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.
Explicit 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.
Deployment 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.
Indexing 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.
Custom 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.
For 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.
Code-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.
Connecting 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.
Full 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.
Production 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.
Building an AI agent in 2026 is no longer just about plugging OpenAI into Notion. Data sovereignty, Langfuse observability, RAG with sourced citations, human oversight on critical actions: the method has changed.
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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.
We review your 3 pillars (Inbound, Outbound, AI & Dev) and deliver a costed set of recommendations.
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.
SMEs, mid-market and B2B SaaS scale-ups | every case comes with raw numbers, real context and what we actually did.
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
Point.P Occitanie needed to equip its store salespeople, store by store, with an actionable artisan database. Uclic delivered a regional database segmented by trade and catchment area, with ~70% direct mobile contact details.
Direct mobile numbers delivered
Occitanie network coverage
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
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 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
A Parisian coffee shop currently opening, with a warm and premium identity that incorporates an M inspired by Arabic calligraphy. Logotype, palette, typography, packaging/storefront adaptations.
Logotype + adaptations
Complete visual system (storefront, packaging, cups)
A platform connecting companies and committed talent: creating an identity that embodies sustainability, inclusion, and responsibility without falling into the sector's green clichés. Logo, palette, visual system, landing page.
Brand system delivered
Palette + typography + UI components
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)
CybelAngel (External Threat Intelligence, 6 billion data points/day) targets a finite universe of global key accounts with multi-stakeholder buying committees. Uclic deployed an ABM program: prioritized Tier 1/2 Target Account List, account intelligence per account, 1-to-1 messaging, and multi-thread engagement.
Account prioritization tiers
Tier 1 approach (per account)
France Pare-Brise (Saint-Gobain) operates 600+ centers in a market where conversion happens in the Google local pack. Uclic redefined the site's technical SEO and industrialized local SEO center by center to capture national intent.
Optimized Network Centers
France + DROM Coverage
ColibriTD, a French quantum deeptech, managed its sales pipeline with spreadsheets and emails. Uclic deployed Pipedrive in 4 steps to lay the foundations for its sales operations function.
Pipeline migrated without loss
Time saved per sales rep
CodinGame (2M+ developers) industrializes B2B acquisition: real-time Python Indeed scraper to detect companies in tech recruitment phase, N8N orchestration, inverted sequences (target devs, not HR).
Developers on platform
Recruitment signal source
Founders, executives and growth leads publicly react to our analysis and methods on LinkedIn. Each card opens the original conversation.
Interesting. Personally, I did the opposite in a way. That said, I always keep the code to create APIs that will be used by n8n. So in the end it's a mix of both. I also think it depends on what you want to do in the long term. On the other hand, one thing is certain: if you want total flexibility, knowing how to code is important. (I include vibe coding)
Completely agree ! The era of "just good enough" is over. In a saturated market, it's essential to stand out from day one. An MVP certainly needs to be viable and minimal, but that doesn't mean it has to be a stripped-down version of the final vision. Investing in a quality user experience from the start can significantly accelerate acquisition
incredible, I just gave it a directory with hundreds of software I want to scrape (across about ten pages in total). Fully autonomously, it retrieved everything and ran a google search for each software to find the url of the LinkedIn company page. All of that with just 1 single 3-line prompt and zero errors! Thanks for the reco!
I've been in the biz for 20+ years. Code was always the missing piece for me as an SEO. But I've got some solid knowledge. That said, vibe coding opened up other doors for me — just huge ones. Today I've gotten into React, Vite, Node, Python, and I code whatever I need. 😍
Incredible! AI is truly becoming an accelerator for automating web tasks, freeing up time and daring to take on new projects. For anyone interested in dropshipping, automation and e-commerce, it's a real revolution.
Thank you for this very informative share. It's impressive to see the growing number of developers and how dominant young people are in this sector. It really shows how essential technology and development are for our future.
Interesting! This paves the way for the future (potentially huge) market of AI SEO. Companies and people who position themselves on it quickly and effectively will have a definite competitive advantage over the others.
I love this kind of hack Wladimir 🙏🏻 Do you have any hacks on the student email part? I was thinking of buying a .school domain name, making a mini landing page for a fake school, generating an email. Because .edu is out of reach 😅
Great, thanks for the tip! I just tested it and it's Veo 2 that's offered in the student plan on the US site (which is indeed free for 12 months). That said, there is indeed access to Veo 3 (in a limited version) :)
This kind of tool truly changes the game by automating complex tasks with incredible simplicity. A new era is setting in where AI becomes a truly ultra-efficient personal assistant
Interesting. Personally, I did the opposite in a way. That said, I always keep the code to create APIs that will be used by n8n. So in the end it's a mix of both. I also think it depends on what you want to do in the long term. On the other hand, one thing is certain: if you want total flexibility, knowing how to code is important. (I include vibe coding)
Completely agree ! The era of "just good enough" is over. In a saturated market, it's essential to stand out from day one. An MVP certainly needs to be viable and minimal, but that doesn't mean it has to be a stripped-down version of the final vision. Investing in a quality user experience from the start can significantly accelerate acquisition
incredible, I just gave it a directory with hundreds of software I want to scrape (across about ten pages in total). Fully autonomously, it retrieved everything and ran a google search for each software to find the url of the LinkedIn company page. All of that with just 1 single 3-line prompt and zero errors! Thanks for the reco!
I've been in the biz for 20+ years. Code was always the missing piece for me as an SEO. But I've got some solid knowledge. That said, vibe coding opened up other doors for me — just huge ones. Today I've gotten into React, Vite, Node, Python, and I code whatever I need. 😍
Incredible! AI is truly becoming an accelerator for automating web tasks, freeing up time and daring to take on new projects. For anyone interested in dropshipping, automation and e-commerce, it's a real revolution.
Thank you for this very informative share. It's impressive to see the growing number of developers and how dominant young people are in this sector. It really shows how essential technology and development are for our future.
Interesting! This paves the way for the future (potentially huge) market of AI SEO. Companies and people who position themselves on it quickly and effectively will have a definite competitive advantage over the others.
I love this kind of hack Wladimir 🙏🏻 Do you have any hacks on the student email part? I was thinking of buying a .school domain name, making a mini landing page for a fake school, generating an email. Because .edu is out of reach 😅
Great, thanks for the tip! I just tested it and it's Veo 2 that's offered in the student plan on the US site (which is indeed free for 12 months). That said, there is indeed access to Veo 3 (in a limited version) :)
This kind of tool truly changes the game by automating complex tasks with incredible simplicity. A new era is setting in where AI becomes a truly ultra-efficient personal assistant
4 years, still number 1 in the rankings despite all the bosses who came after you. Delcros will remain the undisputed master and pioneer, always one step ahead of the market. 👏
Finally an interesting take. N8N is great for understanding a workflow, it's very graphic, very visual, but if you want to do slightly more elaborate stuff, code is way better.
While everyone fights to master algos they only half understand, other channels remain wide open. And strangely enough, no one seems interested in them.
I really like this thinking. No-code has its uses for testing or moving fast, but it's true that code lets you take things to the next level. Thanks for sharing 🙌
Interesting to see this shift from no-code to code. Your thinking makes it clear that the tool matters less than the end goal: automating, optimizing, generating value.
A recent study revealed that 75% of employees are passive candidates. Your approach seems in line with this reality.
Absolutely agree, recruitment is an art, it requires a genuine understanding of candidates' aspirations.
Indeed, we shouldn't confuse the two, thanks for shedding light on the differences Wladimir Delcros 😁
I completely agree, the value is intrinsic. If you don't see it, no one else will.
So true. Clients who truly appreciate you will be willing to pay what you're worth.
4 years, still number 1 in the rankings despite all the bosses who came after you. Delcros will remain the undisputed master and pioneer, always one step ahead of the market. 👏
Finally an interesting take. N8N is great for understanding a workflow, it's very graphic, very visual, but if you want to do slightly more elaborate stuff, code is way better.
While everyone fights to master algos they only half understand, other channels remain wide open. And strangely enough, no one seems interested in them.
I really like this thinking. No-code has its uses for testing or moving fast, but it's true that code lets you take things to the next level. Thanks for sharing 🙌
Interesting to see this shift from no-code to code. Your thinking makes it clear that the tool matters less than the end goal: automating, optimizing, generating value.
A recent study revealed that 75% of employees are passive candidates. Your approach seems in line with this reality.
Absolutely agree, recruitment is an art, it requires a genuine understanding of candidates' aspirations.
Indeed, we shouldn't confuse the two, thanks for shedding light on the differences Wladimir Delcros 😁
I completely agree, the value is intrinsic. If you don't see it, no one else will.
So true. Clients who truly appreciate you will be willing to pay what you're worth.
100% remote-first, with a weekly steering meeting by video: clients include SMEs, mid-market companies and B2B SaaS scale-ups in Paris, Lyon, Bordeaux, Marseille, Lille, Nantes, Toulouse, Strasbourg, and beyond (Genève, Bruxelles).
By Wladimir Delcros, Head of Growth · Updated on July 23, 2026FreeResults in 48hNo commitment
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