Applied AI
No POC gathering dust. Real deployment with measurable ROI.
Our approach
No AI-washing at MCVA. Artificial intelligence is not an end in itself — it's an accelerator in service of a business objective. Our approach: rapid diagnostic, 5-day POC to validate feasibility, then production deployment if ROI is confirmed. If AI isn't the right answer, we'll tell you.
What we do
AI Diagnostic
Feasibility audit · Use cases · Opportunity scoring · Impact × Feasibility
Identify where AI can create value. A factual diagnostic that evaluates each use case on two axes: business impact and technical feasibility.
POC & rapid prototyping
Functional prototype · 5 days · Feasibility report · Technical documentation
A functional prototype delivered in 5 business days, with documentation and feasibility report.
Agents & automation
AI Agents · Automated workflows · Orchestration · Claude API · LangChain · Python
Design and deployment of AI agents that automate repetitive tasks: content generation, data processing, customer support, document analysis. Custom Python scripts to automate recurring business tasks.
RAG & knowledge management
Retrieval-Augmented Generation · Embeddings · Vector stores · Knowledge base · Python
Intelligent Q&A systems on your internal data. Your documents, your knowledge bases, your processes — made queryable and actionable by AI, in complete confidentiality.
Training & upskilling
Hands-on workshops · Real-world cases · Actionable tools · 1-3 days
Custom AI training for your teams. Hands-on workshops with your own use cases, tools your team members can use the very next day.
Our expertise
What drives us
AI in service of AI
Our own production model is AI-augmented. It's this daily experience that feeds our advisory expertise.
GEO, a child of AI
Our GEO Score™ is itself an AI product: automated monitoring of 4 LLMs, algorithmic scoring, data-driven recommendations.
Responsible AI
Transparency, data compliance (nLPD, GDPR, AI Act), resource efficiency.
Our convictions
ROI before everything. If AI doesn't deliver measurable returns, it has no place.
Production, not PowerPoint. Our AI deliverables are systems in production, not recommendations. Code, not slides.
Humans remain in control. Every AI system includes human oversight and validation mechanisms.