Practical use cases for every department
Explore the most relevant uses for each team, along with the conditions needed to make them genuinely useful.
A use case must first address a real business need
Before starting a project, we check three things: the available data, the involvement of the teams concerned and the required level of reliability.
Data that can actually be used
If the information does not exist in a usable form, the project begins with collecting it and improving its quality. That work must be identified and assessed from the outset.
An involved business team
The project must be led by the people who know the process and will use the solution. Their involvement enables sound decisions and meaningful evaluation.
A defined level of reliability
An error in a quote does not have the same consequences as one in a medical record. Checks and approvals are designed around the risks specific to each department.
Operations
39 use casesIn field operations, gains often come from simpler data collection, immediate checks and information that is available without re-entry.
- Field Non-Compliance AnalysisIdentify, analyze, and prioritize field non-compliances from reports, photos, and operational observations.↗
- Field Photo AnalysisAutomatically analyze field photos to detect risky situations, deviations, or items requiring verification.↗
- Multimodal Field ReportsTransform photos, voice observations, and field notes into structured, actionable, and shareable reports.↗
- Operational AI Agent Connected to Business ToolsQuery your business tools and trigger automated actions through a secure and controlled AI agent.↗
See the 35 other use cases
- Augmented Customer SupportAccelerate and improve customer request processing through intelligent analysis of messages, documents, and history.↗
- Augmented Decision DashboardTransform your raw data into readable, interpreted, and commented indicators to facilitate decision-making.↗
- Automated Employee File ManagementCentralize, verify, and track employee administrative documents automatically, from hiring through daily operations.↗
- Automatic Prioritization of Incoming RequestsInstantly identify priority requests and route them to the right processing workflows.↗
- Automatic Sales Meeting ReportsTurn sales conversations into clear reports with decisions, actions, and next steps identified.↗
- Committee and Steering Meeting PreparationPrepare your management committees and steering meetings with clear, concise, and decision-oriented briefing materials.↗
- CRM Copilot: Emails to ActionsAutomatically turn incoming emails into clear CRM actions, opportunities, tasks, follow-ups, and updates.↗
- HR Insights from Employee FeedbackAnalyze internal feedback automatically, detect weak signals, and turn employee sentiment into actionable HR strategies.↗
- HR Interview SynthesisTurn HR interviews into clear, comparable summaries ready to share and act on.↗
- Intelligent Customer Email ProcessingAutomatically analyze, classify, and prioritize customer emails with contextualized response suggestions.↗
- Interview CopilotPrepare focused interviews, structure your notes, and get actionable summaries that drive better hiring decisions.↗
- Multi-Source Executive SummaryGet a clear and reliable summary in minutes from multiple data sources, documents, and exchanges.↗
- Quote GenerationQuickly generate structured, consistent quotes from expressed needs, history, and business rules.↗
- Resume Screening & MatchingAnalyze resumes at scale, identify key skills, and surface the best-fit candidates for your roles.↗
- Role-Based OnboardingStructure new hire integration with onboarding journeys tailored to the role, responsibilities, and context.↗
- Smart Candidate SourcingFind qualified candidates, assess them automatically, and trigger sourcing actions with human oversight.↗
- Assisted Regulatory ResearchQuickly access applicable regulatory requirements and identify relevant texts according to your context.↗
- Bid Document AssemblyAutomatically gather, verify, and compile all required administrative, technical, and regulatory bid documents.↗
- Bid Knowledge ReuseAutomatically find and adapt content from past winning bids to accelerate new proposal development.↗
- Claims File AnalysisAutomatically analyze claims files, verify their completeness, and identify inconsistencies or sensitive points.↗
- Contract AnalysisQuickly identify sensitive clauses, discrepancies, and risk areas in your contracts and legal documents.↗
- Contract Risk DetectionSpot sensitive clauses, inconsistencies, and compliance issues in contracts and regulatory documents automatically.↗
- Customer Feedback and Sentiment AnalysisAutomatically analyze customer feedback, identify trends, weak signals, and priority improvement opportunities.↗
- Intelligent FAQ GenerationTransform your documents, exchanges, and customer feedback into clear, up-to-date, and genuinely useful FAQs.↗
- Intelligent Multi-Document ExtractionAutomatically extract key information from multiple heterogeneous documents and consolidate them into an actionable view.↗
- Meeting Transcription and SynthesisTransform your meetings into reliable transcriptions and clear summaries, with decisions and actions identified.↗
- Project Risk AnalysisIdentify project risks upstream from documents, exchanges, and history, and secure your decisions.↗
- Real-Time Meeting TranslationFacilitate multilingual exchanges with instant meeting translation, faithful to context and business vocabulary.↗
- Technical Proposal GenerationGenerate structured technical proposals and customized variants tailored to each tender's requirements.↗
- Tender Response AutomationAnalyze specifications, identify requirements, and build winning responses faster using your proven content library.↗
- AI Chat for Internal DocumentsQuery your internal documents through an intelligent chat interface, with contextualized and sourced answers.↗
- Automatic Document Classification and RoutingAutomatically classify incoming documents and route them to the right processing workflows without manual intervention.↗
- Intelligent Document SearchInstantly access key information in your internal documents, even from imprecise or complex questions.↗
- Internal Chat for Procedures and Reference MaterialsInstantly access internal procedures, rules, and reference materials through a secure intelligent chat.↗
- Professional Multilingual TranslationTranslate your business content with precision, terminological consistency, and adaptation to sectoral context.↗
Legal & compliance
16 use casesContracts, clauses and supporting documents must remain verifiable. AI speeds up reading and checks without hiding the sources.
- Assisted Legal Document GenerationDraft reliable legal documents more quickly from your templates, internal rules, and regulatory requirements.↗
- Assisted Regulatory ResearchQuickly access applicable regulatory requirements and identify relevant texts according to your context.↗
- Bid Document AssemblyAutomatically gather, verify, and compile all required administrative, technical, and regulatory bid documents.↗
- Bid Knowledge ReuseAutomatically find and adapt content from past winning bids to accelerate new proposal development.↗
See the 12 other use cases
- Claims File AnalysisAutomatically analyze claims files, verify their completeness, and identify inconsistencies or sensitive points.↗
- Contract AnalysisQuickly identify sensitive clauses, discrepancies, and risk areas in your contracts and legal documents.↗
- Contract Risk DetectionSpot sensitive clauses, inconsistencies, and compliance issues in contracts and regulatory documents automatically.↗
- Intelligent Multi-Document ExtractionAutomatically extract key information from multiple heterogeneous documents and consolidate them into an actionable view.↗
- Technical Proposal GenerationGenerate structured technical proposals and customized variants tailored to each tender's requirements.↗
- Tender Response AutomationAnalyze specifications, identify requirements, and build winning responses faster using your proven content library.↗
- AI Chat for Internal DocumentsQuery your internal documents through an intelligent chat interface, with contextualized and sourced answers.↗
- AI Usage Governance and TraceabilityFrame AI usage, ensure action traceability, and secure automated decisions.↗
- Automatic Document Classification and RoutingAutomatically classify incoming documents and route them to the right processing workflows without manual intervention.↗
- Intelligent Document SearchInstantly access key information in your internal documents, even from imprecise or complex questions.↗
- Internal Chat for Procedures and Reference MaterialsInstantly access internal procedures, rules, and reference materials through a secure intelligent chat.↗
- Professional Multilingual TranslationTranslate your business content with precision, terminological consistency, and adaptation to sectoral context.↗
Sales & growth
17 use casesThe most useful applications fit into the CRM and established sales habits: preparing a meeting, qualifying a lead or turning an exchange into an action.
- Automatic Lead QualificationAutomatically analyze incoming inquiries, qualify leads, and prioritize high-potential opportunities.↗
- Automatic Sales Meeting ReportsTurn sales conversations into clear reports with decisions, actions, and next steps identified.↗
- Content Generation from Product DataTransform your product data into clear, consistent content ready to be distributed across all your channels.↗
- Contextualized Commercial Visual GenerationAutomatically create commercial visuals adapted to your offer, sector, and sales context.↗
See the 13 other use cases
- CRM Copilot: Emails to ActionsAutomatically turn incoming emails into clear CRM actions, opportunities, tasks, follow-ups, and updates.↗
- Marketing Performance Analysis and RecommendationsAnalyze your campaigns, identify performance drivers, and get actionable recommendations to optimize your actions.↗
- Message Personalization by SegmentAutomatically adapt your messages according to the profile, sector, and context of each target, without multiplying manual content.↗
- Quote GenerationQuickly generate structured, consistent quotes from expressed needs, history, and business rules.↗
- Smart Upsell and Cross-sell RecommendationsAutomatically identify complementary offers and upsell opportunities from customer context and sales history.↗
- Bid Document AssemblyAutomatically gather, verify, and compile all required administrative, technical, and regulatory bid documents.↗
- Bid Knowledge ReuseAutomatically find and adapt content from past winning bids to accelerate new proposal development.↗
- Contract Risk DetectionSpot sensitive clauses, inconsistencies, and compliance issues in contracts and regulatory documents automatically.↗
- Meeting Transcription and SynthesisTransform your meetings into reliable transcriptions and clear summaries, with decisions and actions identified.↗
- Operational AI Agent Connected to Business ToolsQuery your business tools and trigger automated actions through a secure and controlled AI agent.↗
- Real-Time Meeting TranslationFacilitate multilingual exchanges with instant meeting translation, faithful to context and business vocabulary.↗
- Technical Proposal GenerationGenerate structured technical proposals and customized variants tailored to each tender's requirements.↗
- Tender Response AutomationAnalyze specifications, identify requirements, and build winning responses faster using your proven content library.↗
Finance & accounting
13 use casesInvoices, entries and supporting documents follow precise rules. Their processing can be accelerated while retaining controls and traceability.
- Assisted Bank ReconciliationSpeed up bank reconciliation with automatic suggestions and anomaly detection.↗
- Augmented Decision DashboardTransform your raw data into readable, interpreted, and commented indicators to facilitate decision-making.↗
- Committee and Steering Meeting PreparationPrepare your management committees and steering meetings with clear, concise, and decision-oriented briefing materials.↗
- Financial Close and Control AssistantSecure and accelerate financial close with automated controls, targeted alerts, and smart checklists.↗
See the 9 other use cases
- Intelligent Expense CategorizationAutomatically classify expenses, assign them to the right accounts and cost centers, and make financial tracking more reliable.↗
- Invoice Reading and Pre-AccountingAutomatically analyze invoices, extract key information, and prepare reliable accounting entries.↗
- Multi-Source Executive SummaryGet a clear and reliable summary in minutes from multiple data sources, documents, and exchanges.↗
- Intelligent Multi-Document ExtractionAutomatically extract key information from multiple heterogeneous documents and consolidate them into an actionable view.↗
- Operational AI Agent Connected to Business ToolsQuery your business tools and trigger automated actions through a secure and controlled AI agent.↗
- AI Chat for Internal DocumentsQuery your internal documents through an intelligent chat interface, with contextualized and sourced answers.↗
- Automatic Document Classification and RoutingAutomatically classify incoming documents and route them to the right processing workflows without manual intervention.↗
- Intelligent Document SearchInstantly access key information in your internal documents, even from imprecise or complex questions.↗
- Internal Chat for Procedures and Reference MaterialsInstantly access internal procedures, rules, and reference materials through a secure intelligent chat.↗
Human resources
13 use casesRecruitment, onboarding, skills development and internal mobility: tools should make the team's work easier while protecting employee data.
- Automated Employee File ManagementCentralize, verify, and track employee administrative documents automatically, from hiring through daily operations.↗
- HR Insights from Employee FeedbackAnalyze internal feedback automatically, detect weak signals, and turn employee sentiment into actionable HR strategies.↗
- HR Interview SynthesisTurn HR interviews into clear, comparable summaries ready to share and act on.↗
- Interview CopilotPrepare focused interviews, structure your notes, and get actionable summaries that drive better hiring decisions.↗
See the 9 other use cases
- Resume Screening & MatchingAnalyze resumes at scale, identify key skills, and surface the best-fit candidates for your roles.↗
- Role-Based OnboardingStructure new hire integration with onboarding journeys tailored to the role, responsibilities, and context.↗
- Smart Candidate SourcingFind qualified candidates, assess them automatically, and trigger sourcing actions with human oversight.↗
- Assisted Legal Document GenerationDraft reliable legal documents more quickly from your templates, internal rules, and regulatory requirements.↗
- Meeting Transcription and SynthesisTransform your meetings into reliable transcriptions and clear summaries, with decisions and actions identified.↗
- AI Chat for Internal DocumentsQuery your internal documents through an intelligent chat interface, with contextualized and sourced answers.↗
- Automatic Document Classification and RoutingAutomatically classify incoming documents and route them to the right processing workflows without manual intervention.↗
- Intelligent Document SearchInstantly access key information in your internal documents, even from imprecise or complex questions.↗
- Internal Chat for Procedures and Reference MaterialsInstantly access internal procedures, rules, and reference materials through a secure intelligent chat.↗
Marketing & communications
10 use casesProducing faster is not enough. Content must remain consistent with the brand, its offers and its approval rules.
- Automatic Lead QualificationAutomatically analyze incoming inquiries, qualify leads, and prioritize high-potential opportunities.↗
- Content Generation from Product DataTransform your product data into clear, consistent content ready to be distributed across all your channels.↗
- Contextualized Commercial Visual GenerationAutomatically create commercial visuals adapted to your offer, sector, and sales context.↗
- Marketing Performance Analysis and RecommendationsAnalyze your campaigns, identify performance drivers, and get actionable recommendations to optimize your actions.↗
See the 6 other use cases
- Message Personalization by SegmentAutomatically adapt your messages according to the profile, sector, and context of each target, without multiplying manual content.↗
- Smart Upsell and Cross-sell RecommendationsAutomatically identify complementary offers and upsell opportunities from customer context and sales history.↗
- Automatic Video SubtitlingAutomatically generate accurate and multilingual subtitles for your videos, adapted to your business vocabulary.↗
- Customer Feedback and Sentiment AnalysisAutomatically analyze customer feedback, identify trends, weak signals, and priority improvement opportunities.↗
- Intelligent FAQ GenerationTransform your documents, exchanges, and customer feedback into clear, up-to-date, and genuinely useful FAQs.↗
- Professional Multilingual TranslationTranslate your business content with precision, terminological consistency, and adaptation to sectoral context.↗
Customer relations
5 use casesAI can retrieve the information and prepare a response. The adviser retains control over what is sent to the customer.
- Augmented Customer SupportAccelerate and improve customer request processing through intelligent analysis of messages, documents, and history.↗
- Automatic Prioritization of Incoming RequestsInstantly identify priority requests and route them to the right processing workflows.↗
- Intelligent Customer Email ProcessingAutomatically analyze, classify, and prioritize customer emails with contextualized response suggestions.↗
- Customer Feedback and Sentiment AnalysisAutomatically analyze customer feedback, identify trends, weak signals, and priority improvement opportunities.↗
These uses adapt to the constraints of each field. See how we apply them in the sectors we know particularly well.
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