Illustration intégration IA
AI integration in your tools

Add artificial intelligence to your existing software

We integrate AI components directly into your existing tools: data analysis, automations, assistants, recommendations. No need to rebuild everything — AI plugs into what already works.

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AFPG
Artelia
Chambre d'Agriculture Eure-et-Loir
Credit Advisor
Geodeep
Hôpitaux de Strasbourg
Inserm
Solène
Université de Strasbourg
Université Lyon 2
AFPG
Artelia
Chambre d'Agriculture Eure-et-Loir
Credit Advisor
Geodeep
Hôpitaux de Strasbourg
Inserm
Solène
Université de Strasbourg
Université Lyon 2
AFPG
Artelia
Chambre d'Agriculture Eure-et-Loir
Credit Advisor
Geodeep
Hôpitaux de Strasbourg
Inserm
Solène
Université de Strasbourg
Université Lyon 2

Enhance your tools with AI

Do you want to automate part of your business, enhance your application or offer a smarter user experience?

We integrate AI components into your existing tools or new software: data analysis, automations, assistants, recommendations. The goal is simple: fewer manual tasks and faster decisions.

In practice, we start by identifying with you the use cases where AI brings a measurable gain, then integrate the solution into your existing tools.

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Use cases

AI allows you to accelerate, make reliable and optimize your operations with controlled investment.

Smart automation

Fewer repetitive tasks

AI executes your recurring processes (sorting, extraction, classification, generation) to free up time for your teams.

Fewer repetitive tasks
Document processing

Automated extraction

AI reads, classifies and extracts data from your PDFs, forms, images or emails automatically.

Automated extraction
Analysis & prediction

Informed decisions

Transform your data into useful information: behavior prediction, segmentation, anomaly detection.

Informed decisions
Personalization

Tailored experience

Recommendations, dynamic content, scoring: AI adapts your interface and interactions to each user.

Tailored experience
Conversational assistants

Instant responses

Add to your site or app an AI chatbot capable of helping, guiding or automating support.

Instant responses
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Case studies.

AI integrations adapted to each context

STARTUP

An e-commerce startup wants to personalize product recommendations for each visitor.

The solution provided: an AI recommendation engine integrated into the site, based on browsing behavior and purchase history, with automated A/B testing.

INSTITUTION

An administration wants to automate the sorting and routing of citizen requests.

The solution provided: an AI classifier that analyzes request content, categorizes them and automatically routes them to the right department.

SME

An industrial SME wants to predict machine failures before they occur.

The solution provided: a predictive maintenance model connected to IoT sensors, with real-time alerts and intervention recommendations.

ASSOCIATION

An NGO wants to automatically analyze field feedback from its volunteers.

The solution provided: a sentiment analysis and theme extraction AI from text reports, with summary dashboard.

Commitments.

Our priorities: reliability, security and business coherence.

Security & compliance

Encrypted data, GDPR policy, data isolation.

Performance & speed

Optimized models, fast responses, reliable and scalable API.

Continuous iterations

We start with short cycles to quickly adjust based on your feedback and priorities.

Clear and measurable tracking

Project dashboards, performance indicators, full visibility on progress.

Useful and pragmatic AI

We discard gimmicky uses and focus on what truly creates value.

Projects.

Concrete custom development achievements

+ 150 projects delivered+ 10 years of experience
See all projects
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Identify levers to strengthen farm autonomy

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An extranet to centralize all information and documentary resources

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Offer the most accurate mortgage simulation on the market

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Provide tools to master energy consumption

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Carry out genomic sequencing projects

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Identify levers to strengthen farm autonomy

Logo

An extranet to centralize all information and documentary resources

Logo

Offer the most accurate mortgage simulation on the market

Logo

Provide tools to master energy consumption

Logo

Carry out genomic sequencing projects

Logo

Identify levers to strengthen farm autonomy

Logo

An extranet to centralize all information and documentary resources

Logo

Offer the most accurate mortgage simulation on the market

Logo

Provide tools to master energy consumption

Logo

Carry out genomic sequencing projects

Our approach.

How we plug AI into your tools without turning your IT into a building site.

We spend time with your teams to understand how they work day to day, where they lose time and which decisions need to be faster. We map those points in a project scoping phase that feeds the spec. The goal: isolate 2 or 3 high-ROI use cases instead of sprinkling AI everywhere with no measurable effect.

AI plugs into your existing tools via API: CRM, ERP, business software, document base. Your teams stay in their usual environment, with new capabilities on top. For the models, we rely on OpenAI, Anthropic or Mistral depending on constraints (sovereignty, cost, latency) and we document the technical choices during the software architecture phase.

We define measurable metrics before development: classification accuracy, time saved per task, residual error rate. Models and prompts are refined over time based on user feedback and cases where the AI got it wrong. A human-in-the-loop step is built in by default for high-stakes flows, to validate before publishing or triggering an automated decision.

An MVP covering a single use case (internal assistant, automatic classification, recommendation) starts between €15k and €30k. A multi-use-case integration with business connectors, fine-tuning and a dashboard sits between €50k and €150k. Upfront scoping lets us prioritise use cases with the MoSCoW method and price each brick separately, rather than committing to one global budget that drifts mid-project.

For a first use case in production with real users, expect 6 to 10 weeks. A complete AI platform with several models, business connectors and a continuous learning loop takes 4 to 6 months. We ship a first usable iteration quickly to confront the model with real data, rather than polishing six months in a lab before the first go-live.

No-code tools cover simple automations (trigger, action, prompt) without touching the code. They hit a ceiling as soon as you need to connect a business software, keep data inside your IS, tune a prompt against specific rules or control the cost per call at scale. A custom integration costs more upfront but stays under your control, fits your business, and the cloud bill doesn't take off with volume.

Methodology.

Our approach for successful custom software development

We start with an in-depth listening phase to understand your business challenges, technical constraints and objectives. This step includes creating personas and realistic navigation scenarios to precisely define the project scope.

We develop a first functional version of your application to quickly test your idea. This prototype allows you to present it to your users, gather their feedback and adjust the product before investing in full development.

We develop your solution following agile principles with short sprints and regular demonstrations. Each feature is rigorously tested before integration. Code is peer-reviewed and documented to ensure quality and maintainability.

Once your application is live, we ensure its hosting on secure and high-performance infrastructure. Our team remains available for corrective maintenance, functional improvements and continuous optimization of your solution.

Ready to get started?

From scoping to prototype, to AI integration.

We support your business software projects from start to finish.

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