Automate processes
Agents process files and execute actions in your tools, with validation of sensitive decisions.
Specialized agents · Workflows · APITransform your operations with AI.
We develop your agents, predictive models and AI applications, from design to operation in your IS.
Our achievements


Orange Maroc
Commercial forecasts, photo diagnosis and processing of contracts and knowledge.
6 use cases in productionRead the story

Crédit Agricole du Maroc
Releases, guarantees, balance sheets and reporting, processed on the bank's infrastructure.
7 sovereign applicationsRead the story

Signalisation de Ville
A vision model analyzes site plans and prepares orders to be validated.
168 panels on a documented sessionRead the story

Aradei Capital
Portraits, music and conversational assistants in a space open to visitors.
3 spaces to practice AIRead the story

Ministry of Cabinet Affairs
Dialogue, voice and gestures synchronized from institutional content.
Presented at the World Governments Summit 2026Read the story

Saudi Film Commission
A platform to create a scenario, a poster and a collective film.
3 editions of Saudi Film ConfexRead the storyOur engineering services
Agents process files and execute actions in your tools, with validation of sensitive decisions.
Specialized agents · Workflows · APISales forecasts, demand and anomaly detection: models trained and evaluated on your histories.
Machine learning · Time seriesQualification, appointments and follow-up of requests, with transfer of the context to the advisor.
Multilingual voice · Telephony · CRMConfigurators, portals and business assistants: from user experience to integrated AI functions.
Product design · UX · IS integrationExtraction, control and search in your documents, with sourced answers and respect for access rights.
OCR · RAG · Hybrid searchVision and specialized documents: data preparation, training and precision measurement.
Annotation · Training · Fine-tuningBy sector and type of solution
125 use cases: client work and examples of tailor-made solutions. Open a case to see the deliverable.
125 use cases
Connected to: ERP, purchase requests, supplier catalog and validation delegations
Deliverable: Qualified request, supplier comparison and traced order.
Connected to: Customer and supplier accounting, invoices and payment statements
Deliverable: Justified lettering proposals and list of deviations to be addressed.
Connected to: GED, purchasing ERP, purchase orders and receipts
Deliverable: Invoices checked, anomalies documented and entries proposed.
Connected to: Forms, sales mailbox, CRM and offer catalog
Deliverable: Qualified opportunity, enriched account sheet and proposed next action.
Connected to: CRM, catalog, price list and proposal models
Deliverable: Estimated quote and personalised proposal ready to validate.
Connected to: Accounts receivable, CRM, messaging and dispute history
Deliverable: Recovery plan, contextualized messages and monitoring of commitments.
Connected to: CRM, ERP, business objectives and dashboards
Deliverable: Commercial dashboard, variances explained and review note.
Connected to: Knowledge base, procedures, directory and ticket tool
Deliverable: Sourced response and structured request, with control of access rights.
Connected to: Sales history, commercial benchmarks and campaign calendar
Deliverable: Forecasts by period, channel and territory, with measurement of uncertainty.
Connected to: Annotated site boards and panel catalog
Deliverable: Panel inventory and pre-filled order form.
Connected to: CRM, EDM and internal repositories.
Deliverable: Consolidated file, anomalies and points to examine.
Connected to: CRM, provisioning and billing tools.
Deliverable: Traceable activation path, with alerts on blockages.
Connected to: Catalogue, store stock and reservations.
Deliverable: Reservation created and request sent to the store.
Connected to: DCE, technical library and encryption tool.
Deliverable: Sourced requirements and structured response file.
Connected to: Digitized archives, registers and repositories.
Deliverable: Searchable archives and traceable documentary history.
Connected to: Business corpus and validated evaluation game.
Deliverable: Model evaluated on your tasks and quality monitoring protocol.
Connected to: Network monitoring, tickets and knowledge base.
Deliverable: Qualified incident and intervention followed from start to finish.
Created for Crédit Agricole du Maroc · Sovereign AI
Connected to: Legal documents and certificate models
Deliverable: Release certificate prepared, ready to verify.
See the Crédit Agricole projectCreated for Crédit Agricole du Maroc · Sovereign AI
Connected to: PDF files, scans and SFTP server
Deliverable: Classified file and structured metadata for the IS.
See the Crédit Agricole projectCreated for Crédit Agricole du Maroc · Sovereign AI
Connected to: Financial statements in PDF format
Deliverable: Balance sheets structured in Excel or JSON for credit analysis.
See the Crédit Agricole projectCreated for Crédit Agricole du Maroc · Sovereign AI
Connected to: Forms and data from evaluation campaigns
Deliverable: Consistent evaluation reports, campaign by campaign.
See the Crédit Agricole projectCreated for Crédit Agricole du Maroc · Sovereign AI
Connected to: HR data and collection forms
Deliverable: Validated HR data and formulas for reporting.
See the Crédit Agricole projectCreated for Crédit Agricole du Maroc · Sovereign AI
Connected to: Project objectives and information
Deliverable: Project plan, task list and tracking alerts.
See the Crédit Agricole projectCreated for Crédit Agricole du Maroc · Sovereign AI
Connected to: Recovery files and data schemas provided by the DSI
Deliverable: Files structured, validated and ready to integrate.
See the Crédit Agricole projectConnected to: E-commerce, after-sales service, stock and payment.
Deliverable: Return processed and systems updated.
Connected to: Mobile, planning and site monitoring tool.
Deliverable: Structured report and assigned actions.
Connected to: Procedures portal and documentary repository.
Deliverable: Form completed and documents checked before submission.
Connected to: GED, supporting documents and customer references.
Deliverable: Structured data and anomalies for compliance review.
Connected to: Authorized records and business lexicons.
Deliverable: Evaluated voice model and agent adapted to your uses.
Connected to: ERP, sales and supplier availability.
Deliverable: Replenishment proposals and exceptions to be processed.
Connected to: ERP purchasing, delivery notes and invoices.
Deliverable: Invoices reconciled and discrepancies attributed to those responsible.
Connected to: Telephony, directory and service calendar.
Deliverable: User directed and appointment or request recorded.
Connected to: Advisor application, CRM and documentation.
Deliverable: Functionality integrated into the application, with rights and traceability.
Connected to: Network inventory, CRM and contracts.
Deliverable: Controlled repository and documented corrections.
Connected to: Images, logistical events and annotations.
Deliverable: Contextualized visual alerts and control records.
Connected to: Planning, reports, reserves and photos.
Deliverable: Updated action plan and site summary.
Connected to: GED, contracts and purchasing management tool.
Deliverable: Contractual monitoring and audit trail; decisions validated by agents.
Connected to: Telephony, knowledge base and CRM.
Deliverable: Summarized appeal, qualified request and recorded action.
Connected to: B2B portal, contracts and service management.
Deliverable: Conversational journey connected to existing services.
Connected to: Supplier files, PIM and product images.
Deliverable: Harmonized product sheets with sources and quality controls.
Connected to: Authorized photos, annotations and planning.
Deliverable: Progress observations to be confirmed by field teams.
Connected to: User portal, GED and procedure references.
Deliverable: File ready to instruct and history of stages.
Connected to: CRM, messaging, transactions and procedures.
Deliverable: Claim documented, assigned and tracked.
Connected to: Telephony, diagnostics and tickets.
Deliverable: Ticket enriched by tests and subscriber responses.
Connected to: Catalogue, commercial rules and availability.
Deliverable: Contextualized basket and integrated purchasing journey.
Connected to: Plans, technical documents and GED.
Deliverable: Documentary index and technical information available for consultation.
Connected to: Administrative corpus and annotations validated.
Deliverable: Evaluated extraction, versioned model and connected workflow.
Connected to: Contract models, clauses and GED.
Deliverable: Draft contract, clauses compared and list of points to examine.
Connected to: Payment instructions, repositories and monitoring tools.
Deliverable: Prioritised operations queue and traceable control file.
Connected to: Financial documents, reports and internal frameworks.
Deliverable: Sourced analysis note, comparative tables and presentation.
Connected to: Brief, graphic charter, editorial charter and campaign models.
Deliverable: Multi-channel campaign kit with variations and validation history.
Connected to: Authorized public sources, reference sites and publications.
Deliverable: Monitoring digest, qualified alerts and follow-up proposals.
Connected to: Reference photos, technical guides and diagnostic history.
Deliverable: Guided diagnosis and support file for the technician.
Connected to: ERP, purchase orders and confirmations received.
Deliverable: Table of deviations and correction proposals ready to validate.
Connected to: Payroll files, authorized repositories and control rules.
Deliverable: Consolidated data and anomaly report with restricted access.
Connected to: Authorized recordings, notes and minute frames.
Deliverable: Minutes to be validated, sourced decisions and table of actions.
Connected to: Staff status, HR procedures and validated documentation.
Deliverable: Documented response and qualified request to HR if necessary.
Connected to: ERP, MES, quality data and product standards
Deliverable: Reallocation plan by point of sale and shortage alerts.
Connected to: ERP, MES, quality data and product standards
Deliverable: List of batches, customers concerned and traceability file.
Connected to: ERP, MES, quality data and product standards
Deliverable: Comparison of sourced formulations for R&D teams.
Connected to: ERP, MES, quality data and product standards
Deliverable: Structured supplier sheet and documents to complete.
Connected to: ERP, MES, quality data and product standards
Deliverable: Localized anomalies and quality history per batch.
Connected to: ERP, MES, quality data and product standards
Deliverable: Order prepared with confirmation of quantities and price.
Connected to: ERP, MES, quality data and product standards
Deliverable: Summary of quality signals and investigation file.
Connected to: ERP, MES, quality data and product standards
Deliverable: Performance report and variances to be reviewed by workshop.
Connected to: ERP, MES, quality data and product standards
Deliverable: Index of evidence, missing documents and preparation file.
Connected to: EDM, financial data, CRM and internal repositories
Deliverable: Sourced investment note and register of open points.
Connected to: EDM, financial data, CRM and internal repositories
Deliverable: Consolidated tables and comments to be validated.
Connected to: EDM, financial data, CRM and internal repositories
Deliverable: Summary of options, risks and documented assumptions.
Connected to: EDM, financial data, CRM and internal repositories
Deliverable: Register of commitments with references to clauses.
Connected to: EDM, financial data, CRM and internal repositories
Deliverable: Documents classified with confidence score and verification queue.
Connected to: EDM, financial data, CRM and internal repositories
Deliverable: Structured interaction sheet and next steps to validate.
Connected to: EDM, financial data, CRM and internal repositories
Deliverable: Qualified alerts, sources and follow-up points.
Connected to: EDM, financial data, CRM and internal repositories
Deliverable: Valuation control file for the analyst.
Connected to: EDM, financial data, CRM and internal repositories
Deliverable: Sourced answers and comparisons of precedents.
Connected to: Validated documentation, management systems and authorized data
Deliverable: Stock alerts and orders offered for validation.
Connected to: Validated documentation, management systems and authorized data
Deliverable: Indexed documentary file for regulatory review.
Connected to: Validated documentation, management systems and authorized data
Deliverable: Sourced documentary synthesis, without autonomous clinical decision.
Connected to: Validated documentation, management systems and authorized data
Deliverable: Prepared documents and transformation log.
Connected to: Validated documentation, management systems and authorized data
Deliverable: Structured reporting and human review queue.
Connected to: Validated documentation, management systems and authorized data
Deliverable: Appointment confirmed and request forwarded to the correct department.
Connected to: Validated documentation, management systems and authorized data
Deliverable: Proposed intervention plan and documents to prepare.
Connected to: Validated documentation, management systems and authorized data
Deliverable: Complete file and list of anomalies to be corrected.
Connected to: Validated documentation, management systems and authorized data
Deliverable: Sourced procedure and checkpoints to apply.
Connected to: MES, CMMS, sensors and technical documentation
Deliverable: Intervention file and parts list for the technician.
Connected to: MES, CMMS, sensors and technical documentation
Deliverable: Non-conformity sheet and corrective actions to be validated.
Connected to: MES, CMMS, sensors and technical documentation
Deliverable: Sourced response, indicators and possible causes to check.
Connected to: MES, CMMS, sensors and technical documentation
Deliverable: Consolidated nomenclature and identified inconsistencies.
Connected to: MES, CMMS, sensors and technical documentation
Deliverable: Defects identified with confidence level and proof images.
Connected to: MES, CMMS, sensors and technical documentation
Deliverable: Structured intervention report and reread before recording.
Connected to: MES, CMMS, sensors and technical documentation
Deliverable: Contextualized alerts and loss reduction solutions.
Connected to: MES, CMMS, sensors and technical documentation
Deliverable: Change file and checklist.
Connected to: MES, CMMS, sensors and technical documentation
Deliverable: Documented precedents and diagnostic leads.
Connected to: GED, property management software and technical standards
Deliverable: Directed request and intervention prepared in the management tool.
Connected to: GED, property management software and technical standards
Deliverable: Account prepared and anomalies to be examined.
Connected to: GED, property management software and technical standards
Deliverable: Sourced response and schedule of obligations.
Connected to: GED, property management software and technical standards
Deliverable: Sheet by asset, indexed documents and data to be completed.
Connected to: GED, property management software and technical standards
Deliverable: Anomalies identified and inspection file for the expert.
Connected to: GED, property management software and technical standards
Deliverable: Qualified request and confirmed appointment.
Connected to: GED, property management software and technical standards
Deliverable: Batch action plan and delay alerts.
Connected to: GED, property management software and technical standards
Deliverable: Draft inventory with photographic evidence.
Connected to: GED, property management software and technical standards
Deliverable: Interactive tour and creations given to visitors.
Connected to: PMS, CRM, availability and service catalog
Deliverable: Personalised proposal and reservation to be confirmed.
Connected to: PMS, CRM, availability and service catalog
Deliverable: Stay offer and follow-up tasks for sales.
Connected to: PMS, CRM, availability and service catalog
Deliverable: Contextualized itinerary and selection of bookable services.
Connected to: PMS, CRM, availability and service catalog
Deliverable: Quality priority table with sourced verbatims.
Connected to: PMS, CRM, availability and service catalog
Deliverable: Classified and routed messages with confidence level.
Connected to: PMS, CRM, availability and service catalog
Deliverable: Qualified request, reservation or transfer to reception.
Connected to: PMS, CRM, availability and service catalog
Deliverable: Replacement scenarios and messages ready to validate.
Connected to: PMS, CRM, availability and service catalog
Deliverable: Shared welcome sheet and tasks assigned to teams.
Connected to: PMS, CRM, availability and service catalog
Deliverable: Event file, costing and options to present.
Connected to: TMS, WMS, tracking data and transport documents
Deliverable: Prioritised exception queue and resolution plan.
Connected to: TMS, WMS, tracking data and transport documents
Deliverable: Documents checked and discrepancies transmitted to operations.
Connected to: TMS, WMS, tracking data and transport documents
Deliverable: Contextualized status and incident file if necessary.
Connected to: TMS, WMS, tracking data and transport documents
Deliverable: Standardized data and exceptions to be confirmed.
Connected to: TMS, WMS, tracking data and transport documents
Deliverable: Qualified photos and description of damage to be verified.
Connected to: TMS, WMS, tracking data and transport documents
Deliverable: Time-stamped incident and operation-oriented request.
Connected to: TMS, WMS, tracking data and transport documents
Deliverable: Proposed plan and reported incompatibilities.
Connected to: TMS, WMS, tracking data and transport documents
Deliverable: Invoicing control and discrepancies to be contested.
Connected to: TMS, WMS, tracking data and transport documents
Deliverable: File prepared and list of missing documents.
Connected to: CRM, EDM, business API and validated documentation
Deliverable: Qualified request and file sent to the advisor.
Connected to: CRM, EDM, business API and validated documentation
Deliverable: Contact history and follow-up actions in the CRM.
Connected to: CRM, EDM, business API and validated documentation
Deliverable: Response on progress and expected next step.
Connected to: CRM, EDM, business API and validated documentation
Deliverable: Internal assistant, sourced responses and access logging.
Connected to: CRM, EDM, business API and validated documentation
Deliverable: Sourced summary and actions to be examined by those responsible.
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Data · Governance · Sovereign AI
Crédit Agricole du MarocSeven sovereign AI applications developed on site.
Our technical ecosystem
Selected based on your tasks based on quality, cost, latency and hosting.
MLOps · LLMOps
Business test sets, prediction errors, response quality and load testing.
Acceptance criteria and evaluation reportIdentities, permissions, sensitive data and action limits of agents.
Connectors, access controls and execution tracesDelivery, cost monitoring, latency, incidents and model deviations.
CI/CD pipelines, dashboards and alertsDocumentation, handling, model versioning and user feedback.
Operating procedures and prioritised developmentsMeasure the results against the initial situation and have them validated by the business lines.
Test errors and access; provide for human control and cessation of actions.
Define responsibilities, support, updates and rollback.
New solution, POC to be industrialized or application in service: we adapt the mission to your starting point.
Solution, integrations, documentation and transfer. The scope and acceptance criteria are defined before completion.
Depending on the data to be prepared, integrations, models and operating requirements. The costing follows the framing.
The proposal specifies access, licenses, rights to deliverables and operating responsibilities. Documentation and transfer prepare the autonomy of your teams.





















































Your project
Describe the process to be transformed and your existing systems.