Capabilities / 03

Software & Automation

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Reading step of the illustrative CMD-024 scenario: the useful values are found in the purchase order, the invoice and the order tracking sheet.

Consolidated file CMD-024: amount ordered €1,200.00, amount invoiced €1,320.00 and a detected discrepancy of + €120.00.

Prepared action awaiting human validation: a verification request to the supplier, marked as requiring human review.

Illustrative example

When this helps

Reducing repetitive tasks
Connecting scattered tools
Structuring hard-to-use data

What teams use

Business software
Internal tools
Back offices
Integrations
Automation
Useful data and AI solutions

What makes it work

Backend and APIs
Data engineering
Retrieval and RAG
AI agents and workflows
Cloud and on-prem
DevOps and MLOps
Architecture and deployment
Observability

From document to output

From document to output, every step stays readable.

Follow case D-042: values are extracted with their source, discrepancies are flagged, a person decides, and only what has been approved makes up the output.

Sources

DOC-AForm

Field 01Reference: D-042
Field 04Date: 12/03/2026
Field 06Estimated quantity: 10

DOC-BTable

Line 06Packaging · 4
Line 07Supplies · 12
Line 08Transport · 1

DOC-CNote

§ 01Request received early in the month.
§ 02supplies batch grouped delivery

Record D-042Human review

ReferenceD-042DOC-A · field 01Approved
Date12 March 2026DOC-A · field 04Approved
Quantity12 unitsDOC-B · line 07ApprovedApproved after review
DescriptionBatch of suppliesDOC-C · § 02ApprovedCorrected

Output

VALENQO / D-042

Case summary

Reference: D-042
Date: 12 March 2026
Quantity: 12 units
Description: Batch of supplies

Sources: DOC-A, DOC-B, DOC-C

Human review completed

05 / 05The output is assembled from approved fields only, with a record of the review.

Experience beyond the interface

Our team brings experience across full-stack development, business software, SaaS, data, AI, automation and deployment in cloud or on-prem environments. We choose the technology to fit the problem and its constraints.

VALENQO method for a document assistant, illustration without data: source documents, an analysis that consolidates them, then an action prepared and waiting for human validation.

Local Document Assistant, internal product study

A local document assistant: structured extraction, visible provenance for every field, checks, human review and output generation.

View the product study

A clear brief or a problem to untangle?

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