it measures

The instrument reports conductivity, temperature and a derived practical
salinity. Conductivity is measured with an inductive cell, which has no exposed
electrodes to foul or to wear, and temperature with a thermistor mounted in the
same flow path so that the two readings describe the same parcel of water.
Pressure is not measured; where a depth record is needed, the instrument is
paired with a separate pressure sensor on the same mooring.

## Where it is used

Typical deployments are estuary monitoring for a regulator, intake monitoring
for a water treatment works, and baseline surveys ahead of construction in a
harbour. It is rated for continuous immersion to fifty metres. Deeper work uses
the Tolvan C5, which shares the sensing arrangement in a
pressure housing rated considerably deeper.

## How it is powered and read

On a mooring, the instrument runs from an internal battery pack and logs to
internal memory. On a cabled installation it is powered over the same cable
that carries its data, and reports continuously to the Brannoc
telemetry gateway, which forwards to the customer's own system. The two modes
are configured at commissioning and are not switched in the field.

## Fouling and cleaning

In estuarine water the practical limit on deployment is biological fouling
rather than power or memory. An anti-fouling guard and a sacrificial anode are
fitted at commissioning and replaced at each service visit. Customers in warm
or nutrient-rich water are advised to shorten the interval between visits
rather than to clean the sensing face themselves, because the inductive cell is
easily damaged by an abrasive.

---

score=0.5000  document_id=024a3b75-1900-4fdc-abe2-cee5137bcd17
Extracted Text: Fenwake Instruments Ltd
Warranty Terms
Service pack - warranty terms for the service desk
1. What is covered
These are the warranty terms the service desk applies when a customer reports a failure. They apply
to
every new Tolvan A3 supplied by Fenwake Instruments Ltd, however it was ordered and wherever it is
deployed.
The warranty covers the instrument, its pressure housing, its connector and any cable supplied with
it. It
covers failure arising from a defect in materials or workmanship. Where a covered failure occurs,
Fenwake repairs or exchanges the instrument at its own option and bears the cost of carriage in both
directions.
2. The warranty period
Every new Tolvan A3 carries a warranty of 36 months from the date the instrument is delivered. The
period runs from delivery rather than from commissioning, and is not extended by a repair carried
out
under it.
2.1 Instruments repaired under warranty
A repaired instrument carries the unexpired balance of the original period, or ninety days from the
return
of the repaired instrument, whichever ends later.
3. What is not covered
(cid:127) Fouling, corrosion of sacrificial components, and wear of consumables such as anodes,
guards and
gland kits.
(cid:127) Damage caused by a mooring failure, a vessel strike, a snagged cable or any other
mechanical event
outside the instrument.
(cid:127) Damage caused by opening the housing outside a Fenwake workshop, or by breaking a
calibration seal.
(cid:127) Drift within the published specification. Drift is a calibration matter, not a defect.
(cid:127) Any instrument whose serial number has been removed or altered.
4. Making a claim
A claim is made through the service desk, quoting the serial number and the delivery note. The
service
desk raises a ticket, arranges return carriage and tells the customer within five working days
whether the
failure is covered. Where it is not covered, the customer is quoted for the repair before any work
starts.

---


=== API - /chat (grounded-generation cross-check) ===

status: 200
answer: The recommended recalibration interval for the Tolvan A3 is **22 months from the date of the
last calibration certificate**.

top 3 of 27 sections (full content); rest = score only,
full text for all in the attached evidence .txt

score=1.0000  document_id=db8039d8-7204-416d-9af1-7c625be5b57c
or nutrient-rich water are advised to shorten the interval between visits
rather than to clean the sensing face themselves, because the inductive cell is
easily damaged by an abrasive.

## Calibration

Every instrument leaves the laboratory with a signed certificate recording the
as-found and as-left bias at four reference points across the working range.
The recommended recalibration interval for the Tolvan A3 is 22 months from the date of the last
certificate. An instrument returned early because of a
suspected drift is checked as found before anything is adjusted, so that the
drift can be quantified rather than merely corrected.

## Firmware

Firmware is updated during a service visit rather than over the telemetry link,
because an interrupted update on a deployed instrument leaves it unreadable
until it is recovered. A customer who declines a recommended update is asked to
confirm in writing, and the confirmation is attached to the instrument record.

score=0.6667  document_id=db8039d8-7204-416d-9af1-7c625be5b57c
Extracted Text: # Tolvan A3 - product overview

The Tolvan A3 is a conductivity and temperature sensor built for
continuous deployment in estuarine and coastal water. It is the instrument most
of our customers meet first, and most of the questions the service desk answers
are about this one.

## What it measures

The instrument reports conductivity, temperature and a derived practical
salinity. Conductivity is measured with an inductive cell, which has no exposed
electrodes to foul or to wear, and temperature with a thermistor mounted in the
same flow path so that the two readings describe the same parcel of water.
Pressure is not measured; where a depth record is needed, the instrument is
paired with a separate pressure sensor on the same mooring.

## Where it is used

Typical deployments are estuary monitoring for a regulator, intake monitoring
for a water treatment works, and baseline surveys ahead of construction in a
harbour. It is rated for continuous immersion to fifty metres. Deeper work uses
the Tolvan C5, which shares the sensing arrangement in a
pressure housing rated considerably deeper.

## How it is powered and read

On a mooring, the instrument runs from an internal battery pack and logs to
internal memory. On a cabled installation it is powered over the same cable
that carries its data, and reports continuously to the Brannoc
telemetry gateway, which forwards to the customer's own system. The two modes
are configured at commissioning and are not switched in the field.

## Fouling and cleaning

In estuarine water the practical limit on deployment is biological fouling
rather than power or memory. An anti-fouling guard and a sacrificial anode are
fitted at commissioning and replaced at each service visit. Customers in warm
or nutrient-rich water are advised to shorten the interval between visits
rather than to clean the sensing face themselves, because the inductive cell is
easily damaged by an abrasive.

score=0.5000  document_id=024a3b75-1900-4fdc-abe2-cee5137bcd17
Extracted Text: Fenwake Instruments Ltd
Warranty Terms
Service pack - warranty terms for the service desk
1. What is covered
These are the warranty terms the service desk applies when a customer reports a failure. They apply
to
every new Tolvan A3 supplied by Fenwake Instruments Ltd, however it was ordered and wherever it is
deployed.
The warranty covers the instrument, its pressure housing, its connector and any cable supplied with
it. It
covers failure arising from a defect in materials or workmanship. Where a covered failure occurs,
Fenwake repairs or exchanges the instrument at its own option and bears the cost of carriage in both
directions.
2. The warranty period
Every new Tolvan A3 carries a warranty of 36 months from the date the instrument is delivered. The
period runs from delivery rather than from commissioning, and is not extended by a repair carried
out
under it.
2.1 Instruments repaired under warranty
A repaired instrument carries the unexpired balance of the original period, or ninety days from the
return
of the repaired instrument, whichever ends later.
3. What is not covered
(cid:127) Fouling, corrosion of sacrificial components, and wear of consumables such as anodes,
guards and
gland kits.
(cid:127) Damage caused by a mooring failure, a vessel strike, a snagged cable or any other
mechanical event
outside the instrument.
(cid:127) Damage caused by opening the housing outside a Fenwake workshop, or by breaking a
calibration seal.
(cid:127) Drift within the published specification. Drift is a calibration matter, not a defect.
(cid:127) Any instrument whose serial number has been removed or altered.
4. Making a claim
A claim is made through the service desk, quoting the serial number and the delivery note. The
service
desk raises a ticket, arranges return carriage and tells the customer within five working days
whether the
failure is covered. Where it is not covered, the customer is quoted for the repair before any work
starts.

remaining sections (score only):
score=0.4000  document_id=89619c96-ea19-4a34-94ee-9dc193dcbdc0
score=0.3333  document_id=3521148f-e319-4db6-bb5b-b5024db6bc12
score=0.2679  document_id=88399604-1153-40ef-be66-f4da43a873a2
score=0.2159  document_id=883f27f0-81c3-4c46-90f8-b71f5d3695b6
score=0.1883  document_id=db8039d8-7204-416d-9af1-7c625be5b57c
score=0.1699  document_id=7ca3a7b8-634b-4fb6-91b1-f4cde198aa86
score=0.1667  document_id=88399604-1153-40ef-be66-f4da43a873a2
score=0.1611  document_id=883f27f0-81c3-4c46-90f8-b71f5d3695b6
score=0.1526  document_id=88399604-1153-40ef-be66-f4da43a873a2
score=0.1484  document_id=88399604-1153-40ef-be66-f4da43a873a2
score=0.1333  document_id=024a3b75-1900-4fdc-abe2-cee5137bcd17
score=0.1279  document_id=89619c96-ea19-4a34-94ee-9dc193dcbdc0
score=0.1213  document_id=09c99644-e630-44a4-81f5-636ed80d942c
score=0.1204  document_id=883f27f0-81c3-4c46-90f8-b71f5d3695b6
score=0.1154  document_id=024a3b75-1900-4fdc-abe2-cee5137bcd17
score=0.1121  document_id=88399604-1153-40ef-be66-f4da43a873a2
score=0.1114  document_id=88399604-1153-40ef-be66-f4da43a873a2
score=0.1111  document_id=883f27f0-81c3-4c46-90f8-b71f5d3695b6
score=0.1101  document_id=7ca3a7b8-634b-4fb6-91b1-f4cde198aa86
score=0.1003  document_id=89619c96-ea19-4a34-94ee-9dc193dcbdc0
score=0.0851  document_id=7ca3a7b8-634b-4fb6-91b1-f4cde198aa86
score=0.0819  document_id=09c99644-e630-44a4-81f5-636ed80d942c
score=0.0817  document_id=09c99644-e630-44a4-81f5-636ed80d942c
score=0.0714  document_id=09c99644-e630-44a4-81f5-636ed80d942c
Open the text file ↗
Proof 2Screenshot
Notebook screenshot of the request and answer
The tool’s response is printed above, under What the tool returned. Show this screenshotOpen original ↗
Why this result

It is a pass, not a fail, because the needed passage came back first, the chat answer matched it, and the warranty decoy stayed lower.

Tested by Vivek Tomar · evidence dated 8 September 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
FutureSmart Document Intelligence
Build or version
v1
Surface
API
Set up before the run
A plain text document stated the fact once, then the document was ingested and asked about in its own words through chat.
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.

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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/an-ordinary-digital-text-document · 1 pass · 0 fail · coverage 1/1 · graded 2026-10-08

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Verify the proof files

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Captured file (text) ↗text/plain; charset=utf-8 · 12 KB
Proof 1 · Captured file (text) ↗text/plain; charset=utf-8 · 12 KB
Proof 2 · Screenshot ↗image/png · 423 KB
File fingerprints (SHA-256)

A fingerprint identifies the exact file used for this result.

Captured file (text)0d9076f6ca374f057b81eb366e17ea05ce73237e51cea82072ec54494f590012
Proof 1 · Captured file (text)ad98328ac1be6f7355b8750c6f410ebf181dd6ef6977cc19eaf760250fb4d09a
Proof 2 · Screenshotf85aa605e021d076a5db293af10fee36d225fc5014ac984d5a3f44733dc316df