PROCESS · DELIVERABLE GENERATION

Document generation

Produce a defensible deliverable, not a draft to redo.

Le processus de bout en bout : sources, génération, preuve, validation bloc par bloc, export

The process end to end, in the product: sources mobilised, sourced generation, automated check, block-by-block expert validation, export in the expected format, Audit Pack.

The NEXA impact

Cycle time saved on producing the deliverable

Share of blocks accepted on first review

Deliverables produced per period, at constant headcount

Document generation industrialises a process your teams already run: it produces the deliverable, cites its sources, blocks validation when evidence is insufficient, and leaves an exportable Audit Pack. The expert remains the signatory.

Indicators shown without a value are still being arbitrated: no unverified figure, and none borrowed from another process, goes live.

Capabilities

Generation linked to its sources

Every assertion in the deliverable is linked to the passage that justifies it. The link is clickable, the excerpt viewable without leaving the screen. A deliverable without sources is not publishable.

An automated check before the human

An evaluator model scores each block’s compliance, consistency and substantiation before a reviewer sees it. The expert lands on a pre-sorted document, not a blank page.

Panneau AUDIT : score et statut par bloc

Block-by-block validation

The expert validates or corrects block by block, never the whole document. Every validation carries an identity and a timestamp. When evidence is missing, the button is disabled and the reason displayed.

Alerte « preuve insuffisante » : validation désactivée, motif affiché

Export in the existing process format

DOCX, PDF or console. The output format is your process’s, not the tool’s. Your template nomenclature is respected : a deliverable that needs reformatting has gained nothing.

Fiche DOCX générée, mise en forme conforme au gabarit

One family in a structured portfolio.

How the process unfolds

Six steps, six evidence artefacts. That is what separates a critical process from text generation.

Ingestion & context

Sources selected, access scope applied, personal data detected before execution.

Versioned input log

Generation

The engine produces a proposal. Every assertion is linked to its source.

Response + citations

Automated check

The AI judge scores compliance, consistency and substantiation, block by block.

Confidence score per block

Expert validation

Draft → Reviewed → Approved. Three separate roles: operator, reviewer, approver.

Identity + timestamp

Governed feedback

The expert’s feedback is typed, attributed, versioned and replayed on the next process.

Certified memory entry

Capitalisation

The validated pattern serves the next process, which starts faster and costs less.

Acceptance ↑ · cost ↓

Users and data

Users: Analysts, management controllers, actuaries, lawyers, quality leads
Validators: Process owner, designated approver
Data mobilised: Internal documents, warehouses, business referentials, authorised external sources
Integrations: IT connectors, SDK, export to the destination tool

Controls and guardrails

Substantiation threshold configurable per process
Validation disabled when evidence is insufficient
Personal-data detection before execution
Column contract enforced: any gap is rejected
Runs replayable on an auditor’s request
Audit Pack exportable over the chosen period

ROI at our clients

GROUPAMA GAN VIE

Stake

Three departments produced their reporting separately, with heterogeneous controls and long cycles.

Goal

Position the core centrally to multiply processes with a single evidence chain.

3 departments on the same core

3 reporting processes in production

Published indicators are orders of magnitude measured in client context, not contractual guarantees. No logo, name or figure is published without the client’s explicit consent.

Transparence