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CODX / 2026AVAILABLE Q2

AI for enterprise From blank page to first ROI case in 60 days

Enterprise AI consulting with a pragmatic focus. We identify where AI delivers real ROI in your business, build the first case, move it to production and train your team. No hype, no endless pilots.

Assess fitSee AI agents
◆Intro

Most enterprise AI projects fail. Here's why.

Gartner puts 80%+ of enterprise AI projects as never reaching production. The reasons are recurring: starting with technology instead of the business problem, choosing use cases without real impact, building pilots that don't integrate with the existing stack, and no ROI metrics before starting. Our approach inverts that pattern: we first identify 2-3 cases with measurable ROI, build the smallest possible version, move to production quickly and measure before investing more. Getting small things to production fast beats any big pilot sitting in a drawer.

◆For whom

Who benefits most

//01
Pain

CEO / founder

  • →The press talks about AI but I don't know where to apply it
  • →My competitors are moving and I'm not
  • →I don't want to spend €100k on a pilot that goes nowhere
→ Solution
  • 2h workshop to identify 3 use cases with ROI
  • We start with the smallest measurable one
  • Clear ROI before investing more
//02
Pain

Operations director

  • →Team saturated with repetitive tasks
  • →Generic tools like ChatGPT without integration
  • →Need clear metrics to justify investment
→ Solution
  • AI agents integrated with your processes
  • Hours/€ saved metrics from day one
  • Integration with your stack without rebuilding
//03
Pain

CTO / technical director

  • →Pressure to "do something with AI" but no time to explore
  • →Worried about security, GDPR and sensitive data
  • →Want clean architecture, not a quick hack
→ Solution
  • Serious technical implementation (LangGraph, MCP, observability)
  • On-premise options for sensitive data
  • Your code, continuous evaluations, documentation
◆What we do
01

AI strategy consulting

Workshop with key leaders to identify AI use cases with highest ROI in your business. Honest prioritization and pragmatic roadmap.

02

Intelligent automation

AI-based automation of repetitive processes: invoice processing, emails, document classification, reconciliation.

03

Chatbots and conversational agents

Conversational assistants with context, memory and action. Integrable in web, WhatsApp, Slack or your own product.

04

Predictive analytics

Prediction models for demand forecasting, customer churn, upselling opportunities and anomaly detection.

05

ChatGPT / Claude integration into your product

If you have a SaaS and want to add AI: we integrate LLMs with your product's context respecting user privacy.

06

Training and change management

Training your team to productively use AI tools (Copilot, ChatGPT Enterprise). Change management support.

◆Process

Use case workshop (1 week)

2 sessions with key leaders. Output: 2-3 prioritized cases with estimated ROI and effort.

Bounded PoC (2-3 weeks)

Proof of concept for case #1. Validate value with real data before investing more.

Production (6-10 weeks)

Move validated case to production integrated with your stack. Monitoring and metrics from day one.

Measurement + decision

After 4-8 weeks in production: real ROI? Expand to next case or stop? Informed decision, not faith-based.

Scale + maintenance

If pilot works, scale to case #2. Monthly maintenance plan and continuous evolution.

◆Case study

Leonard AI · conversational AI for center management

We integrated AI into Leonard AI for reminders, conversational customer service and treatment recommendations. Today it serves a network of beauty centers across Spain and was a key piece of the platform's national expansion.

leonard-ai.com
◆Investment

AI Workshop

Find out what it would cost →
  • 2h workshop with leaders
  • 3 prioritized use cases with ROI
  • 6-12 month roadmap
  • Executive report
  • Q&A with the team

First case in production

Find out what it would cost →
  • Workshop + PoC + production
  • 1 case with full integration
  • Observability and metrics
  • Team training
  • 3 months support

Annual AI program

Find out what it would cost →
  • 3-5 cases in production
  • Fractional AI CTO
  • Continuous team training
  • 24/7 monitoring
  • Quarterly evolution
◆FAQ

Frequently asked questions

Question not here?

Write to us. We respond within 24 hours with an initial technical orientation.

Which companies benefit most from AI?+

Those with repetitive processes at volume (customer service, document processing, procurement, HR). SMBs are ideal: enough volume to justify investment but still flexible enough to implement quickly. Large corporations take longer due to approval processes.

How much does it cost to start with AI in my company?+

It depends on where you start. An initial workshop is a contained investment that gives you clarity on where AI actually pays off in your company. A first production use case is a bigger step, sized to its scope and integrations. We always start small with metrics — if there's no measurable ROI, no reason to invest more. Tell us about your case at /contact and within 24h we'll tell you what it would cost.

Does my company's data stay with OpenAI or Anthropic?+

Depends on the choice. With OpenAI Enterprise or Anthropic Claude for Work, data is NOT used to train models. For highly sensitive data we offer on-premise models (Ollama, vLLM) that never leave your infrastructure. We decide together based on your case.

Do I need clean data before starting?+

Depends on the case. For conversational AI or document automation: no. For predictive analytics or personalization: yes, data quality matters. In the workshop phase we assess your data readiness and decide where to start.

How do I know if AI really works or if it's hype?+

With metrics. Before starting we define what to measure (time saved, tickets resolved, euros invoiced, errors reduced). During the pilot we measure continuously. After 4-8 weeks in production we decide whether to expand or stop. Without objective data, we don't advance.

◆Explore more
Custom AI agentsAI integration · serviceDigitalization and automation
◆Contact

Shall we assess AI fit in your business?

Initial 30-minute call, no commitment. If it makes sense, we propose a workshop and prioritized use case.

Book a call