DOKIMASIA / δοκιμασία

Doksima

Examine before you conclude.

Illustration: net pay of €2,318 and a salary payment of €2,287 — a difference to investigate.
Illustration · Fictional data

DOKSIMA · DOCUMENT VERIFICATION

Check the documents.See what doesn’t add up.

Doksima compares the documents in your applications and highlights inconsistencies to investigate. Every finding is explained and linked to its source. The decision stays yours.

Payslips · Bank statements · French tax notices

Early-stage prototype for brokers · French documents

DOKIMASIA

Examine before you conclude.

THE PRODUCT, IN PRACTICE

Documents connect.
The picture becomes clearer.

One workspace to track applications, inspect findings and organise the review. Document-check results and human review progress remain separate.

01

Connect the documents

See how information in one supporting document relates to another.

02

Examine the findings

Separate contradictions, indicators and points that need a better source.

03

Stay in control

Technical findings inform your review. They do not replace your decision.

AN ORGANISED REVIEW

Know where every application stands.

The review queue separates check results from your team’s progress. A finding to investigate is not a decision made on your behalf.

Prototype screenshots with demonstration data. The current application and source documents are in French. This is a product walkthrough, not live document analysis.

δοκιμασίαDOKIMASIA

Our name draws on dokimasia, the Greek idea of examination.
Understand before you conclude.

Behind the name

Chapter I

False positives

A signal deservesreview.Not an accusation.

A re-exported, scanned or reissued document may show legitimate differences. Doksima distinguishes observations to review from contradictions established within the scope of its checks.

01

Find the source

Return to the excerpt and page that contain the reviewed information.

02

Understand the limit

Distinguish an uncertain reading, an indicator and a verified contradiction.

03

Keep the judgement

The analyst decides what happens next. The prototype does not promise a zero error rate.

Chapter II

The promise

Understand beforeyou conclude.

The prototype distinguishes an established contradiction, a point to review and an insufficient reading. These four principles guide the review without promising a zero error rate.

01

An explained result.

The main result is a documented conclusion, not a probability of fraud. Coverage indicators remain separate.

02

A sentence for every conclusion.

Each check says what it observed—and what it cannot establish. You know exactly where the evidence stops.

03

When the document is not enough, we do not guess.

An insufficient reading is labelled as such. If the document prevents verification, a better source may be needed. A service failure remains an internal incident.

04

A check you can trace.

Findings are linked to their sources, checks and versions. Reproducing a review also requires retaining the settings and reference data used.

Chapter III

Four verdicts

Four possible answers.
No more than that.

No scale, no quantified grey area. Every verdict has a fixed definition, sample wording and a limit stated plainly.

01
Contradiction established
Contradiction establishedDoksima · report
Document no. —Page 1 / 3

A material contradiction is established within the scope of the check, using readable data. It is identified and located.

Sample wording in the report

« The stated total does not match the sum of its line items. »

What this check does not say

A calculation error does not prove deliberate falsification. This check establishes neither author nor intent.

02
Proven consistent
Proven consistentDoksima · report
Document no. —Page 1 / 3

The required content checks conclude that the document is consistent, with sufficient coverage within the reviewed scope.

Sample wording in the report

« Dates, amounts and issuer match from one page to the next. »

What this check does not say

This check does not say the document is authentic at source. It says it is internally consistent.

03
To review
To reviewDoksima · report
Document no. —Page 1 / 3

An unusual element has been observed. It is not enough to prove falsification. We state it plainly.

Sample wording in the report

« The file creation date is later than the document issue date. »

What this check does not say

This check does not say the applicant lied. A document reissued by its issuer may produce this finding.

04
Original required
Original requiredDoksima · report
Document no. —Page 1 / 3

The supplied copy does not allow a conclusion. We do not guess. We request the original document.

Sample wording in the report

« Photograph of a screen. Structural checks cannot be applied. »

What this check does not say

This verdict says nothing about the applicant's honesty. It says this copy is not enough.

Chapter IV

Checks

Named checks.Explicitlimits.

Each check returns a conclusion, a signal or a justified unavailability. Its explanation specifies what was examined and what remains beyond its scope.

Example checks

10/ 10

Illustrative examples. Applicable checks depend on the document type, its readability and available sources.

“One question, one conclusion, one limit.”

What it finds

The stated total does, or does not, match the sum of its line items.

What it does not say

Where the amounts come from.

What it finds

Readable pay and deduction entries allow gross and net calculation to be checked.

What it does not say

That the salary was paid.

What it finds

One page’s closing balance is the next page’s opening balance.

What it does not say

That this is the holder’s only account.

What it finds

Document dates follow one another and are possible.

What it does not say

That the transaction actually took place that day.

What it finds

Metadata are compared with visible dates when available; an honest reissue remains possible.

What it does not say

Who created the file.

What it finds

Readable identifiers are checked; external verification depends on available references.

What it does not say

That the issuer produced this specific document.

What it finds

Information covered by the check is sought; this is not a complete regulatory audit.

What it does not say

That its content is accurate.

What it finds

Character or layout breaks may be flagged for review.

What it does not say

That an irregularity is deliberate.

What it finds

Accessible reissue traces may be noted; their absence does not prove no modification occurred.

What it does not say

Who modified it, or why.

What it finds

Name, address and amounts match across documents in the same file.

What it does not say

That the file is complete.

A checking scope to define for each document.

Chapter V

The independent channel

Consistency can be checked.Origin must be verified.

A consistent document does not, by itself, prove who issued it. Depending on the file, confirmation from an authorised source may complete the review.

In the document

Information to compare.

Dates, amounts and references can be compared when readable. The result specifies which checks were actually performed.

At source

Confirmation to obtain.

The analyst may contact the issuer through a verified, authorised channel. This remains distinct from checking the document; Doksima does not carry it out automatically.

Know what the document allows you to conclude. And what it leaves open.

Chapter VI

The report

A report.Dated. Explainable.

A report brings together the checks, sources and review limits. The example below illustrates how to read it; it is neither a result on a real document nor a legal guarantee.

Doksima
Verification report
Ref. DK-EXEMPLE-001
4 September 2026
10:42:08
Document
Payslip · 3 pages
Requested by
Example organisation
Source
Provided by the applicant
Verdict
To review
An unusual element was found. It is not enough to establish falsification.
What we found

The file creation date is later than the document issue date.

What this check does not say

That the applicant lied. A document reissued by its issuer can produce this finding.

Example · 6 checks illustrated5 with no issue · 1 finding
01 · Line-item totalNo issue noted
02 · Gross and net payNo issue noted
03 · Date sequenceNo issue noted
04 · File dateFinding
05 · Identifiable issuerNo issue noted
06 · Required informationNo issue noted
… other applicable checks
Recommended next step

Consider whether confirmation from the issuer through an authorised channel can clarify this point.

Fictitious example · retain checks and sources.
No score. No percentage.
Page 1 / 2

A reference date

The example shows a date and time to place the review in context. This is not a certified timestamp.

A tracking reference

The example has a reference number to identify the report and link it to the application reviewed.

A traceable review

To compare two reviews, retain the documents, checks, versions and settings. The result can change if any of these change.

Readable without a manual

Written for compliance officers, branch managers and lawyers to read directly, without technical jargon.

Who it is for

Three sectors.The same standard.

IPayslips · Tax notices · Bank statements

Lending

Before approval, not after. A verdict for each document, a sentence for each conclusion, and a list of documents to obtain through another channel.

IIComplete tenant application

Rentals

An honest applicant should not have to defend against an unsupported accusation. Get a clear report that can be shared with the landlord.

IIIInvoices · Claim documents

Insurance

The aim: a dated report with sources and explicit review limits, making it easier for a third party to understand.

First pilots

Let’s build the review
that helps you move forward.

We are preparing initial pilots with brokers and financial teams. The aim is to measure the time needed to understand a file and the back-and-forth a better documented review may avoid.

01

Understand your current review

02

Agree on a scope together

03

Measure the pilot results

Demo

Understandeach document.Clarify the file.

See how a review links read information, documents to examine and the sources behind every conclusion.

  • Sources you can inspect
  • Explicit limits to what can be read
  • The decision stays in your hands

Let’s talk about your review

Start a conversation.

Tell us about your team and how you review applications. Together, we will identify what to explore in a demonstration.

Email Billel ↗

billel@lumelia.io