AI Development Agency

Agents in production within 3 weeks.

Uclic is an AI agency: we put artificial intelligence to work in your operations, not in slides. Agents and automations in production within three weeks, plugged into your tools, measured on time saved and errors avoided. For SMBs, mid-market companies and scale-ups that want results, not a demo.

3 wks first AI agent delivered+4h hours/day saved per agent99.5% agent production uptime
ANSSI
Santévet
Gusella Bakker
Le Monde
Agicap
CodinGame
Deepki
12 AI & dev sub-services

How our AI dev agency can support you from POC to production

From use-case scoping to agent monitoring in production, pick the sub-services that fit your maturity level: each one can be activated standalone or bundled.

Why Uclic

Why a Uclic AI dev over anyone else?

Before: Slidesgo demos, hackathon-style POCs, an agent hallucinating in prod. After: reliable agents, observability, measured ROI. That's the delta we install.

Drag to compare

Sarah B.
Sarah B.
Head of Marketing
7 yrs exp · solo · multi-hats
Thomas L.
Thomas L.
Founder · CEO
Has to make every marketing call
zero communication between them
Rémi P.
Rémi P.
Media Buyer
Mid · 3 yrs
Meta agency
Meta Ads
Lina D.
Lina D.
Junior Creative
Final-year intern
Meta agency
Meta Creative
Julien M.
Julien M.
SEO Consultant
Senior · 8 yrs
SEO agency
Google Search
Camille B.
Camille B.
Content Writer
Mid · 4 yrs
SEO agency
WordPress
Marc O.
Marc O.
Freelance SDR
Senior · solo
Freelancer
Lemlist
Léa M.
Léa M.
Email Lifecycle
Mid · 5 yrs
Freelancer
Brevo
Alex K.
Alex K.
Data Analyst
Senior · 2 days/mo
Freelancer
GA4 + Excel
Zapier AI Agent
Hallucinates leads
Broken · fails 2×/week
DIY internal
Fragile Zapier
4 calls/week12h coordination/weekzero big-picture view
Wladimir Delcros
Wladimir Delcros
Senior AI & Growth Strategist
Ex-Head of Growth · Codingame & Muzzo · 24k LinkedIn AI followers
Alexis Christine-Amara
Alexis Christine-Amara
Business + AI Product Strategy
Ex-Head of Sales · CodinGame · Co-founder
AI engineer + product + ops · 1 squad
Mathieu L.
Mathieu L.
Fullstack AI dev
Next.jsPythonTypeScript
Fullstack dev
Custom apps
Eval Runner
LLM-as-judge
BraintrustLangfuse
In production
24/7
MCP Gateway
Federated tools
ClaudeMCP
In production
24/7
Cost Optimizer
Model routing + cache
HeliconeAnthropic
In production
24/7
Drift Watcher
Agent quality monitoring
LangfuseSlack
In production
24/7
Agents in productionMeasurable ROICosts under control
Typical AI dev agency
Uclic AI dev 2026
Method

Our AI dev agency methodology in 12 weeks.

From use case scoping to agentic run in production: 7 short steps, 1 concrete deliverable per step, weekly steering meeting with your team.

AI savings simulation·12-month projection (3 agents)
k€ savings/month
Conservative+92k
Realistic+210k
Optimistic+390k
Channel architecture·Martech stack
validated mix
Selected channelsvalidated mix
RAGAI AgentsFine-tuningAI WorkflowEmbeddings
Integrated stack
LLM
Claude
GPT-4o
Mistral
Frameworks
LangChain
LlamaIndex
CrewAI
Vector DB
Pinecone
Weaviate
Qdrant
Observability
Langfuse
LangSmith
Helicone
Centralized data governance · unified dashboardlive
AI & Dev industrialization·Agents in production
live
stackNext.jsPythonFastAPIOpenAIClauden8n
outbound-ai
B2B prospecting
run
1.2kcalls/day
lead-scoring
ML · HubSpot sync
run
842/day
content-gen
SEO · drafts
run
3.4ktokens/s
reporting-bot
Slack · daily digest
run
24reports
deploy.logmain · uclic/growth-stack
14:02deployagent-outbound v2.1.0 → prod
14:07builddashboard-exec · next build · 11.4s
14:09okapi-scoring · 200 /predict · p95 112ms
12 agents · 3 apps delivered · uptime 99.8%ROI +2.4x
Audit report·Industry benchmark
5 channels · percentiles
ChannelStatusMarketYouOpportunity
SEOOpportunity230€184€top 10% · 90€
SEAIn range42€38€−22% possible
Paid SocialUnderperform58€74€−35% targeting
Outbound B2BOpportunity3.2%1.8%top 10% · 6.1%
EmailUnderperform22%14%+8 pts open
Framework: Bullseye · 20 channels assessedexec deliverable
SEO roadmap·ICE method · 12 weeks
5 actions
ActionW1-3W4-6W7-9W10-12ICE
Technical audit + CWV fixes
9.2
Prioritized keyword clusters
8.7
Internal linking overhaul
7.8
Hub content production
8.4
White-hat link building
7.5
Top 3 quick wins activated in W1
Quick winStrat.
AI agent reporting·Run · ROI · quality · costs
live
Tasks automated
12.4k+38%
Success rate
94%+6pts
Cost / task
0.08€-22%
FTE saved
3.4+1.2
12-month traffic+486%
Langfuse + dashboard synced 1 min agoauto-refresh
Benchmark12 mois roadmap
Step 01 / 07Use case scoping & ROI
  1. W11 week
    1 week· Step 1

    We audit your business workflows and identify 3 high-payback AI use cases (volume, complexity, payback < 6 months). We quantify inference cost and expected h/day savings.

    • Task volume
    • AI complexity
    • Payback < 6 months
    • Projected LLM cost
    Deliverable· 3 use cases scored with ICE + 12-month cost/ROI projection
  2. 02
  3. 03
  4. 04
  5. 05
  6. 06
  7. 07
Pricing

AI dev agency pricing: free audit · 500 € → 1 490 €.

Free AI audit to scope 3 use cases. Start in consulting mode or go straight to the full engagement: AI agent execution included.

Diagnostic

Audit

No commitment
0€

We review your 3 pillars (Inbound, Outbound, AI & Dev) and deliver a costed set of recommendations.

  • Inbound, Outbound, AI & Dev auditAnalysis of your acquisition channels (SEO, Ads, Content), your outbound prospecting and your AI/automation stack.
  • Score across the 3 pillarsA /100 score per pillar: Inbound (demand capture), Outbound (prospecting) and AI & Dev (industrialization).
  • High-impact quick wins
  • Costed, prioritized roadmap
Get my diagnostic
Recommendations

AI Consulting

from
500€

Strategic AI scoping & recommendations. You keep control of dev execution.

  • Use case audit & ROI scoringWe audit your business workflows and score 3 AI use cases (volume, complexity, payback) with projected inference cost.
  • Recommended AI architectureLLM selection, vector store, hosting, observability. A technical blueprint your in-house dev team can implement.
  • Prompt engineering consultingProduction-ready prompt templates (Claude, GPT-4o), system prompts, context management, few-shot examples.
  • Evals & guardrails consultingEval set methodology, LLM-as-judge, PII and prompt-injection guardrails, drift alerting.
  • Custom reporting dashboard
Start with AI Consulting
Most pickedHands-on

Full AI Development

from
1 490€

End-to-end execution. AI agent dev, RAG, MCP, evals and run, all led by a senior AI engineer.

  • AI audit & scoping of 3 use casesFull workflow audit + ICE scoring of priority use cases + 12-month cost/ROI projection.
  • AI agent dev with Claude Code / CursorCustom agents: sub-agents, hooks, skills, CLAUDE.md files tailored to your stack and tone of voice.
  • Custom RAG + MCP serversRAG pipeline (ingestion, embeddings, retrieval, rerank) + MCP servers exposing your internal APIs securely.
  • n8n / Make workflows + AIIndustrialize your Excel/manual processes via n8n v2 or Make, with native AI nodes and MCP triggers.
  • Continuous evals + guardrailsEval set of 200+ cases, LLM-as-judge, PII guardrails (Presidio), prompt injection detection, GDPR audit logs.
  • Agentic run + ROI reporting24/7 monitoring, weekly evals, LLM cost optimization (model routing + caching), monthly ROI report.
Start with Full AI Development

See the detail of all our plans or find out who we are.

Case studies

SMEs, mid-market and B2B SaaS scale-ups | every case comes with raw numbers, real context and what we actually did.

They follow our work

Growth and automation expertise followed by B2B leaders.

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)
Thomas G.
Thomas G.
Automation & AI Agent
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
Romain A.
Romain A.
Digital Marketing Project Manager
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!
Simon B.
Simon B.
Sales
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. 😍
Cyril G.
Cyril G.
SEO Consultant for PROs (since 2004)
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.
Nicolas D.
Nicolas D.
Senior SEO & Founder @ Athlé Expliqué
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.
Géraud L.
Géraud L.
AI Entrepreneur & Personal Coach for Founders and Leaders
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.
Maxime H.
Maxime H.
I turn your innovation and entrepreneurship programs into concrete success
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 😅
Victor D.
Victor D.
🧿 Head of Growth @Poiscaille (​>14M€/ARR)
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) :)
Anais S.
Anais S.
Digital Growth Expert ⚙️ SEO + CRM + Automation
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
Matthieu S.
Matthieu S.
CEO Mindsales - I generate 8 to 33 meetings/month for you - 📩 DM me “Setter” to lea
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)
Thomas G.
Thomas G.
Automation & AI Agent
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
Romain A.
Romain A.
Digital Marketing Project Manager
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!
Simon B.
Simon B.
Sales
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. 😍
Cyril G.
Cyril G.
SEO Consultant for PROs (since 2004)
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.
Nicolas D.
Nicolas D.
Senior SEO & Founder @ Athlé Expliqué
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.
Géraud L.
Géraud L.
AI Entrepreneur & Personal Coach for Founders and Leaders
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.
Maxime H.
Maxime H.
I turn your innovation and entrepreneurship programs into concrete success
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 😅
Victor D.
Victor D.
🧿 Head of Growth @Poiscaille (​>14M€/ARR)
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) :)
Anais S.
Anais S.
Digital Growth Expert ⚙️ SEO + CRM + Automation
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
Matthieu S.
Matthieu S.
CEO Mindsales - I generate 8 to 33 meetings/month for you - 📩 DM me “Setter” to lea
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. 👏
Alexandre B.
Alexandre B.
B2B SaaS Messaging
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.
Christophe R.
Christophe R.
Web developer // nextjs :: node :: adonis :: astrojs :: directus and more...
While everyone fights to master algos they only half understand, other channels remain wide open. And strangely enough, no one seems interested in them.
Fatou G.
Fatou G.
We SCALE your business thanks to a MultiChannel client acquisition strategy and u
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 🙌
Federica I.
Federica I.
Full-Stack Developer
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.
Yohann G.
Yohann G.
🎯 Head of Development & Admissions
A recent study revealed that 75% of employees are passive candidates. Your approach seems in line with this reality.
Tinwai F.
Tinwai F.
CMO
Absolutely agree, recruitment is an art, it requires a genuine understanding of candidates' aspirations.
Christian F.
Christian F.
We boost the Marketing & Sales performance of your B2B company 👉 Scalezia.co
Indeed, we shouldn't confuse the two, thanks for shedding light on the differences Wladimir Delcros 😁
Alexandre S.
Alexandre S.
CEO at Twaino
I completely agree, the value is intrinsic. If you don't see it, no one else will.
Alex H.
Alex H.
Ex-CEO & Head of Sales & Growth - MaaS, Smart City & Mobility data Pioneer
So true. Clients who truly appreciate you will be willing to pay what you're worth.
Marion F.
Marion F.
Business Developer
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. 👏
Alexandre B.
Alexandre B.
B2B SaaS Messaging
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.
Christophe R.
Christophe R.
Web developer // nextjs :: node :: adonis :: astrojs :: directus and more...
While everyone fights to master algos they only half understand, other channels remain wide open. And strangely enough, no one seems interested in them.
Fatou G.
Fatou G.
We SCALE your business thanks to a MultiChannel client acquisition strategy and u
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 🙌
Federica I.
Federica I.
Full-Stack Developer
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.
Yohann G.
Yohann G.
🎯 Head of Development & Admissions
A recent study revealed that 75% of employees are passive candidates. Your approach seems in line with this reality.
Tinwai F.
Tinwai F.
CMO
Absolutely agree, recruitment is an art, it requires a genuine understanding of candidates' aspirations.
Christian F.
Christian F.
We boost the Marketing & Sales performance of your B2B company 👉 Scalezia.co
Indeed, we shouldn't confuse the two, thanks for shedding light on the differences Wladimir Delcros 😁
Alexandre S.
Alexandre S.
CEO at Twaino
I completely agree, the value is intrinsic. If you don't see it, no one else will.
Alex H.
Alex H.
Ex-CEO & Head of Sales & Growth - MaaS, Smart City & Mobility data Pioneer
So true. Clients who truly appreciate you will be willing to pay what you're worth.
Marion F.
Marion F.
Business Developer
Active across France

Our AI development agency operates across France

AI application and custom agent development, 100% remote-first: SaaS clients, scale-ups and enterprise accounts in Paris, Lyon, Bordeaux, Marseille, Lille, Nantes, Toulouse, Montpellier.

FAQ

AI development agency FAQ: pricing, deliverables and timelines

Everything to know before starting an AI development engagement with Uclic: free audit, Advisory and Full plans, agents in production within 3 weeks.

What is an AI agency (artificial intelligence)?
An AI agency, or artificial intelligence agency, designs and deploys systems that put AI to work on your real operations: agents that handle requests, automations that enrich data, assistants plugged into your internal tools. The difference between a gadget and a lever: production deployment, supervision, and measurement. At Uclic, an agent is in production within three weeks and judged on the time it gives back to your teams.
Is the AI audit really free?
Yes, unconditionally. We audit your current stack and business workflows across 3 dimensions: volume (high-volume repetitive tasks eligible for AI), technical complexity (data quality, criticality, integrations) and projected ROI (hours/day saved, payback, inference cost). You leave with a costed 12-month roadmap + 3 use-cases prioritized by ICE + a target architecture diagram. No commitment, no obligation to sign up.
What's the difference between AI Consulting (500 €/month) and Full AI Development (1 490 €/month)?
AI Consulting: 500 €/month: we deliver monthly strategic recommendations (use-case audit, architecture, prompt engineering, evals & guardrails, reporting dashboard). You keep control of dev execution: ideal if you have an internal tech team to implement.

Full AI Development: 1 490 €/month: we execute end to end. Development of Claude/n8n agents, RAG, MCP servers, evals, production deployment and 24/7 agentic run. Ideal if you want a senior AI engineer to deliver the stack.
How long until your first AI agent goes into production?
3 weeks for a simple agent on 1 use-case (RAG on an internal knowledge base, data extraction, ticket classification). 8 to 12 weeks to industrialize 3 use-cases with continuous evals, guardrails and production observability. We work in 2-week sprints with a client demo at every sprint: no 6-month tunnel with zero visibility.
Which LLM models do you use?
We pick the LLM based on the use-case and target inference cost: Claude Sonnet 4.7 (complex reasoning, Claude Code agents), Claude Haiku (high volume, classification, simple extraction), GPT-4o / GPT-4o-mini (multimodal, function calling), fine-tuned Mistral / Llama (sensitive data, EU hosting, low cost). We set up model routing (Haiku → Sonnet → Opus) to optimize quality × cost, plus aggressive caching for repeated queries.
How do you keep inference costs under control in production?
Three levers: (1) Model routing: only complex requests go to Sonnet/Opus, the rest runs on Haiku or GPT-4o-mini. (2) Caching: Anthropic prompt caching (90% off on repeated prompts) + an application-level cache for frequent responses. (3) Helicone/Langfuse monitoring: Slack alerts if daily cost exceeds the baseline by +20%. Average result across our clients: −32% LLM cost between M+1 and M+3 without degrading quality.
What do you deliver every month on the Full plan?
Six active deliverables every month:

1. AI agent iterations (new capabilities, new use-cases, prompt refinement).
2. 24/7 agentic run with monitoring, alerting and incident response.
3. Weekly evaluations (LLM-as-judge + human spot-checks) + quality drift report.
4. LLM cost optimization (model routing, caching, batching) with a savings vs baseline report.
5. MCP server updates and integrations (HubSpot, Stripe, business databases).
6. Live dashboard + monthly ROI report: hours/day saved, quality, cost and payback consolidated in one place.
What's the minimum commitment?
3 months minimum on the Full plan: that's the realistic timeframe to ship the first agent to production (3 weeks), industrialize the next 2-3 use-cases (6-8 weeks) and stabilize evals + costs (1-2 weeks). After M+3, the commitment switches to rolling monthly: you stop whenever you want. The Consulting plan (500 €/month) has no duration commitment and stays flexible month to month.
Wladimir DelcrosBy Wladimir Delcros, Head of Growth · Updated on July 25, 2026
Last step

You do not need more channels.
You need someone flying the plane.

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