AI solutions delivered

Industrialized, delivered, in production. Here is what our cells deliver in AI, automation and orchestration.

Products and services around orchestration and AI. Solutions designed and industrialized, most of them already deployed at our clients (banking, communication agencies, public sector via local partner, consulting and digital analysis, think tank). Others are ready for first client deployment, in addressed sectors (tourism, e-commerce). Each is modular, integrates into your ecosystem and adapts to your industry. Initial scoping free of charge.

AI solutions delivered

Delivered and operational solutions

Each is already in production at at least one of our clients. Typical deployment of two to six weeks depending on the integration required.

Engagement and conversion

Reach, qualify and convert prospects and customers on their preferred channels.

Delivered

WhatsApp — Chatbot and campaigns

Direct, automated engagement on the world's most open channel.

Complete platform for deploying WhatsApp campaigns and interactive chatbots. Orchestrates personalized messages at scale, real-time performance monitoring and full interaction logging for end-to-end traceability.

Key features

Personalized campaign send from contact base
24/7 conversational chatbot with scenario management
Real-time tracking: deliverability, open rate, replies, conversions
Full interaction logging and result export
WhatsApp Business quota and ToS compliance

Use cases

Promotional campaigns, appointment reminders, customer onboarding, first-line support, sales follow-up.

Technologies

WhatsApp Business API, cloud orchestration, tracking database.

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Internal test

Facebook and Instagram — Social automation

Publishing, moderation and automated replies on the Meta ecosystem.

Full automation of your Facebook and Instagram presence: scheduled publishing, automated DM and comment replies, intelligent moderation. Your channels stay active and responsive 24/7 without ongoing team mobilization.

Key features

Scheduled publishing of posts, stories and carousels
Smart auto-reply on private messages and comments
Multi-account and multi-page management from one point
Performance dashboard (reach, engagement, conversions)
Custom moderation rules

Use cases

Community management, social customer service, seasonal campaigns, community engagement, multi-client agency operations.

Technologies

Meta Graph API, no-code orchestration, scheduling CMS.

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Delivered

LinkedIn — Multi-format publishing

Steady, structured presence on the leading professional network.

Automated planning and publishing of LinkedIn content in all formats: text, images, document carousels and videos. The solution optimizes posting times, manages the editorial queue and ensures consistent presence.

Key features

Publishing in text, image, carousel and video formats
Editorial queue with shared calendar
Automatic post-time optimization
Multi-profile management (company plus executives)
Engagement KPI monitoring

Use cases

Executive personal branding, thought leadership, job postings, corporate communications, deliverables publication.

Technologies

LinkedIn API, cloud orchestration, multimedia content management.

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In progress / available

E-commerce conversational chatbot — Conversion and support

Real-time assistance on your storefront: pre-sale, checkout, post-sale.

Conversational chatbot integrated with your e-commerce site, connected to product catalog, CRM and recommendation engines. Covers pre-sale (search, comparison, recommendation), checkout (assistance, cart abandonment recovery) and post-sale (FAQ, order tracking, returns). Reduces abandonment rate and increases average basket.

Key features

Multi-turn contextual conversation with session memory
Product catalog connection (PIM, sheets, stock, real-time pricing)
Personalized product recommendation based on profile and history
Smooth handover to humans on complex cases
Multi-language, multi-channel (web, mobile, WhatsApp, Messenger)

Use cases

Marketplaces, online retail, B2C services, post-sale support, cart abandonment recovery.

Technologies

Conversell, LLM (Claude, GPT), MCP, CRM, PIM, OMS API integrations.

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In progress / available

AI Customer Advisor and complaint handling

Qualify your prospects, resolve complaints, measure ROI of AI in customer relations.

AI customer advisor agent capable of qualifying a prospect along multiple axes (situation, objective, level, deadline, budget), recommending suitable or alternative solutions, handling routine complaints with human escalation. Web and WhatsApp integration. Executive AI performance dashboard (adoption, time saved, maturity, anti-deskilling, validated Quick Wins).

Key features

Multi-axis qualification configurable per business
Recommendation of solutions and alternatives based on profile
Routine complaint handling with human escalation
Proprietary, indexed and governed knowledge base
Executive ROI dashboard: 5 KPIs (adoption, time saved, maturity, anti-deskilling, validated Quick Wins)
Website and WhatsApp Business integration

Use cases

B2C and B2B with qualification cycle or solution catalog, after-sales services, sectors with cyclical complaints (insurance, retail, hygiene, healthcare).

Technologies

LLM (Claude, GPT), MCP, vector database, WhatsApp Business API, CRM integrations, analytics dashboard.

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Audit and visibility

Measure your digital presence, compliance and positioning, in traditional web and AI engines.

Delivered

GEO — Generative Engine Optimization

Measure your positioning in AI-driven search engines.

Analysis and tracking solution for your visibility in LLM-based conversational engines: Perplexity, ChatGPT, Google AI Mode, Gemini. The platform queries these engines on your target prompts, measures your relative positioning and identifies optimization opportunities.

Key features

Position tracking on Perplexity, ChatGPT, Google AI Mode, Gemini
Comparative analysis vs direct competitors
Detection of mentions, citations and sources used by LLMs
Periodic automated reports
Content recommendations to improve visibility

Use cases

Competitive intelligence in AI search, post-SEO content strategy, brand reputation in generative engines.

Technologies

LLM APIs (Perplexity, OpenAI, Google), query orchestration, data warehouse.

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Delivered

360° Digital Audit — Security, UX, SEO, performance, compliance

Complete, actionable view of your digital presence across all critical dimensions.

In-depth audit covering all dimensions of your digital presence: application and HTTP security, user experience and accessibility, performance, organic search, legal compliance, social presence, branding and brand consistency. Delivered with a weighted global score and an action plan prioritized by impact.

Key features

Security: HTTPS, headers (CSP, HSTS, Permissions-Policy), OWASP Top 10, certificates
UX and accessibility: user journeys, WCAG 2.1, mobile-first, keyboard navigation
Performance: Core Web Vitals, mobile speed, asset optimization
SEO: indexation, keywords, internal linking, metadata, backlinks
Compliance: GDPR, Quebec Law 25, cookies, legal notices
Social presence and branding: cross-channel consistency, visual identity, reputation
Weighted global score and action plan prioritized by impact and effort
Branded PDF report deliverable directly to end client (white-label possible)

Use cases

Initial audit before redesign, competitive benchmark, digital strategy steering, domain transfer validation, white-label platform for agencies or consultancies.

Technologies

Custom crawlers, security scanners, professional SEO tools, reporting automation and PDF generation.

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Acquisition and talent

Continuously feed your sales pipeline and talent pool.

Delivered

Lead Generation — Custom prospecting

Sales pipeline continuously fed with qualified leads.

Automated B2B prospecting pipeline based on your target criteria: industry, company size, geography, technologies used, intent signals, decision-maker profiles. The solution identifies, enriches, scores and pushes leads directly into your CRM.

Key features

Multi-criteria targeting (firmographic, technographic, intent)
Automatic data enrichment (email, role, phone)
Custom scoring per your business rules
Direct CRM integration (HubSpot, Salesforce, Pipedrive)
Continuous record updates and change detection

Use cases

B2B prospecting, market mapping, account-based marketing, recruitment sourcing, renewal opportunity detection.

Technologies

B2B databases, workflow orchestration, CRM APIs.

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Internal test

AI sourcing and recruitment

Continuously scored and fed pipeline of qualified talent.

Automated sourcing platform for tech and business roles: multi-source extraction (LinkedIn, specialized platforms), multi-axis scoring, personalized outreach sequences, ATS integration. Variant of Lead Generation oriented to talent rather than B2B sales.

Key features

Multi-platform sourcing (LinkedIn, Free-Work, HumanCraft, etc.)
Multi-axis scoring (skills, seniority, geography, availability)
Personalized outreach sequences (LinkedIn, email, InMail)
ATS integration (Greenhouse, Lever, Workable, custom)
Real-time monitoring of mobility signals (move-in jobs)

Use cases

Large-company HR, recruitment firms, IT services firms industrializing sourcing, internal Talent Acquisition teams.

Technologies

B2B databases, LinkedIn and recruitment platform APIs, workflow orchestration, AI scoring, ATS connectors.

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Content and production

Industrialize video, audio and visual content production.

Internal test

Virtual Twin — AI avatar videos

Industrialized video production, from script to social distribution.

Automated generation of professional videos from a simple text script, using digital avatar technologies. The solution covers the full chain: assisted script writing, video generation, format adaptation and scheduled distribution.

Key features

Video generation from text script (voice plus avatar)
Real spokesperson cloning for brand consistency
Multi-language and automatic format adaptation
Scheduled publishing on LinkedIn, Instagram, Facebook
Cost-controlled, high-frequency production

Use cases

Recurring corporate communications, customer onboarding, personalized messages at scale, multi-format marketing content, internal training.

Technologies

AI avatar platforms, no-code orchestration, social network APIs.

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Internal test

AI voice synthesis and voice clones

Human-grade synthetic voice, multi-language, production-ready.

AI voice solutions: voice clones faithful to a spokesperson, multi-language synthesis, voice-over for podcasts and training, conversational IVR. Integration of leading platforms (ElevenLabs, Cartesia) and custom orchestration.

Key features

Faithful voice cloning from a short sample
Multi-language synthesis with accents and emotions
Real-time streaming for conversational applications
IVR, podcasts, training, audio marketing integration
Voice rights compliance and mandatory disclosure where required

Use cases

Conversational IVR, marketing dubbing, accessibility, remote training, industrialized podcasts.

Technologies

ElevenLabs, Cartesia, cloud orchestration, API integrations.

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Data and intelligence

Collect, structure and leverage your data and market data.

Delivered

Social Media Data — Extraction and analysis

Structured social data powering your commercial intelligence.

Structured collection of public social media data in strict compliance with platform terms and GDPR. Data is cleaned, normalized and exported to your analytics tools or data warehouse to power dashboards and predictive models.

Key features

Structured extraction from social APIs and public sources
Automatic normalization and cleaning
Sentiment and trend analysis
Export to data warehouse or analytics tools
GDPR and platform terms compliance

Use cases

Competitive intelligence, market research, sentiment analysis, brand monitoring, predictive model feeding.

Technologies

Social APIs, ETL orchestration, data warehouse.

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Delivered

Desktop AI Terminal — Unified local interface

Analyst productivity on local workstations, sensitive context controlled.

Desktop application integrating multiple AI models and business tools in a unified interface. Local privacy for contexts where data must not transit through the cloud. Boosted productivity for analysts, researchers, writers.

Key features

Multi-model desktop interface (cloud and local)
Local privacy for sensitive data
Business tool integration (CRM, ERP, document base)
Session history and resumption
Per-profile customization

Use cases

Analyst productivity, research, writing, sensitive contexts, sovereign environments.

Technologies

Desktop application, cloud and local AI models, API integrations.

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In progress / available

Enterprise documentary RAG

AI-augmented search on your documentary heritage — without hallucinations.

RAG (Retrieval-Augmented Generation) platform connected to your internal sources (legal, HR, technical, contracts, regulatory). Sourced answers with document citations, full logging, access control, quality and confidentiality audits.

Key features

Vector indexing of your documentary heritage
Sourced answers with verifiable citations
Role-based access control and per-document confidentiality
Complete logging of prompts and responses
Continuous quality bench and drift detection

Use cases

Legal, compliance, HR, technical support, knowledge management, regulatory research, employee onboarding.

Technologies

LLM (Claude, GPT, Mistral), pgvector, Pinecone, custom indexing, orchestration with safeguards.

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AI orchestration and governance

Connect your systems and keep humans in the loop of AI decisions.

In progress / available

Tourism AI Orchestration — Conversational ecosystem layer

The right message, to the right visitor, at the right moment. Breaking down CRM, PMS and airline silos in a tourism ecosystem.

AI orchestration layer for national or regional tourism ecosystems. Connects destination CRMs, hotel Property Management Systems, airline reservation systems and analytics. Delivers personalized, contextual communication to every visitor at every stage of the journey. Designed for tourism gigaprojects (KSA Vision 2030 — NEOM, Red Sea, Diriyah — and MENA equivalents).

Key features

Integration layer across destination CRMs, hotel PMS, airline GDS, analytics
AI orchestration for contextual personalization (preferences, history, dates)
Real-time silo connection (booking, loyalty, room preferences, cultural intent)
Unified multi-channel communication (email, WhatsApp, app, web)
Cross-jurisdiction data compliance (KSA, GDPR, etc.)

Use cases

Destination Management Organizations, hotel groups, airlines, inbound agencies, tourism loyalty programs.

Technologies

MCP (Model Context Protocol), LLM, CRM, PMS, GDS integrations, data warehouse.

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Delivered

HITL Framework — Human-in-the-Loop AI validation

Keep humans in the decision on critical cases, at scale.

Industrial Human-in-the-Loop framework: human validation interface on AI outputs, queue of cases to arbitrate, confidence scoring, human-AI agreement metrics, continuous learning from corrections. Component already deployed in our production AI platforms (telecom editorial qualification).

Key features

Validation interface designed for production rhythm
Case queue prioritized by criticality and AI uncertainty
Confidence scoring with configurable thresholds
Continuous learning from human corrections
Human-AI agreement metrics and quality reporting

Use cases

Banking, insurance, healthcare, legal, public sector, editorial media — any case where human responsibility on AI decisions must be upheld.

Technologies

React frontend, queue management, LLM integration, real-time metrics, AI Act compliance.

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Our approach

Four pillars common to all deployments.

Whichever product is chosen, we follow the same method to deliver an operational, robust and compliant solution.

Business framing

Understanding of your business challenges, use case prioritization and definition of success indicators.

Industrialization

Robust, supervised automated workflows integrated with your existing ecosystem.

Enablement

Team training, clear documentation, ongoing support and optimization after go-live.

Compliance

Adherence to platform terms, GDPR and Quebec Law 25, cybersecurity best practices.

Sector references

Seven sectors served, clients anonymized.

Our clients prefer we describe programs rather than brand names. Here are the typical programs delivered from this catalog.

Banking and financial services — Maghreb

Weekly automated competitive intelligence. Aggregation of LinkedIn, Facebook and Instagram publications from competitor banks, analysis of engagement and themes, weekly delivery of a PDF report and a PPTX presentation ready for committee.

Product used

08 Social Media Data

Communication and content agency

360° digital audit white-label, GEO platform tracking AI engines, automated WhatsApp campaigns and email campaigns with tracking — four sequential projects to industrialize agency services.

Product used

05 360° Digital Audit + 04 GEO + 01 WhatsApp + Email campaigns

Digital communication agency

360° digital audit white-label operated under the agency's brand (multi-channel web and social analysis, weighted scoring, branded PDF report) and GEO platform for tracking positioning in conversational AI engines.

Product used

05 360° Digital Audit + 04 GEO

Nearshore IT services firm (internal)

Automated LinkedIn outreach campaign for 250 targeted leads, Google Sheets base, personalized messages with dynamic variables, scheduling respecting LinkedIn quotas, automated tracking. Expertise note delivered alongside.

Product used

03 LinkedIn + 07 Lead Generation

Consulting and digital analysis — North America

Digital audit platform delivered white-label to a digital analysis market player, operated under its brand with its own KPIs and scoring framework. Mutualized architecture for industrialization.

Product used

05 360° Digital Audit

Think tank and economic institute

Native desktop application (Windows and macOS) delivered to democratize advanced AI assistants for non-technical teams. Branded graphical interface, model selector, session history, simultaneous multi-projects.

Product used

09 Desktop AI Terminal

Public sector — KSA (via local partner)

SaaS digital audit platform delivered to a local integrator partner, operated under its brand to serve about twenty public entities. Audit request reception, automated web and social collection, generation of branded reports.

Product used

05 360° Digital Audit

Frequently asked questions

AI products catalog — what business teams ask.

Are these nine products quickly deployable or do they require lengthy projects?+

The nine solutions are industrialized and already delivered in real client missions. Typical deployment takes two to six weeks depending on the complexity of integration with your ecosystem. Initial scoping usually takes two to three days.

How do you ensure GDPR and Quebec Law 25 compliance?+

Each product embeds compliance controls by design: data flow mapping, personal information filtering, configurable regional hosting, access logging. Sensitive deployments (banking, public sector) are audited before going to production.

Can you adapt a product to our industry?+

Yes, each solution is modular and customizable. We adapt business rules, CRM or ERP integrations, scoring models and user interfaces to your context. Solutions have already been deployed in banking, communication agencies, public sector through a local partner, think tank and consulting — and are addressable to other sectors (industry, retail, professional services).

Do these solutions integrate with our existing ecosystem?+

Yes. We integrate with major CRMs (HubSpot, Salesforce, Pipedrive, Microsoft Dynamics), data warehouses (Snowflake, BigQuery, Synapse), marketing tools (Marketo, Mailchimp, Brevo) and your internal APIs. Custom integrations are scoped separately.

How does the initial scoping phase work?+

A scoping workshop of 30 minutes to 2 hours to understand your business challenges, identify priority use cases and define success indicators. We then propose a roadmap with phases, deliverables and estimated cost. Initial scoping is free.

Case studies