Magic LEMP

Clarify AI opportunities, prioritize initiatives, and build a practical roadmap aligned with business goals and potential returns.

Develop AI solutions tailored to your constraints and use cases, with close team collaboration and support for complex or regulated environments.

Deploy AI solutions into your ecosystem with security, performance, and flexible infrastructure while building your teams’ ability to operate them.

Build practical AI skills with expert-led training tailored to your professional context, goals, and level of responsibility.

Helps eligible companies access subsidized AI integration support and proof-of-concept assistance over three months.

Follow political statements, positions, and regulatory developments in one place, with timely alerts and source-linked evidence for analysis and verification.

Turn meeting audio into traceable, publication-ready minutes while reducing production time and manual drafting.

Automates request classification and routing to reduce team workload and accelerate customer-request handling.

Guides attendees to relevant sessions, improves their event experience and turns conference content into reusable summaries, videos and reports.

Strategic AI Blueprint

A structured, results-oriented service that helps organizations define their AI strategy and lay the foundations for digital transformation. It includes an in-depth review of data, business processes, and existing infrastructure; identification and prioritization of high-impact AI use cases; and a detailed roadmap covering budget, timelines, and governance. The service also provides access to the Convergence.IA expert network, aligns AI initiatives with business objectives, quantifies potential ROI, and supports change management and internal communication.

Category: AI Consulting

• Prioritize High-Impact AI Use Cases
  Focus AI efforts on opportunities selected for their potential impact, business relevance, and technical feasibility.
• Assess Data, Processes, And Infrastructure
  Gain an in-depth view of existing data, business processes, and infrastructure as a foundation for identifying AI opportunities.
• Plan AI Initiatives With Clear Milestones
  Use a detailed action plan that sets out budgets, timelines, governance, and KPIs for the AI transformation.
• Align AI Strategy With Business Goals
  Connect AI initiatives to business objectives so the transformation is aligned with the organization’s direction.
• Quantify Potential Returns For Each Initiative
  Evaluate the potential return on investment of individual AI initiatives to support informed prioritization.
• Access A Network Of AI Experts
  Draw on the Convergence.IA network of AI experts as part of the strategic analysis.
• Support Change And Internal Communication
  Help lead organizational change and support internal communication during the AI transformation.

Tailored AI R&D

Magic LEMP’s R&D team designs custom AI solutions in close collaboration with client teams, adapting them to business and technical constraints. The service supports complex use cases, including sensitive environments and regulated data, and can cover proof-of-concept development, iterative prototyping, testing and validation, and model optimization. Expertise spans NLP and language models, computer vision, voice and speech-to-text, video analysis, 3D reconstruction, time series and anomaly detection, knowledge management, and social monitoring.

Category: AI Development Services

• Fit AI Solutions To Your Needs
  Develops custom AI solutions shaped around the organization’s business needs and technical constraints.
• Address Complex And Regulated Use Cases
  The service is designed to handle complex use cases, including projects in sensitive environments or involving regulated data.
• Build Solutions With Your Team
  Close collaboration and co-construction involve client teams in developing the AI solution and support skills transfer.
• Refine Solutions Through Iteration
  Iterative prototyping develops and refines custom AI solutions through successive development steps.
• Apply AI Across Multiple Modalities
  The R&D team works across language, image, voice, video, 3D, time-series, knowledge-management, and social-monitoring applications.
• Test AI Concepts With A PoC
  Proof-of-concept development gives teams a way to test proposed AI solutions during the R&D process.
• Test And Validate AI Solutions
  Testing and validation are included in the R&D process to assess the AI solution during development.
• Optimize AI Models
  Model optimization is part of the service’s R&D work on custom AI solutions.

AI Integration and Deployment

Magic LEMP provides controlled integration and deployment of AI solutions, from industrialization through operational deployment. The service includes CI/CD pipelines, performance testing, security, flexible cloud or on-premises deployment, and integration into existing systems. It also supports scalability, monitoring, and maintenance, while transferring technical and functional skills to help client teams operate solutions autonomously.

• Prepare AI Solutions For Production
  Industrialize AI solutions using CI/CD pipelines, performance testing, and security measures as part of the transition to operational deployment.
• Choose A Deployment Environment
  Select cloud or on-premises deployment according to your needs, including deployment within your existing ecosystem.
• Connect AI With Existing Systems
  Integrate AI solutions with existing systems and within your organization’s ecosystem.
• Address Security Requirements
  Include security in the industrialization and deployment process, with compliance with security standards.
• Build Team Autonomy
  Transfer technical and functional skills to client teams, supporting their autonomy in using and operating AI solutions.
• Maintain Deployed AI Solutions
  Support deployed solutions through monitoring and maintenance as part of the integration and deployment service.
• Address Scale And Performance
  Plan for scalability and performance during deployment so AI solutions can meet organizational requirements.
• Support Data Sovereignty
  Account for data sovereignty when selecting a deployment approach, including cloud or on-premises solutions.
• Accelerate Deployment With Ready-Made Solutions
  Use Magic LEMP’s ready-to-use AI solutions to accelerate deployment.

AI training

Magic LEMP provides tailored AI training to help professionals understand, master, and apply artificial intelligence in their work. Delivered by researchers and AI experts active in developing AI solutions, courses combine theory with hands-on practice, concrete cases, and directly usable tools. Training can be adapted to an organization's context, goals, and participants' responsibility levels, and is available in person or remotely. Featured courses include a four-day advanced Python course for data science and AI and a five-day applied AI course covering fundamentals, opportunity identification, solution evaluation, and AI project implementation.

• Match Learning To Your Needs
  Shape a training path around your organization's professional context, objectives, and specific needs.
• Learn From Active AI Experts
  Learn from trainers who bring practical experience developing AI solutions alongside technical expertise and teaching skills.
• Apply Skills Through Real Cases
  Practice with concrete cases and directly usable tools to connect learning with professional applications.
• Apply AI In Your Organization
  Understand AI fundamentals and learn to identify opportunities, assess solutions, and put AI projects into practice.
• Adapt Learning To Each Role
  Provide learning suited to different responsibilities across the organization, from leadership to operational roles.
• Spread AI Skills Across Teams
  Support the development and diffusion of AI knowledge and skills across teams throughout the organization.
• Develop Python Skills For AI
  Build Python capabilities for data science and AI projects, from processing data to working with advanced algorithms.
• Choose In-Person Or Remote Learning
  Choose between in-person and remote delivery for the featured training courses.

Pack IA Île-de-France Support

Magic LEMP is an approved facilitator for the Île-de-France Region’s Pack IA. Eligible companies can access subsidized support for AI integration, including assistance with a proof of concept. The support is described as lasting three months.

• Access Subsidized AI Integration Support
  Eligible companies can access subsidized support to help integrate AI through the regional Pack IA.
• Develop An AI Integration Proof Of Concept
  Companies receive assistance with a proof of concept as part of their AI integration support.
• Receive Support For Three Months
  The Pack IA support is described as a three-month engagement.

Pluralisme

Pluralisme is a real-time political monitoring platform that centralizes decision-makers’ speeches and helps users track how political positions evolve and translate into regulation. It continuously captures TV and radio broadcasts, identifies speakers and their political parties, transcribes and translates speech, and categorizes statements by topic, person, and political group. Users can request thematic analysis, receive alerts about relevant keywords, industries, or bills, and trace quotations to their original clips. The platform is deployed in France, Germany, and Uruguay, and provides a historical amendment archive.

• Monitor Political Speech Around The Clock
  Follow political statements from continuously monitored TV and radio broadcasts in one place. Social-media capture is planned for a later stage.
• Analyze Positions And Airtime By Topic
  Explore political positions on a topic through synthesized analysis and associated airtime statistics, with statements organized by topic, person, and political group.
• Receive Alerts On Relevant Mentions
  Get notifications when a monitored keyword, industry, or bill is mentioned in political speech, supporting timely attention to relevant developments.
• Verify Quotes And Explore Amendment History
  Open the original audiovisual source for a quotation to check its context. Consult the amendment archive, which covers amendments since 2017.
• Identify Speakers And Political Parties
  Automatically attributes statements to speakers and their political parties, making political speech easier to follow and analyze.
• Convert And Translate Political Speech
  Turn captured audio into text and translate it when needed, so users can review and analyze statements in written form.
• Track Decision-Makers And Voting Trends
  Review information through dashboards organized by person, voting trend, and related amendments, and follow hundreds of decision-makers in parallel.
• Explore An Extensive Indexed Speech Archive
  Search an archive of more than 700,000 indexed political statements since 2022. Pluralisme reports coverage of over 3,000 public figures across France, Germany, and Uruguay.
• Compare Discourse Across Periods And Countries
  Compare political discourse using statistics organized by period, country, or political camp to examine changes around a social issue.
• Deploy The Platform In The Cloud
  Use Pluralisme through its stated cloud deployment option.

Dactylo

Dactylo is an AI-powered minute-taking solution that turns meeting recordings or live audio into official, publication-ready minutes. Developed initially for French Senate debates, it provides enriched transcription with acronym and technical-vocabulary detection, attributes statements to speakers, and reformulates spoken language to match editorial standards. Users can export content to Word or PDF, or send it through an API to a document workflow. Dactylo is available as GDPR-compliant SaaS or through on-premises and dedicated-cloud installation.

• Create Clear, Structured Minutes
  Transform speech into readable, well-structured prose aligned with editorial standards, with outputs including official minutes, summaries, or abstracts ready for publication.
• Capture Detailed Meeting Transcripts
  Produce a verbatim transcript with acronym detection and technical-vocabulary recognition, helping preserve the detail required for official records.
• Attribute Statements To Speakers
  Identify who said what through automatic speaker separation and attribution, supporting reliable traceability of statements.
• Choose A Deployment That Fits
  Select GDPR-compliant SaaS or an on-premises or dedicated-cloud installation to suit organizational deployment requirements.
• Produce Minutes In Less Time
  Complete processing for a one-hour recording in under 30 minutes, reducing production time for meeting records.
• Process Recordings Or Live Audio
  Start from an uploaded MP3 or WAV file, or provide a live stream to create minutes from meeting audio.
• Send Minutes Into Document Workflows
  Deliver finished minutes as Word or PDF files, or push them through an API into an existing document chain.
• Support Traceable Official Records
  Build records with traceability of statements, supported by validation processing on more than 300 hours of French Senate debates.

TicketMaster

TicketMaster is an AI-powered request classification and routing solution for help desks, back offices, and public service teams. It classifies emails, tickets, forms, and other incoming requests using an existing business taxonomy or creates a relevant taxonomy from existing tickets. The system provides a confidence score and rationale for each decision, then sends categories, priorities, and metadata to target systems. Taxonomy changes apply immediately without retraining. TicketMaster can be deployed on-premises or in a private cloud.

• Classify Requests Across Multiple Formats
  Process incoming requests from formats including tickets, emails, forms, recorded calls, and CRM exports.
• Apply Or Create Business Taxonomies
  Use an existing business classification structure or generate a relevant one from existing tickets, with support for decision trees and multi-level workflows.
• Apply Taxonomy Changes Without Retraining
  Adapt categorization when business taxonomies change without retraining the model.
• Route Requests To Target Systems
  Forward categorized requests, priorities, and metadata to operational systems to support handling by the appropriate teams or workflows.
• Review Confidence Scores And Rationales
  See a confidence indicator and the reasoning behind each classification to make decisions more transparent.
• Connect Request Feeds And Business Systems
  Ingest requests from email, forms, APIs, and data exports, and connect classification outputs to CRM, ERP, document management, or workflow systems.
• Deploy On-Premises Or In A Private Cloud
  Choose an on-premises or private-cloud deployment for the solution.
• Classify Tickets In Under Five Seconds
  The stated average classification time is under five seconds per ticket, and 60% of requests are reported as processed automatically.
• Prepare Requests For Classification
  Clean and normalize request content, extract entities, and optionally link information to CRM or ERP systems before classification.

Steno

Steno is an AI-powered event content solution for conferences and trade shows. It connects to event agendas, speaker lists and exhibitor data, transcribes and analyzes talks in real time, and provides attendees with personalized recommendations through an app or website. After the event, it generates summaries, captioned short videos and audience reports. It also offers advanced content modules, including Chatbot Arena, Opinion Mapping and Trend Analysis. Steno was officially launched at VivaTech 2024.

• Transcribe And Analyze Talks
  Process keynote and panel content during the event, with transcription-to-summary latency reported at under 30 seconds.
• Find Relevant Sessions And Exhibitors
  Match visitors with sessions and exhibitors that align with their interests, supporting a more tailored event experience.
• Give Attendees Personalized Summaries
  Help participants follow talks with live summaries and receive a personalized digest or take-home summary.
• Create Shareable Captioned Clips
  Turn event highlights into captioned short videos for social platforms, supporting real-time coverage and continued promotion.
• Reuse Event Content And Insights
  Generate summaries, captioned videos and audience reports after the event for further distribution and planning.
• Connect Event Information
  Bring agendas, speaker lists and exhibitor data into the solution before the event, with setup supported by the technical team.
• Access Indexed Talk Replays
  Give speakers and experts indexed replays of their talks and optimized clips they can use in their own communications.
• Explore Event Content Further
  Use Chatbot Arena, Opinion Mapping and Trend Analysis to conduct deeper exploration of event content.
• Choose A Deployment Option
  Deploy Steno in the cloud or on-premises, according to the deployment options listed on the product page.