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AI implementation for UAE organizations

AI
Implementation

We build, integrate and run AI inside your organization. From automating operations to enhancing your products, our engineers work with your teams to deliver measurable results in production.

Discuss your AI project Explore our work

Arabic & English · Enterprise integration · UAE deployment options

Agents, automations and AI capabilities connected to your systems and data.

Selected client work

Delivered in the Gulf.
Built on international experience.

Institutional avatar presented on stage at the World Governments Summit 2026.

Ministry of Cabinet Affairs · UAE

An Arabic-speaking institutional avatar

Dialogue, voice and gestures synchronized with institutional content.

Presented at World Governments Summit 2026Read the story
Participants at the Saudi Film Confex, visual of the client sheet.

Saudi Film Commission · Saudi Arabia

AI-powered film creation

A platform for participants to create a screenplay, a poster and a collaborative film.

3 editions of Saudi Film ConfexRead the story
Orange brand, visual of the Orange Maroc customer file.

Orange Maroc · Morocco

Sales forecasting and business assistants

Sales forecasts, image-based diagnosis, contract processing and knowledge assistants.

6 use cases in productionRead the story
Facade of Crédit Agricole du Maroc.

Crédit Agricole du Maroc · Morocco

Banking AI on the bank’s infrastructure

Legal releases, guarantees, financial statements and reporting processed on-premises.

7 sovereign AI applicationsRead the story
Signalisation de Ville Workshop and construction site signs.

Signalisation de Ville · Canada

Recognizing road signs in project plans

A vision model identifies and counts road signs in site plans to prepare orders for review.

168 signs in one documented sessionRead the story
AI Corner installed at Sela Park for Aradei Capital.

Aradei Capital · Morocco

An interactive AI Corner

Portraits, music and conversational assistants at Sela Park Casablanca.

3 spaces for visitors to explore AIRead the story

What we implement

AI that moves
your business forward

Automate business operations

Connect procurement, finance and service workflows. Agents handle routine tasks, prepare decisions and route exceptions to your team.

AI agents · Workflows · ERP integration

Plan with better forecasts

Use your operational data to anticipate demand, allocate resources and flag anomalies across sales, inventory and service delivery.

Predictive AI · Forecasting · Anomaly detection

Serve customers in two languages

Build Arabic and English voice and service agents for enquiries, appointments and follow-up, with context passed to your staff.

Arabic & English · Voice · CRM

Add AI to your products

Bring search, recommendations and assistants into your customer portals and internal applications, where users already work.

Product engineering · UX · APIs

Put your knowledge to work

Search policies, contracts, tenders and technical documents. Help teams find sourced answers within their access permissions.

Document AI · RAG · Access controls

Solve specialized tasks

Adapt vision and document models to your industry, from extracting records to inspecting images, with performance measured on your data.

Computer vision · Data preparation · Fine-tuning

Your AI implementation partner

One team, from business need
to live operations

Start with the right use case

Work with your business and IT teams to identify a valuable workflow, assess the data and define what success looks like.

A clear scope and measurable outcomes

Build around your systems

Develop, connect and test the solution with real users. Evaluate Arabic and English performance wherever your workflow requires both.

An integrated solution tested on real tasks

Deploy, adopt and improve

Prepare the rollout, train your teams and monitor results. Expand the workflows that prove their value in daily use.

A supported rollout and a practical handover

Find your starting point

Where could AI make
a difference for your organization?

125 use cases across industries, combining client projects and example solutions. Explore the workflow, integrations and deliverables.

125 use cases

Corporate functionsAutomation of the purchasing processFrom internal request to order, an agent checks the budget, compares offers and prepares validations.AI Agents

Connected to: ERP, purchase requests, supplier catalog and validation delegations

  1. Qualify the request and check the purchasing rules
  2. Compare quotes and prepare the approval circuit
  3. Create the order after validation and follow receipt

Deliverable: Qualified request, supplier comparison and traced order.

Corporate functionsAutomation of accounting lettersReconciles invoices, credit notes and payments, including partial payments; submits discrepancies to the accountant.Automation

Connected to: Customer and supplier accounting, invoices and payment statements

  1. Standardize references, amounts and dates
  2. Suggest matches and their confidence level
  3. Validate exceptions before writing in the accounting software

Deliverable: Justified lettering proposals and list of deviations to be addressed.

Corporate functionsReconciliation of supplier invoicesControls consistency between invoice, order and receipt to prepare accounting processing.Automation

Connected to: GED, purchasing ERP, purchase orders and receipts

  1. Extract the rows and identify the supplier
  2. Reconcile quantities, prices and conditions with the order
  3. Direct discrepancies to the correct validator and prepare for accounting

Deliverable: Invoices checked, anomalies documented and entries proposed.

Corporate functionsProspect qualification and CRM updatingAnalyzes incoming requests, identifies the need and prepares the next actions for salespeople.AI Agents

Connected to: Forms, sales mailbox, CRM and offer catalog

  1. Detect duplicates and attach the request to the account
  2. Qualify the need, scope and missing information
  3. Create the opportunity and prepare a response for validation

Deliverable: Qualified opportunity, enriched account sheet and proposed next action.

Corporate functionsPreparation of quotes and commercial proposalsTransforms customer needs into a proposal based on your offers, your prices and your margin rules.AI product features

Connected to: CRM, catalog, price list and proposal models

  1. Structuring the need and searching for suitable offers
  2. Calculate the quote according to commercial rules
  3. Submit discounts and commitments for validation before sending

Deliverable: Estimated quote and personalised proposal ready to validate.

Corporate functionsReminder of customer invoices and monitoring of unpaid debtsPrepares reminders based on deadlines, exchanges and disputes to help teams recover debts.Automation

Connected to: Accounts receivable, CRM, messaging and dispute history

  1. Prioritise deadlines according to your collection rules
  2. Check payments received and disputes before each reminder
  3. Prepare the message and update the tracking after validation

Deliverable: Recovery plan, contextualized messages and monitoring of commitments.

Corporate functionsBusiness reporting and gap analysisConsolidates sales, objectives and opportunities to prepare the sales review with verifiable figures.Data & documents

Connected to: CRM, ERP, business objectives and dashboards

  1. Reconcile data by period, team and channel
  2. Calculate gaps and identify significant changes
  3. Produce a sourced summary and points to examine

Deliverable: Commercial dashboard, variances explained and review note.

Corporate functionsInternal HR, IT and procedures assistantAnswers recurring questions using authorized documents and prepares a request to the appropriate department.AI Agents

Connected to: Knowledge base, procedures, directory and ticket tool

  1. Search in sources accessible to the employee
  2. Reply with references and report missing information
  3. Create or forward a ticket with useful context

Deliverable: Sourced response and structured request, with control of access rights.

TelecommunicationsSales forecast by channel and territoryEstimates future sales based on history, trends and seasonality to prepare sales objectives.Predictive AI

Connected to: Sales history, commercial benchmarks and campaign calendar

  1. Prepare historical series by channel and territory
  2. Train models and measure their errors over past periods
  3. Compare forecasts to actual sales and update estimates

Deliverable: Forecasts by period, channel and territory, with measurement of uncertainty.

ConstructionRecognition of signs on site plansA vision model learns to detect traffic signs and classify them to speed up encryption.Specialized models

Connected to: Annotated site boards and panel catalog

  1. Annotate the panels by family and format
  2. Train the model and evaluate detection on separate boards
  3. Count the panels and prepare the order for human control

Deliverable: Panel inventory and pre-filled order form.

BankingCredit preparation agentGathers the documents, identifies inconsistencies and prepares the file for the business manager.AI Agents

Connected to: CRM, EDM and internal repositories.

  1. Check the completeness of the parts
  2. Request missing items
  3. Produce a sourced synthesis for human analysis

Deliverable: Consolidated file, anomalies and points to examine.

TelecomsActivation of B2B servicesCoordinates the commercial, technical and administrative steps after an order.Automation

Connected to: CRM, provisioning and billing tools.

  1. Check activation conditions
  2. Trigger tasks between teams
  3. Handle exceptions and inform the customer

Deliverable: Traceable activation path, with alerts on blockages.

Retail & distributionVoice advisor for storesProvides information on availability, reserves an item and prepares for the customer's visit.Voice agents

Connected to: Catalogue, store stock and reservations.

  1. Identify the desired product
  2. Check availability
  3. Create the reservation and send the confirmation

Deliverable: Reservation created and request sent to the store.

ConstructionCo-pilot for tender filesHelps explore requirements and prepare response from the costing application.AI product features

Connected to: DCE, technical library and encryption tool.

  1. Extract requirements and constraints
  2. Find relevant technical references
  3. Prepare a response matrix to complete

Deliverable: Sourced requirements and structured response file.

Public sectorLand archives structuring agentReads records and connects plots, deeds and changes of ownership.Data & documents

Connected to: Digitized archives, registers and repositories.

  1. Extract textual and tabular information
  2. Connect entities in a graph
  3. Report ambiguities for review

Deliverable: Searchable archives and traceable documentary history.

BankingModel specialized in banking documentationAdapts the understanding of vocabulary and documents to feed your agents.Specialized models

Connected to: Business corpus and validated evaluation game.

  1. Create and annotate the examples
  2. Adapt then evaluate the model
  3. Integrate it with a controlled document agent

Deliverable: Model evaluated on your tasks and quality monitoring protocol.

TelecomsNetwork TroubleshooterCross-references alarms, tickets and history to guide diagnosis and coordinate interventions.AI Agents

Connected to: Network monitoring, tickets and knowledge base.

  1. Group related alerts
  2. Propose a cause and an intervention plan
  3. Create tasks and track their authorized execution

Deliverable: Qualified incident and intervention followed from start to finish.

Bank · Crédit Agricole du MarocAI-assisted releasesPrepares release certificates from file documents, with OCR extraction and consistency checks.AI Agents

Created for Crédit Agricole du Maroc · Sovereign AI

Connected to: Legal documents and certificate models

  1. Extract information using OCR and LLM
  2. Check data concordance between parts
  3. Generate the certificate for validation by the lawyer

Deliverable: Release certificate prepared, ready to verify.

See the Crédit Agricole project
Bank · Crédit Agricole du MarocProcessing of guarantee filesClassifies the scanned documents, extracts the data and prepares their synchronization with the bank's IS.Data & documents

Created for Crédit Agricole du Maroc · Sovereign AI

Connected to: PDF files, scans and SFTP server

  1. Classify documents and extract their data using OCR and LLM
  2. Structure metadata in the expected format
  3. Synchronize folders via SFTP

Deliverable: Classified file and structured metadata for the IS.

See the Crédit Agricole project
Bank · Crédit Agricole du MarocExtraction of balance sheets for credit analysisTransforms PDF balance sheets into Asset, Liability and CPC data that can be used in Excel or JSON.Data & documents

Created for Crédit Agricole du Maroc · Sovereign AI

Connected to: Financial statements in PDF format

  1. Read and extract financial tables
  2. Clean and structure the Asset, Liability and CPC sections
  3. Export data for credit analysts

Deliverable: Balance sheets structured in Excel or JSON for credit analysis.

See the Crédit Agricole project
Bank · Crédit Agricole du MarocPoint of sale quality reportingCentralizes network evaluation campaigns and writes reports with an LLM.AI product features

Created for Crédit Agricole du Maroc · Sovereign AI

Connected to: Forms and data from evaluation campaigns

  1. Centralize the collection of reviews
  2. Consolidate results by campaign
  3. Generate quality reports

Deliverable: Consistent evaluation reports, campaign by campaign.

See the Crédit Agricole project
Bank · Crédit Agricole du MarocHR collection and reportingOrganizes HR collection campaigns, validations and formula creation with AI.Automation

Created for Crédit Agricole du Maroc · Sovereign AI

Connected to: HR data and collection forms

  1. Collect data by campaign
  2. Have information validated by managers
  3. Assist in the creation of analysis formulas

Deliverable: Validated HR data and formulas for reporting.

See the Crédit Agricole project
Bank · Crédit Agricole du MarocProject planning assistantGenerates a structured project plan and tracks tasks and deadlines with alerts.AI Agents

Created for Crédit Agricole du Maroc · Sovereign AI

Connected to: Project objectives and information

  1. Break down the project into tasks
  2. Organise deadlines and follow-up
  3. Report deadlines to monitor

Deliverable: Project plan, task list and tracking alerts.

See the Crédit Agricole project
Bank · Crédit Agricole du MarocStructuring recovery filesExtracts data from files, checks it with the teams then exports it to the IS format.Data & documents

Created for Crédit Agricole du Maroc · Sovereign AI

Connected to: Recovery files and data schemas provided by the DSI

  1. Extract and classify parts by OCR and LLM
  2. Have the data checked and corrected by a colleague
  3. Map fields and export to IS

Deliverable: Files structured, validated and ready to integrate.

See the Crédit Agricole project
Retail & distributionManaging returns and refundsConnects customer requests, return rules, logistics and financial processing.Automation

Connected to: E-commerce, after-sales service, stock and payment.

  1. Control demand according to your rules
  2. Organise return and update stock
  3. Trigger authorized refund or escalate

Deliverable: Return processed and systems updated.

ConstructionSite report by voiceTransforms field dictation into observations, reservations and structured tasks.Voice agents

Connected to: Mobile, planning and site monitoring tool.

  1. Transcribe and identify zone and lot
  2. Structuring findings and actions
  3. Confirm before recording and notifying

Deliverable: Structured report and assigned actions.

Public sectorAssistant integrated into the procedure portalSupports the user through the form and checks consistency before submission.AI product features

Connected to: Procedures portal and documentary repository.

  1. Explain fields in accessible language
  2. Identify inconsistent information
  3. Prepare deposit and request confirmation

Deliverable: Form completed and documents checked before submission.

BankingKYC Records Screening OfficerStructures documents and flags expired documents or conflicting information.Data & documents

Connected to: GED, supporting documents and customer references.

  1. Extract fields with their source
  2. Compare information between documents
  3. Create update requests for validation

Deliverable: Structured data and anomalies for compliance review.

TelecomsVoice model adapted to the languages of your customersImproves understanding of calls, accents and operator vocabulary.Specialized models

Connected to: Authorized records and business lexicons.

  1. Prepare data and annotations
  2. Evaluate transcription and recognition of intentions
  3. Integrate the model into the voice journey

Deliverable: Evaluated voice model and agent adapted to your uses.

Retail & distributionReplenishment AgentAnticipates shortages and prepares transfers or orders based on sales and inventory.AI Agents

Connected to: ERP, sales and supplier availability.

  1. Detecting the risks of rupture
  2. Compare internal transfer and repurchase
  3. Submit the proposal then follow the order

Deliverable: Replenishment proposals and exceptions to be processed.

ConstructionPurchases and construction invoicesReconcile quotes, orders, deliveries and invoices before validation.Automation

Connected to: ERP purchasing, delivery notes and invoices.

  1. Extract and reconcile information
  2. Report quantity or price discrepancies
  3. Send validations and prepare payment

Deliverable: Invoices reconciled and discrepancies attributed to those responsible.

Public sectorTelephone reception of usersDirects requests, explains procedures and facilitates appointment making.Voice agents

Connected to: Telephony, directory and service calendar.

  1. Identify the approach and language
  2. Explain the planned parts and steps
  3. Make an appointment or transfer to the right department

Deliverable: User directed and appointment or request recorded.

BankingCo-pilot integrated into the advisor positionAdds research, synthesis and guided actions directly to the business tool.AI product features

Connected to: Advisor application, CRM and documentation.

  1. Find the authorized client context
  2. Summarize useful information
  3. Propose and execute confirmed actions

Deliverable: Functionality integrated into the application, with rights and traceability.

TelecomsAgent for ensuring repository reliabilityReconciles contracts, equipment and lines to reveal inconsistencies.Data & documents

Connected to: Network inventory, CRM and contracts.

  1. Standardize identifiers
  2. Detect duplicates and discrepancies
  3. Propose corrections and follow their validation

Deliverable: Controlled repository and documented corrections.

Retail & distributionAI vision for logistics anomaliesIdentifies packages or loads to be checked and triggers an investigation.Specialized models

Connected to: Images, logistical events and annotations.

  1. Adapt the model to the desired anomalies
  2. Compare the results to the control set
  3. Open an exception folder with useful images

Deliverable: Contextualized visual alerts and control records.

ConstructionSite monitoring agentAnalyzes the reports, identifies discrepancies and follows up with those responsible for overdue actions.AI Agents

Connected to: Planning, reports, reserves and photos.

  1. Reconcile findings with planning
  2. Identify delays and dependencies
  3. Assign actions and prepare the site update

Deliverable: Updated action plan and site summary.

Public sectorMonitoring of public contractsCoordinates documentary control and contract deadlines.Automation

Connected to: GED, contracts and purchasing management tool.

  1. Check documents and deadlines
  2. Trigger validation requests
  3. Track deliverables and report discrepancies

Deliverable: Contractual monitoring and audit trail; decisions validated by agents.

BankingBanking service voice agentResponds to routine requests and prepares support from an advisor.Voice agents

Connected to: Telephony, knowledge base and CRM.

  1. Identify the reason within the permitted limits
  2. Reply from validated content
  3. Schedule an appointment or transfer with context

Deliverable: Summarized appeal, qualified request and recorded action.

TelecomsAI assistant in the business portalAllows customers to understand their services and initiate a request from the portal.AI product features

Connected to: B2B portal, contracts and service management.

  1. Query authorized services and invoices
  2. Explain the gaps and possibilities
  3. Prepare a change request to be confirmed

Deliverable: Conversational journey connected to existing services.

Retail & distributionCatalog Standards OfficerTransforms supplier files into coherent and usable product data.Data & documents

Connected to: Supplier files, PIM and product images.

  1. Extract attributes and variants
  2. Detect duplicates and missing fields
  3. Propose enrichments for publication

Deliverable: Harmonized product sheets with sources and quality controls.

ConstructionAI vision for progress monitoringCompares visual observations to expected steps to guide the field review.Specialized models

Connected to: Authorized photos, annotations and planning.

  1. Prepare samples in batch
  2. Evaluate detection of observables
  3. Feed a tracking agent with potential discrepancies

Deliverable: Progress observations to be confirmed by field teams.

Public sectorApplication Processing OfficerVerifies the completeness of a file and organizes its investigation in the departments concerned.AI Agents

Connected to: User portal, GED and procedure references.

  1. Check required parts
  2. Direct the file to the competent department
  3. Follow deadlines and request supplements

Deliverable: File ready to instruct and history of stages.

BankingHandling customer complaintsOrchestrates the qualification, the search for information and the follow-up of a response.Automation

Connected to: CRM, messaging, transactions and procedures.

  1. Qualify the request and its urgency
  2. Gather items from authorized systems
  3. Prepare a response and follow its validation

Deliverable: Claim documented, assigned and tracked.

TelecomsFirst level voice diagnosisGuides the subscriber through verifications and opens a contextualized ticket.Voice agents

Connected to: Telephony, diagnostics and tickets.

  1. Understand the problem expressed
  2. Guide permitted verifications
  3. Create the ticket and organise the escalation

Deliverable: Ticket enriched by tests and subscriber responses.

Retail & distributionPurchasing assistant in your e-commerceResearch products, compare options and create a basket as needed.AI product features

Connected to: Catalogue, commercial rules and availability.

  1. Clarify customer criteria
  2. Compare available products
  3. Prepare the basket and accompany the choice

Deliverable: Contextualized basket and integrated purchasing journey.

ConstructionAgent for reading plans and documentsLinks plans, batches and versions to find information useful to a project.Data & documents

Connected to: Plans, technical documents and GED.

  1. Classify the parts and identify their version
  2. Extract benchmarks and technical information
  3. Link results to batch and source document

Deliverable: Documentary index and technical information available for consultation.

Public sectorModel suitable for administrative documentsRecognizes your formats, languages and vocabularies to power instruction.Specialized models

Connected to: Administrative corpus and annotations validated.

  1. Prepare document families
  2. Adapt extraction and classification
  3. Integrate the model into an instruction workflow

Deliverable: Evaluated extraction, versioned model and connected workflow.

BankingContract preparation officerCompares the clauses, finds precedents and prepares the points to be arbitrated by the legal system.AI Agents

Connected to: Contract models, clauses and GED.

  1. Identify the type of contract and useful documents
  2. Compare the clauses to the internal reference
  3. Prepare a project and the deviations to validate

Deliverable: Draft contract, clauses compared and list of points to examine.

BankingControl of settlement operationsReconciles instructions, isolates anomalies and prepares actions for the securities teams.Automation

Connected to: Payment instructions, repositories and monitoring tools.

  1. Reconcile expected and received data
  2. Qualify deviations according to business rules
  3. Prepare processing and request validation of exceptions

Deliverable: Prioritised operations queue and traceable control file.

BankingCo-pilot of production of financial analyzesTransforms a documentary file into a structured analysis, linked to its sources.AI product features

Connected to: Financial documents, reports and internal frameworks.

  1. Extract useful facts and data
  2. Cross-check sources and point out contradictions
  3. Prepare the note and materials for proofreading

Deliverable: Sourced analysis note, comparative tables and presentation.

TelecomsMulti-agent marketing studioProvides a brief in texts, visuals and video proposals in accordance with brand charters.AI Agents

Connected to: Brief, graphic charter, editorial charter and campaign models.

  1. Distribute the brief between content and creative agents
  2. Generate variants by language and channel
  3. Check consistency and submit creations for validation

Deliverable: Multi-channel campaign kit with variations and validation history.

TelecomsCompetitive monitoring and weak signal detectionMonitors offers and public feedback to highlight developments that merit action.Automation

Connected to: Authorized public sources, reference sites and publications.

  1. Collect new information and remove duplicates
  2. Identify offer changes and emerging topics
  3. Produce a sourced summary and direct alerts

Deliverable: Monitoring digest, qualified alerts and follow-up proposals.

TelecomsEquipment diagnosis from a photoA vision model adapted to the fleet recognizes the equipment and helps with diagnosis.Specialized models

Connected to: Reference photos, technical guides and diagnostic history.

  1. Identify the model and visible lights
  2. Cross-reference observations with technical documentation
  3. Propose checks then transfer to support if necessary

Deliverable: Guided diagnosis and support file for the technician.

Retail & distributionChecking supplier confirmationsCompares confirmations to orders and reports price, quantity or lead time differences.Automation

Connected to: ERP, purchase orders and confirmations received.

  1. Extract the lines from supplier confirmations
  2. Reconcile references, quantities, prices and dates
  3. Prepare a correction request and alert the buyer

Deliverable: Table of deviations and correction proposals ready to validate.

Retail & distributionPreparation and control of payroll dataStandardizes establishment files and identifies inconsistencies before payroll processing.Data & documents

Connected to: Payroll files, authorized repositories and control rules.

  1. Standardize formats and reconcile repositories
  2. Spot missing values, duplicates and gaps
  3. Prepare a consolidated file for control by the payroll team

Deliverable: Consolidated data and anomaly report with restricted access.

Public sectorProduction of minutes and reportsTransforms meeting recordings and notes into structured, actionable documents.Automation

Connected to: Authorized recordings, notes and minute frames.

  1. Transcribe and prepare sources according to confidentiality rules
  2. Extract decisions, reservations and actions
  3. Generate the draft report and send it to the proofreading circuit

Deliverable: Minutes to be validated, sourced decisions and table of actions.

Public sectorHR assistant based on staff statusAnswers employees' questions based on the texts and procedures of their institution.AI product features

Connected to: Staff status, HR procedures and validated documentation.

  1. Find the texts applicable to the question
  2. Formulate a response with useful references
  3. Refer individual situations to the HR department

Deliverable: Documented response and qualified request to HR if necessary.

Food & consumer goodsPromotional disruption management agentCrosses forecasts, sales and stocks to propose reallocations during a promotion.AI Agents

Connected to: ERP, MES, quality data and product standards

  1. Qualify the request and gather the authorized information
  2. Apply business rules and prepare actions
  3. Perform authorized actions and submit exceptions for validation

Deliverable: Reallocation plan by point of sale and shortage alerts.

Food & consumer goodsBatch traceability and preparation of recallsReconciles the batches in the ERP and WMS to prepare the scope of a recall to be validated.Automation

Connected to: ERP, MES, quality data and product standards

  1. Collect data and check their completeness
  2. Reconcile information and identify discrepancies
  3. Prepare the deliverable and trigger the validation circuit

Deliverable: List of batches, customers concerned and traceability file.

Food & consumer goodsProduct formulation co-pilotResearch authorized formulations and compare ingredient constraints, cost and specifications.AI product features

Connected to: ERP, MES, quality data and product standards

  1. Check the identity, permissions and context of the request
  2. Search for useful sources or query business APIs
  3. Restore the result with its sources and possible actions

Deliverable: Comparison of sourced formulations for R&D teams.

Food & consumer goodsControl of supplier filesExtracts specifications and certificates by OCR, then detects missing data before referencing.Data & documents

Connected to: ERP, MES, quality data and product standards

  1. Extract information according to the business diagram
  2. Check formats, duplicates and inconsistencies
  3. Publish validated data and isolate exceptions

Deliverable: Structured supplier sheet and documents to complete.

Food & consumer goodsVisual inspection of packagingA vision model identifies labeling, sealing or packaging defects on the line.Specialized models

Connected to: ERP, MES, quality data and product standards

  1. Prepare a representative and authorized dataset
  2. Adapt and evaluate the model based on business criteria
  3. Deploy with quality monitoring and control of uncertain cases

Deliverable: Localized anomalies and quality history per batch.

Food & consumer goodsVoice assistant for dispenser ordersIdentifies dictated references, checks packaging and prepares the order in the ERP.Voice agents

Connected to: ERP, MES, quality data and product standards

  1. Qualify the request with the appropriate consent and identification rules
  2. Query business tools and confirm necessary information
  3. Record the result and transfer requests outside the scope

Deliverable: Order prepared with confirmation of quantities and price.

Food & consumer goodsQuality complaints analysis agentGroups complaints by product and batch to detect recurrences and prepare for investigation.AI Agents

Connected to: ERP, MES, quality data and product standards

  1. Qualify the request and gather the authorized information
  2. Apply business rules and prepare actions
  3. Perform authorized actions and submit exceptions for validation

Deliverable: Summary of quality signals and investigation file.

Food & consumer goodsControl of performance gapsCompares quantities committed, production and scrap in the MES to explain the discrepancies.Automation

Connected to: ERP, MES, quality data and product standards

  1. Collect data and check their completeness
  2. Reconcile information and identify discrepancies
  3. Prepare the deliverable and trigger the validation circuit

Deliverable: Performance report and variances to be reviewed by workshop.

Food & consumer goodsQuality audit preparation assistantQuestions RAG control procedures and evidence to prepare audit files.AI product features

Connected to: ERP, MES, quality data and product standards

  1. Check the identity, permissions and context of the request
  2. Search for useful sources or query business APIs
  3. Restore the result with its sources and possible actions

Deliverable: Index of evidence, missing documents and preparation file.

Finance & investmentInvestment file preparation agentAnalyzes the data room, cross-checks assumptions and prepares due diligence questions.AI Agents

Connected to: EDM, financial data, CRM and internal repositories

  1. Qualify the request and gather the authorized information
  2. Apply business rules and prepare actions
  3. Perform authorized actions and submit exceptions for validation

Deliverable: Sourced investment note and register of open points.

Finance & investmentAutomated participation reportingCollects participation files, standardizes indicators and prepares fund reporting.Automation

Connected to: EDM, financial data, CRM and internal repositories

  1. Collect data and check their completeness
  2. Reconcile information and identify discrepancies
  3. Prepare the deliverable and trigger the validation circuit

Deliverable: Consolidated tables and comments to be validated.

Finance & investmentInvestment committee co-pilotCompares the scenarios and finds the elements of the files to prepare for the committee's arbitration.AI product features

Connected to: EDM, financial data, CRM and internal repositories

  1. Check the identity, permissions and context of the request
  2. Search for useful sources or query business APIs
  3. Restore the result with its sources and possible actions

Deliverable: Summary of options, risks and documented assumptions.

Finance & investmentExtraction of contractual commitmentsIdentifies covenants, dates and obligations in contracts by OCR and structured extraction.Data & documents

Connected to: EDM, financial data, CRM and internal repositories

  1. Extract information according to the business diagram
  2. Check formats, duplicates and inconsistencies
  3. Publish validated data and isolate exceptions

Deliverable: Register of commitments with references to clauses.

Finance & investmentSpecialized classification of financial documentsAdapts a model to internal typologies to automatically orient the received parts.Specialized models

Connected to: EDM, financial data, CRM and internal repositories

  1. Prepare a representative and authorized dataset
  2. Adapt and evaluate the model based on business criteria
  3. Deploy with quality monitoring and control of uncertain cases

Deliverable: Documents classified with confidence score and verification queue.

Finance & investmentVoice report of investor exchangesTransforms notes dictated after an exchange into reports and actions in the CRM.Voice agents

Connected to: EDM, financial data, CRM and internal repositories

  1. Qualify the request with the appropriate consent and identification rules
  2. Query business tools and confirm necessary information
  3. Record the result and transfer requests outside the scope

Deliverable: Structured interaction sheet and next steps to validate.

Finance & investmentParticipation monitoring agentMonitors authorized sources and reconciles events across portfolio companies.AI Agents

Connected to: EDM, financial data, CRM and internal repositories

  1. Qualify the request and gather the authorized information
  2. Apply business rules and prepare actions
  3. Perform authorized actions and submit exceptions for validation

Deliverable: Qualified alerts, sources and follow-up points.

Finance & investmentPreparation of valuation controlsReconciles assumptions, versions and data sources to identify discrepancies before review.Automation

Connected to: EDM, financial data, CRM and internal repositories

  1. Collect data and check their completeness
  2. Reconcile information and identify discrepancies
  3. Prepare the deliverable and trigger the validation circuit

Deliverable: Valuation control file for the analyst.

Finance & investmentSearch investment memosA RAG engine finds useful precedents and reasoning in the fund notes.AI product features

Connected to: EDM, financial data, CRM and internal repositories

  1. Check the identity, permissions and context of the request
  2. Search for useful sources or query business APIs
  3. Restore the result with its sources and possible actions

Deliverable: Sourced answers and comparisons of precedents.

Healthcare & pharmaceuticalsMedication Availability OfficerCross-references stocks, consumption and supplier deadlines to anticipate supply tensions.AI Agents

Connected to: Validated documentation, management systems and authorized data

  1. Qualify the request and gather the authorized information
  2. Apply business rules and prepare actions
  3. Perform authorized actions and submit exceptions for validation

Deliverable: Stock alerts and orders offered for validation.

Healthcare & pharmaceuticalsPreparation of regulatory filesGathers the parts, checks their version and identifies missing elements in the EDM.Automation

Connected to: Validated documentation, management systems and authorized data

  1. Collect data and check their completeness
  2. Reconcile information and identify discrepancies
  3. Prepare the deliverable and trigger the validation circuit

Deliverable: Indexed documentary file for regulatory review.

Healthcare & pharmaceuticalsMedical documentary research assistantFind relevant passages from validated standards for professionals, with citations.AI product features

Connected to: Validated documentation, management systems and authorized data

  1. Check the identity, permissions and context of the request
  2. Search for useful sources or query business APIs
  3. Restore the result with its sources and possible actions

Deliverable: Sourced documentary synthesis, without autonomous clinical decision.

Healthcare & pharmaceuticalsAnonymisation of sensitive documentsDetects identifiers in documents and applies masking rules before AI processing.Data & documents

Connected to: Validated documentation, management systems and authorized data

  1. Extract information according to the business diagram
  2. Check formats, duplicates and inconsistencies
  3. Publish validated data and isolate exceptions

Deliverable: Prepared documents and transformation log.

Healthcare & pharmaceuticalsClassification of pharmacovigilance requestsA specialized model helps qualify and direct reports to the appropriate teams.Specialized models

Connected to: Validated documentation, management systems and authorized data

  1. Prepare a representative and authorized dataset
  2. Adapt and evaluate the model based on business criteria
  3. Deploy with quality monitoring and control of uncertain cases

Deliverable: Structured reporting and human review queue.

Healthcare & pharmaceuticalsTelephone reception and appointmentsA voice agent processes administrative requests, checks availability and transfers emergencies.Voice agents

Connected to: Validated documentation, management systems and authorized data

  1. Qualify the request with the appropriate consent and identification rules
  2. Query business tools and confirm necessary information
  3. Record the result and transfer requests outside the scope

Deliverable: Appointment confirmed and request forwarded to the correct department.

Healthcare & pharmaceuticalsBiomedical equipment monitoring agentAnalyzes maintenance deadlines and histories to prepare priority interventions.AI Agents

Connected to: Validated documentation, management systems and authorized data

  1. Qualify the request and gather the authorized information
  2. Apply business rules and prepare actions
  3. Perform authorized actions and submit exceptions for validation

Deliverable: Proposed intervention plan and documents to prepare.

Healthcare & pharmaceuticalsControl of invoicing documentsReconciles administrative documents and services before issuing or transmitting invoices.Automation

Connected to: Validated documentation, management systems and authorized data

  1. Collect data and check their completeness
  2. Reconcile information and identify discrepancies
  3. Prepare the deliverable and trigger the validation circuit

Deliverable: Complete file and list of anomalies to be corrected.

Healthcare & pharmaceuticalsCo-pilot of laboratory proceduresGuides the search in validated operating procedures and finds the applicable version.AI product features

Connected to: Validated documentation, management systems and authorized data

  1. Check the identity, permissions and context of the request
  2. Search for useful sources or query business APIs
  3. Restore the result with its sources and possible actions

Deliverable: Sourced procedure and checkpoints to apply.

Manufacturing & industryIntervention preparation agentUses CMMS and manuals to prepare diagnosis, parts and instructions.AI Agents

Connected to: MES, CMMS, sensors and technical documentation

  1. Qualify the request and gather the authorized information
  2. Apply business rules and prepare actions
  3. Perform authorized actions and submit exceptions for validation

Deliverable: Intervention file and parts list for the technician.

Manufacturing & industryHandling of non-conformitiesGathers evidence, classifies anomalies and prepares the processing circuit in the quality system.Automation

Connected to: MES, CMMS, sensors and technical documentation

  1. Collect data and check their completeness
  2. Reconcile information and identify discrepancies
  3. Prepare the deliverable and trigger the validation circuit

Deliverable: Non-conformity sheet and corrective actions to be validated.

Manufacturing & industryWorkshop co-pilot in natural languageQueries MES data and instructions to explain production discrepancies.AI product features

Connected to: MES, CMMS, sensors and technical documentation

  1. Check the identity, permissions and context of the request
  2. Search for useful sources or query business APIs
  3. Restore the result with its sources and possible actions

Deliverable: Sourced response, indicators and possible causes to check.

Manufacturing & industryStructuring technical nomenclaturesExtracts components and characteristics from plans and reconciles references in the PLM.Data & documents

Connected to: MES, CMMS, sensors and technical documentation

  1. Extract information according to the business diagram
  2. Check formats, duplicates and inconsistencies
  3. Publish validated data and isolate exceptions

Deliverable: Consolidated nomenclature and identified inconsistencies.

Manufacturing & industryVisual detection of manufacturing defectsTrains a model on your reference defects to assist in-line quality control.Specialized models

Connected to: MES, CMMS, sensors and technical documentation

  1. Prepare a representative and authorized dataset
  2. Adapt and evaluate the model based on business criteria
  3. Deploy with quality monitoring and control of uncertain cases

Deliverable: Defects identified with confidence level and proof images.

Manufacturing & industryVoice intervention reportThe technician dictates the operations, parts and observations; the agent prepares the CMMS entry.Voice agents

Connected to: MES, CMMS, sensors and technical documentation

  1. Qualify the request with the appropriate consent and identification rules
  2. Query business tools and confirm necessary information
  3. Record the result and transfer requests outside the scope

Deliverable: Structured intervention report and reread before recording.

Manufacturing & industryEnergy consumption monitoring agentCross-reference sensors and line activity to identify deviations and propose an investigation.AI Agents

Connected to: MES, CMMS, sensors and technical documentation

  1. Qualify the request and gather the authorized information
  2. Apply business rules and prepare actions
  3. Perform authorized actions and submit exceptions for validation

Deliverable: Contextualized alerts and loss reduction solutions.

Manufacturing & industryPreparing for series changesGathers the instructions, controls and settings applicable to the next series.Automation

Connected to: MES, CMMS, sensors and technical documentation

  1. Collect data and check their completeness
  2. Reconcile information and identify discrepancies
  3. Prepare the deliverable and trigger the validation circuit

Deliverable: Change file and checklist.

Manufacturing & industryTechnical search in fault historiesA RAG assistant finds comparable incidents and previously validated solutions.AI product features

Connected to: MES, CMMS, sensors and technical documentation

  1. Check the identity, permissions and context of the request
  2. Search for useful sources or query business APIs
  3. Restore the result with its sources and possible actions

Deliverable: Documented precedents and diagnostic leads.

Real estateTenant request management agentQualifies requests, finds the lease and prepares the intervention order or response.AI Agents

Connected to: GED, property management software and technical standards

  1. Qualify the request and gather the authorized information
  2. Apply business rules and prepare actions
  3. Perform authorized actions and submit exceptions for validation

Deliverable: Directed request and intervention prepared in the management tool.

Real estateControl of rental chargesReconciles invoices, distribution keys and leases to detect discrepancies before regularization.Automation

Connected to: GED, property management software and technical standards

  1. Collect data and check their completeness
  2. Reconcile information and identify discrepancies
  3. Prepare the deliverable and trigger the validation circuit

Deliverable: Account prepared and anomalies to be examined.

Real estateLease management co-pilotQuery contracts using RAG to find deadlines, clauses and commitments.AI product features

Connected to: GED, property management software and technical standards

  1. Check the identity, permissions and context of the request
  2. Search for useful sources or query business APIs
  3. Restore the result with its sources and possible actions

Deliverable: Sourced response and schedule of obligations.

Real estateDigitization of heritage filesExtracts information from plans, diagnostics and contracts to create an exploitable repository.Data & documents

Connected to: GED, property management software and technical standards

  1. Extract information according to the business diagram
  2. Check formats, duplicates and inconsistencies
  3. Publish validated data and isolate exceptions

Deliverable: Sheet by asset, indexed documents and data to be completed.

Real estateRecognition of building anomaliesA vision model classifies photographic observations to assist technical inspection.Specialized models

Connected to: GED, property management software and technical standards

  1. Prepare a representative and authorized dataset
  2. Adapt and evaluate the model based on business criteria
  3. Deploy with quality monitoring and control of uncertain cases

Deliverable: Anomalies identified and inspection file for the expert.

Real estateQualification of rental callsThe voice agent collects the criteria, checks availability and organizes a visit.Voice agents

Connected to: GED, property management software and technical standards

  1. Qualify the request with the appropriate consent and identification rules
  2. Query business tools and confirm necessary information
  3. Record the result and transfer requests outside the scope

Deliverable: Qualified request and confirmed appointment.

Real estateWorks management agentCross-references reports, deadlines and reserves to prepare reminders from stakeholders.AI Agents

Connected to: GED, property management software and technical standards

  1. Qualify the request and gather the authorized information
  2. Apply business rules and prepare actions
  3. Perform authorized actions and submit exceptions for validation

Deliverable: Batch action plan and delay alerts.

Real estatePreparation of inventoryStructure notes and photos by item, compare the findings and prepare the document to sign.Automation

Connected to: GED, property management software and technical standards

  1. Collect data and check their completeness
  2. Reconcile information and identify discrepancies
  3. Prepare the deliverable and trigger the validation circuit

Deliverable: Draft inventory with photographic evidence.

Real estateAI experiences for visitorsIntegrates image generation, assistants and multimedia creation in a terminal in the colors of the location.AI product features

Connected to: GED, property management software and technical standards

  1. Check the identity, permissions and context of the request
  2. Search for useful sources or query business APIs
  3. Restore the result with its sources and possible actions

Deliverable: Interactive tour and creations given to visitors.

Tourism & hospitalityAI concierge connected to servicesRecommends services according to demand, checks their availability and prepares the reservation.AI Agents

Connected to: PMS, CRM, availability and service catalog

  1. Qualify the request and gather the authorized information
  2. Apply business rules and prepare actions
  3. Perform authorized actions and submit exceptions for validation

Deliverable: Personalised proposal and reservation to be confirmed.

Tourism & hospitalityManaging group requestsExtract needs and dates, query the PMS and prepare a commercial proposal.Automation

Connected to: PMS, CRM, availability and service catalog

  1. Collect data and check their completeness
  2. Reconcile information and identify discrepancies
  3. Prepare the deliverable and trigger the validation circuit

Deliverable: Stay offer and follow-up tasks for sales.

Tourism & hospitalityIn-site travel assistantCombines documentary research and availability to help visitors plan their stay.AI product features

Connected to: PMS, CRM, availability and service catalog

  1. Check the identity, permissions and context of the request
  2. Search for useful sources or query business APIs
  3. Restore the result with its sources and possible actions

Deliverable: Contextualized itinerary and selection of bookable services.

Tourism & hospitalityAnalysis of reviews and complaintsGroups multilingual feedback by establishment and theme to identify recurring irritants.Data & documents

Connected to: PMS, CRM, availability and service catalog

  1. Extract information according to the business diagram
  2. Check formats, duplicates and inconsistencies
  3. Publish validated data and isolate exceptions

Deliverable: Quality priority table with sourced verbatims.

Tourism & hospitalityMultilingual classification of traveler requestsAdapts a model to the service categories and languages received to guide requests.Specialized models

Connected to: PMS, CRM, availability and service catalog

  1. Prepare a representative and authorized dataset
  2. Adapt and evaluate the model based on business criteria
  3. Deploy with quality monitoring and control of uncertain cases

Deliverable: Classified and routed messages with confidence level.

Tourism & hospitalityMultilingual telephone receptionAnswers practical questions, handles simple requests and transfers with context.Voice agents

Connected to: PMS, CRM, availability and service catalog

  1. Qualify the request with the appropriate consent and identification rules
  2. Query business tools and confirm necessary information
  3. Record the result and transfer requests outside the scope

Deliverable: Qualified request, reservation or transfer to reception.

Tourism & hospitalityRescheduling agent in case of hazardIdentifies the services concerned and prepares alternatives in the event of cancellation or delay.AI Agents

Connected to: PMS, CRM, availability and service catalog

  1. Qualify the request and gather the authorized information
  2. Apply business rules and prepare actions
  3. Perform authorized actions and submit exceptions for validation

Deliverable: Replacement scenarios and messages ready to validate.

Tourism & hospitalityPreparation of the stay before arrivalVerifies necessary information and coordinates services according to confirmed requests.Automation

Connected to: PMS, CRM, availability and service catalog

  1. Collect data and check their completeness
  2. Reconcile information and identify discrepancies
  3. Prepare the deliverable and trigger the validation circuit

Deliverable: Shared welcome sheet and tasks assigned to teams.

Tourism & hospitalityCommercial co-pilot for eventsComposes a proposal based on validated spaces, equipment, constraints and prices.AI product features

Connected to: PMS, CRM, availability and service catalog

  1. Check the identity, permissions and context of the request
  2. Search for useful sources or query business APIs
  3. Restore the result with its sources and possible actions

Deliverable: Event file, costing and options to present.

Transport & logisticsDelivery Exception Processing AgentCross-references TMS statuses and field messages to identify blockages and propose action.AI Agents

Connected to: TMS, WMS, tracking data and transport documents

  1. Qualify the request and gather the authorized information
  2. Apply business rules and prepare actions
  3. Perform authorized actions and submit exceptions for validation

Deliverable: Prioritised exception queue and resolution plan.

Transport & logisticsControl of transport documentsExtracts data from waybills and proof of delivery, then reconciles shipments.Automation

Connected to: TMS, WMS, tracking data and transport documents

  1. Collect data and check their completeness
  2. Reconcile information and identify discrepancies
  3. Prepare the deliverable and trigger the validation circuit

Deliverable: Documents checked and discrepancies transmitted to operations.

Transport & logisticsShipment Tracking AssistantResponds to status requests based on tracking data, with access control.AI product features

Connected to: TMS, WMS, tracking data and transport documents

  1. Check the identity, permissions and context of the request
  2. Search for useful sources or query business APIs
  3. Restore the result with its sources and possible actions

Deliverable: Contextualized status and incident file if necessary.

Transport & logisticsStandardization of addresses and referencesDetects duplicates and inconsistencies before integration into the TMS or WMS.Data & documents

Connected to: TMS, WMS, tracking data and transport documents

  1. Extract information according to the business diagram
  2. Check formats, duplicates and inconsistencies
  3. Publish validated data and isolate exceptions

Deliverable: Standardized data and exceptions to be confirmed.

Transport & logisticsVisual reading of damaged packagesA vision model identifies visible damage and prepares the claim file.Specialized models

Connected to: TMS, WMS, tracking data and transport documents

  1. Prepare a representative and authorized dataset
  2. Adapt and evaluate the model based on business criteria
  3. Deploy with quality monitoring and control of uncertain cases

Deliverable: Qualified photos and description of damage to be verified.

Transport & logisticsOperational voice assistant for driversCollects reports and provides authorized instructions with transfer to teams if necessary.Voice agents

Connected to: TMS, WMS, tracking data and transport documents

  1. Qualify the request with the appropriate consent and identification rules
  2. Query business tools and confirm necessary information
  3. Record the result and transfer requests outside the scope

Deliverable: Time-stamped incident and operation-oriented request.

Transport & logisticsLoading plan preparation agentCross-reference order constraints, dimensions and loading rules to propose a plan.AI Agents

Connected to: TMS, WMS, tracking data and transport documents

  1. Qualify the request and gather the authorized information
  2. Apply business rules and prepare actions
  3. Perform authorized actions and submit exceptions for validation

Deliverable: Proposed plan and reported incompatibilities.

Transport & logisticsReconciliation of freight invoicesCompares services, prices and surcharges with the operations actually recorded.Automation

Connected to: TMS, WMS, tracking data and transport documents

  1. Collect data and check their completeness
  2. Reconcile information and identify discrepancies
  3. Prepare the deliverable and trigger the validation circuit

Deliverable: Invoicing control and discrepancies to be contested.

Transport & logisticsCo-pilot for preparing customs filesSearches for documents and checks documentary consistency before review by the declarant.AI product features

Connected to: TMS, WMS, tracking data and transport documents

  1. Check the identity, permissions and context of the request
  2. Search for useful sources or query business APIs
  3. Restore the result with its sources and possible actions

Deliverable: File prepared and list of missing documents.

BankingAuto financing voice agentQualifies the need, explains the steps and prepares the file with the required documents, without deciding on credit.Voice agents

Connected to: CRM, EDM, business API and validated documentation

  1. Qualify the request with the appropriate consent and identification rules
  2. Query business tools and confirm necessary information
  3. Record the result and transfer requests outside the scope

Deliverable: Qualified request and file sent to the advisor.

BankingReimbursement reminders by voice agentExecutes authorized campaigns, logs responses and escalates sensitive situations to an advisor.Voice agents

Connected to: CRM, EDM, business API and validated documentation

  1. Qualify the request with the appropriate consent and identification rules
  2. Query business tools and confirm necessary information
  3. Record the result and transfer requests outside the scope

Deliverable: Contact history and follow-up actions in the CRM.

BankingSecure monitoring of credit filesConnects the assistant to the status of the file via API, after verifying identity and rights.AI product features

Connected to: CRM, EDM, business API and validated documentation

  1. Check the identity, permissions and context of the request
  2. Search for useful sources or query business APIs
  3. Restore the result with its sources and possible actions

Deliverable: Response on progress and expected next step.

BankingLocal LLM for employeesDeploys an open model and RAG search on internal procedures, with permissions by role.Specialized models

Connected to: CRM, EDM, business API and validated documentation

  1. Prepare a representative and authorized dataset
  2. Adapt and evaluate the model based on business criteria
  3. Deploy with quality monitoring and control of uncertain cases

Deliverable: Internal assistant, sourced responses and access logging.

BankingRegulatory monitoring with impact analysisCollects publications, compares changes and prepares potential impacts for compliance review.Automation

Connected to: CRM, EDM, business API and validated documentation

  1. Collect data and check their completeness
  2. Reconcile information and identify discrepancies
  3. Prepare the deliverable and trigger the validation circuit

Deliverable: Sourced summary and actions to be examined by those responsible.

Deployment · Data · Governance

Your systems. Your data.
Your deployment choices.

  • Connect your business dataPrepare approved data sources and connect your ERP, CRM and document repositories.
  • Keep people in controlDefine access permissions, approval steps, audit trails and limits on agent actions.
  • Plan for UAE deploymentAssess on-premises or UAE private-cloud deployment, including local inference where required.

Data residency depends on the full architecture. External model APIs may process data outside the UAE; model routes, storage and permissions are agreed before deployment.

International deployment example · MoroccoSeven AI applications delivered on-premises for Crédit Agricole du Maroc.

Crédit Agricole du MarocFrom document to business system
  1. 01Legal documentDocument submitted
    by a team member
  2. 02Local AI engineExtract and structure
    the relevant data
  3. 03Business systemStructured records
    ready for integration
Human controlAuthorized accessOn-site processing
Legal document processing · Simplified view of the Crédit Agricole du Maroc project
See the Crédit Agricole case

Our technical ecosystem

The right technology
for your use case

Models selected for task quality, cost, latency and deployment requirements.

Deploy · Operate · Improve

Get AI into production.
Keep improving its impact.

Validate real-world performance

Test your workflows against a baseline: output quality, processing time, errors and cost per task.

Acceptance criteria and business evaluation

Integrate with your operations

Connect systems and define permissions, approval paths and exception handling with your IT team.

Connectors, access controls and audit trails

Run reliably

Monitor quality, response times, costs and incidents, with support scope and responsibilities agreed upfront.

Monitoring, alerts and operating procedures

Build team capability

Provide documentation, practical training and handover. Prioritize improvements from user feedback and measured results.

Adoption, knowledge transfer and continuous improvement
Criteria for moving into production
Business outcomes

Compare results with the agreed baseline and validate them with the business owner.

Controlled behaviour

Test failure scenarios and access boundaries. Keep human review and a way to stop automated actions.

Operational readiness

Agree ownership, support, updates and rollback before going live.

Your UAE AI project,
from scope to support

What does AI implementation include?

Use-case selection, data preparation, development, integration, testing, deployment and adoption. We work with your business and IT teams to turn a defined workflow into a solution they can use.

Can the solution work in Arabic and English?

Yes. We design bilingual workflows where needed and evaluate both languages on representative documents and conversations. Dialects, terminology, voice quality and right-to-left interfaces are scoped for your use case.

Can we keep our data in the UAE?

We assess on-premises and UAE private-cloud options, including local model inference. Storage, model providers, logs and integrations must all fit your residency requirements. Hosting in the UAE alone does not ensure that every external AI service processes data there.

Can you integrate with our existing systems?

We assess the available APIs, permissions and data quality, then connect the solution to the systems in scope, such as your ERP, CRM, document repositories or internal applications.

Can you take an existing pilot into production?

Yes. We review the pilot, close gaps in reliability and integration, and agree the acceptance criteria, deployment approach and operating responsibilities.

How do you measure value and set the budget?

We agree a baseline and metrics such as processing time, error rate, service quality or cost per task. The scope, integrations, data preparation and support requirements determine the proposal.

What happens after launch?

The engagement defines the support scope, documentation, handover, ownership and licensing terms. Monitoring and user feedback inform the next improvements.

Organizations that trust AI Crafters

Ministry of Cabinet Affairs — UAE
UAE Presidential Court
Dubai Internet City
Riyadh Municipality — أمانة منطقة الرياض
MCITQatar
SDAIA
Sultanate of Oman · Ministry of Transport and Technology
Ministry of Culture — Saudi Arabia
Bank Muscat
Holmarcom Group
Orange
TotalEnergies
UNICEF
OCP
CDG · Caisse de Dépôt et de Gestion
Crédit Agricole du Maroc
Attijariwafa bank
Nareva
Shell
McDonald's
General Electric
Casablanca Finance City
Bank of Africa
Casablanca Stock Exchange
Sanlam
Saham Group
Egis
CMI
Caisse Marocaine des Retraites
Popular Bank
CIMR
United Nations · ESCWA
Accenture
African Development Bank
Capgemini
PwC
Atos
Intelcia
HPS
AKWA Group
SGTM · Société Générale des Travaux du Maroc
European Bank for Reconstruction and Development
Dislog Group
Aradei Capital
Forafric
COPAG
Royal Air Morocco
Tangier Med Port Authority
Marsa Morocco
MEDZ · CDG Group
RATP Dev
EQDOM
Segula Technologies
SRM CS · Multiservices Regional Company Casablanca-Settat
ESSEC Business School
ONHYM

Further reading

Your AI project in the UAE

Put AI to work
in your organization

Tell us which workflow you want to improve, the systems involved and the result you need. We’ll discuss the scope and a practical starting point.

AI CRAFTERS INTERNATIONAL FZ-LLC · United Arab Emirates

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