LLM & AI Agents - GPT, Claude, Mistral
GPT, Claude, Mistral: AI integration in your web projects.
Artificial intelligence is no longer the preserve of tech giants. LLMs (Large Language Models) such as GPT, Claude and Mistral are accessible via simple APIs and can automate tasks that used to take hours: writing, customer support, document analysis, translation.
But integrating an LLM into a real project is more than just calling an API. You need to control costs (tokens), optimize prompts, manage data confidentiality and choose the right model for each use case.
We develop AI integrations for our clients: chatbots, assistants, content automation, intelligent agents. Discover below the LLMs, their use cases and our integration approach.
Main players: OpenAI, Anthropic, Mistral
OpenAI (GPT-4, GPT-4o) leads the market with a powerful API and rich ecosystem. Anthropic (Claude) stands out for context length and its approach to safety. Mistral, a French player, offers performant models with an open source option and European sovereignty.
APIs and integration
- API calls (REST or SDK), token and cost management.
- Prompts: optimization for response quality and budget control.
- Rate limiting, retry, multi-provider fallback.
- GDPR: handling of sensitive data, hosting, consent.
AI agents and tools
AI agents combine an LLM with tools (web search, API calls, code execution) to accomplish complex tasks autonomously. We develop custom agents for your business workflows.
Idee-web expertise
We integrate LLMs into web projects: Directus (extensions, flows), sites, applications. Cost management, prompt optimization, GDPR compliance. Training and support included.
Large language models: GPT, Claude, Mistral
LLMs (Large Language Models) are AI models that can understand and generate text with remarkable quality. Trained on billions of documents, they can write, summarise, translate, analyse and converse naturally.
These models are accessible via APIs: you send a request, you get a response. We integrate these APIs into your web applications and business workflows.
OpenAI (GPT-4, GPT-4o) leads the market with a rich ecosystem and powerful API. Anthropic (Claude) stands out for context length and its approach to safety. Mistral, a French player, offers performant models with an open-source option and European sovereignty.
Provider choice depends on your constraints: cost, performance, GDPR compliance, data hosting.
Use cases and integration in your projects
Chatbots and AI assistants are the most immediate use cases: automated customer support, smart FAQ, help navigating your site. We develop bespoke chatbots, fed by your content, integrated into your site or application.
Your visitors get relevant answers 24/7 without tying up your teams.
AI-assisted content generation speeds up your editorial output: article drafts, product sheets, descriptions, summaries. Document analysis extracts key information from your files (contracts, reports, emails) and structures it automatically.
We integrate these features into Directus (extensions, flows) or directly into your business applications.
Our approach: integration, costs and compliance
We integrate LLM APIs into your projects with a robust architecture: typed clients (TypeScript), error and retry handling, multi-provider fallback (GPT, Claude, Mistral). Prompts are optimised for response quality and cost control.
Each integration is documented, tested and production-ready.
LLMs bill by usage (tokens consumed). Without optimisation, costs can spiral. We put in place control strategies: response cache, token limits, model choice suited to each task, real-time consumption monitoring.
You keep control of your AI budget with full visibility on costs.
By choosing to integrate LLMs and AI agents with our expertise, you benefit from:
- concrete AI capabilities (dialogue, generation, analysis) in your applications,
- proven APIs (GPT, Claude, Mistral) with robust, controlled integration,
- rigorous cost (tokens) and compliance (GDPR) management,
- full support from design to production.
AI is a productivity lever within reach. Contact us to explore the possibilities.