Claude Code, Python/TS or self-hosted sovereign LLM.
Uclic builds custom AI agents: systems that execute real tasks in your operations, plugged into your tools and data, with the supervision that goes with them. From framing to production, choosing the technology according to your sovereignty and volume constraints.
From scoping to production deployment, each sub-service can be activated standalone or bundled into the Production plan. Tools explicitly named: Claude Code, Anthropic SDK, OpenAI, Mistral, Llama, Qwen, Ollama, vLLM, LangChain, LlamaIndex, Pydantic AI, Vercel AI SDK, Mastra, pgvector, Qdrant, Pinecone, Langfuse, Helicone.
We map your internal processes and identify the 1 to 3 highest-ROI use cases: internal assistant, lead scoring, ticket classification, product content generation, document RAG. Each case is quantified in hours/month saved, expected NPS, and CAC.
Dedicated expert Alexis Christine-Amara VP SalesExplicit decision: Claude Code SDK for proprietary code-aware agents, custom Python (LangChain, LlamaIndex, Pydantic AI) for specific cases, or self-hosted open source LLMs (Mistral, Llama, Qwen) for GDPR-sensitive data. Decision driven by data sensitivity + volume + budget.
Dedicated expert Tuka Bade Data Expert | Machine Learning, Python & SQLDeployment of Mistral 7B / 8x7B, Llama 3.3 70B or Qwen 2.5 on Ollama, vLLM or dedicated GPU (RunPod, Scaleway, AWS Bedrock EU). Performance close to GPT-4o on business tasks: no data is sent to OpenAI or Anthropic. Documented GDPR compliance.
Dedicated expert Florence Beckel Directrice artistique - Designer UI/UX & BrandIndexing of Notion, Confluence, Drive, S3 and PostgreSQL into pgvector (Supabase), Qdrant or Pinecone. Embeddings via OpenAI text-embedding-3-large or Mistral Embed. Reranking. Mandatory source citations in every answer: no silent hallucination.
Dedicated expert Wladimir Delcros Head of GrowthCustom Python agents built for specific cases: automated lead scoring, support ticket classification, orchestrated multi-agent systems, business RAG. Strict Pydantic validation, deterministic fallback, FastAPI exposed internally.
Dedicated expert Mathieu Chenal Expert SEO & GEOFor TS/Next.js teams: Vercel AI SDK for conversational agents embedded in your app, Mastra for stateful agents with complex workflows. Streaming, tool calling, multimodal. Deployment on Vercel or Fly.io.
Dedicated expert Moussa Ball AI Architect & Full-Stack EngineerCode-aware agents for your Dev/Ops teams, built with the Anthropic SDK and Claude Code. Use cases: automated PR review, test generation, guided refactoring, codebase migration, ops agent for incidents. 30-50% time saved on repetitive tasks.
Dedicated expert Philippe Lacombe Consultant SEA & Google Ads Senior | Google PartnerConnecting the agent to your production tools: HubSpot, Pipedrive, Salesforce, Stripe, Linear, Slack, Notion, your in-house API. Webhooks, OAuth, fine-grained error handling. No isolated POC: the agent lives in your stack.
Dedicated expert Valentin Geffroy Webflow Expert Certified | JS, GSAP & CROFull traces of prompts, responses and tool calls in Langfuse or Helicone. Alerts on cost drift (token spend), abnormal latency, hallucination rate, tool call failure. Golden dataset of 50-200 cases to measure regression at every iteration.
Dedicated expert Pierre Lafont Full-Stack Vibe Coder & AI EngineerProduction deployment with runbook, documentation for your teams, half-day training. 30-day warranty on the Production tier. 6-month support + fine-tuning on the Sovereign tier. You keep full ownership of the code, prompts and models.
Dedicated expert Dimitri Gauthierot Expert Paid Media | Google, Meta, LinkedIn & TikTok Ads (Founder DG Labs)Move from a generic chatbot to custom agents, plugged into your stack and supervised.
A bolted-on AI SaaS. Nothing is connected to your tools or your data.
A deliberate architecture. An agent built for your stack and supervised in production.
Model, tools and data work together: every action the agent takes is logged, evaluated and improved.
+
autonomy
The agent runs complex tasks end to end, within a defined scope.
+
security
Sensitive data handled to your constraints, sovereign LLM when needed.
+
traceability
Every call, tool and answer is logged.
+
cost control
Cost per call tracked and model matched to the task.
From use-case scoping to production deployment, 6 structured steps. Explicit architecture choice: Claude Code, custom Python/TS, or self-hosted LLM, depending on data sensitivity and volume.
We identify 1 to 3 high-ROI use cases (internal assistant, lead scoring, ticket classification, content generation, document RAG). We quantify the expected savings: hours/month, NPS, CAC. We decide between Claude Code, custom Python/TS, or self-hosted LLMs based on data sensitivity and volume. If the ROI doesn't add up mathematically, we tell you before you sign.
Three explicit tiers. From a 4-6 week pilot to a self-hosted sovereign agent with 6 months of support. Project-based commitment (fixed fee), not monthly: you know to the euro what you're paying.
A free first diagnostic, with the priority actions.
1 agent, 1 use case, 4-6 weeks. Demo + production-grade deliverable. To validate AI in your context before scaling.
1 to 3 agents integrated into your stack, full monitoring, multi-source RAG, complete documentation. To go from POC to production.
Self-hosted LLM (Mistral, Llama, Qwen), security audit, fine-tuning if needed, 6 months of support. For data that must never leave your infrastructure.
See the detail of all our plans or find out who we are.
AI agency (artificial intelligence) for SMBs and mid-market companies: AI agents and automations in production in 3 weeks, measured in time saved. Free audit.
Tracking and analytics agency: server-side tracking, GA4 and Meta CAPI fixed end to end. 30-60% more conversions reported. Free audit in 48h.
CRM Agency (HubSpot, Pipedrive, Salesforce): properly synchronized tools, reliable data, zero re-entry. Free audit delivered in 48h.
B2B automation agency: your operations run automatically with n8n, Make, or code depending on volume. Turnkey workflows delivered. Free audit in 48h.
B2B data agency: reliable KPI dashboards, plugged into your real data, readable by an executive. Free audit delivered within 48h.
B2B Web Agency: custom website and application development, tech stack chosen for your team. Fast, measurable, maintainable.
Custom AI Agents engagements: every case comes with raw numbers, real context and what we actually did.
YoungData (Microsoft Power Platform) was manually prospecting in a saturated market of self-proclaimed AI experts. Uclic built an agentic system with 3 AI agents capturing LinkedIn behavioral signals → Clay enrichment → Lemlist sequences → Pipedrive CRM.
Specialized AI Agents
Signal Sources Captured
How ButFootballClub.fr deployed a custom AI pipeline (scraping → player data → internal linking → photo → LLM prompt → journalist review → publication) on December 10, 2025, and tripled its organic traffic while keeping journalists as editorial gatekeepers.
Organic Clicks / day
Impressions / day
Avanoo targets CIOs/CISOs/FinOps in a rapidly structuring market. Uclic orchestrated 22 business intent signals (key recruitments, M&A, certifications, RFPs, trade shows) through continuous capture → scoring → enrichment → contextualized outbound.
Orchestrated Intent Signals
Thematic Clusters
The MesServicesCyber portal (ANSSI) rendered most of its content invisible to search engines (100% JS rendering). Uclic conducted the technical audit, then built a data-driven SEO/GEO content strategy: 8 clusters, validated by real demand, a 12-week calendar, and 29 answer-first briefs.
Semantic clusters mapped
Answer-first article briefs
How Eatic.fr generated 60,000 organic visits in 3 months in nutrition, health, and food delivery thanks to a semi-automated blog, SEO templates by intent, and manually managed internal linking.
Organic Visits (last 3 months)
Google Search Impressions (12 months)
Our ranking of French agencies, based on verified Google reviews and their actual specialty, with the method published.
Got a specific question? We answer it during the free audit.
Claude Opus 4.8 was released on 05/28/2026 at the same price as Opus 4.7: fast mode 3x cheaper, 1M token context, 4x more honest, effort control, and dynamic workflows. What changes for your growth workflows.
Lire l'article
95% of companies get no measurable return from generative AI, while controlled studies show gains of 14% to 40%. The gap comes down to measurement: baseline, volume processed, quality, fully loaded cost. Uclic's 4-metric scorecard, with a worked example.
Lire l'article
A look back at 18 months of AI agent deployment across 47 B2B accounts: a precise inventory of delegable vs. non-delegable tasks, before/after metrics, and the trade-off that generates +40% qualified meetings.
Lire l'article
In 2026, 78% of B2B companies integrate AI into at least one business function. Median ROI 2.4x, AI agents, concrete B2B use cases: the complete guide to deploying AI in business without repeating the mistakes of the 79% who still fail.
Lire l'article
By Wladimir Delcros, Head of Growth · Updated on October 29, 2026Senior leadership, certified media buyers, AI agents in production. No interns on your account: the team you meet is the team that ships.
