Public end-to-end case

See the documents, the AI mistake, the correction, and the decision.

This worked kitchen-renovation example shows how Quoveya separates source facts, missing information, interpretation, and recommendation instead of hiding them behind one score.

1 · Original evidence

Start with the source documents

Open each document and verify the values used later in the comparison. The page references simulate a realistic multi-page offer while keeping the examples easy to inspect in any browser.

2 · Provider review

Confirm which providers were detected

Provider names are proposed before document assignment. The email sender “N. Works Sales” is not confidently matched, so the amendment remains visibly unassigned.

Detected providerNorthline Works

Formal offer NW-104 assigned.

Detected providerBrightOak Interiors

Proposal BO-77 assigned.

Detected providerCedar Studio

Quotation CS-202 assigned.

3 · Raw extraction and provenance

Facts remain connected to their sources

“Not stated” is different from “excluded.” An uncertain amendment is not allowed to overwrite a confirmed value until a reviewer resolves it.

On a small screen, scroll sideways to review all suppliers.

Initial extracted information before correction
FieldNorthlineBrightOakCedar
Total incl. VAT€22,140NW-104 · page 1 · total€21,480BO-77 · page 1 · total€24,120CS-202 · page 1 · total
Required scopeDemolition, disposal, installationNW-104 · page 2Demolition not stated; disposal excludedBO-77 · pages 2–3Demolition, disposal, installation, commissioningCS-202 · pages 2–3
Payment50 / 40 / 10NW-104 · page 130 / 60 / 10BO-77 · page 120 / 50 / 30CS-202 · page 1
Delivery6 weeksNW-104 · page 18 weeksBO-77 · page 14 weeksCS-202 · page 1
Warranty5 yearsNW-104 · page 32 yearsBO-77 · page 1; coverage unclear3 yearsCS-202 · page 4

4 · Human correction

An AI assignment error stays reviewable

1

Amendment arrives

The later email states a revised 30/50/20 schedule and references NW-104.

2

Provider is uncertain

The shortened sender “N. Works Sales” is initially not assigned to Northline. Quoveya flags the source instead of silently changing BrightOak or Cedar.

3

User confirms the relationship

The reviewer assigns the email to Northline Works and marks it as superseding only the original payment schedule.

4

Comparison updates

Northline’s payment term changes to 30/50/20. Its price, scope, delivery, exclusions, and warranty remain unchanged.

5 · Normalized view

Headline price and adjusted planning cost tell different stories

Reviewed comparison after correction
ProviderQuoted totalPlanning adjustmentAdjusted comparisonKey trade-off
Northline€22,140€0 known required-scope gap€22,140Complete scope and long warranty; six-week delivery
BrightOak€21,480€600 stated disposal option + €840 labeled demolition allowance€22,920Lowest headline price; final demolition cost and warranty coverage unresolved
Cedar€24,120€0 known required-scope gap€24,120Fastest and broadest scope; highest confirmed price

The €840 demolition value is a planning assumption, not a quoted price. It must not be presented as supplier evidence.

6 · Questions and communication

Turn gaps into specific supplier questions

Open questions

  • BrightOak: Is demolition included? If excluded, what is the fixed price?
  • BrightOak: What exactly is covered by the two-year warranty?
  • Northline: Confirm the amendment supersedes only the payment schedule.
  • Cedar: What approval and hourly rates apply to changes?

7 · Decision explanation

A recommendation with conditions, not a black-box winner

Current fit: Northline Works, subject to final confirmation

Northline currently offers the lowest reviewed planning cost among the offers with complete required scope, a five-year workmanship warranty, and an improved payment schedule after correction. Cedar is the stronger alternative if the four-week delivery is worth the additional €1,980. BrightOak should not be rejected solely on price, but its demolition cost and warranty coverage need written clarification before its adjusted total can be relied on.

Interpretation: This recommendation depends on the current priority of scope certainty and commercial balance. A schedule-critical project could rationally select Cedar instead.

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