We design AI companies and commit capital to the ones that clear the bar.
Every product is validated twice: against academic benchmarks, then with paying customers and measurable results.
We build to solve hard, specific problems in how organisations use AI, not to raise capital.
Academic partnerships, published benchmarks
RAG systems, knowledge structures, agent infrastructure
Researchers, engineers, domain experts
Revenue and client traction before scale
Every venture is born with AI integrated in its DNA. We don't add artificial intelligence as an afterthought.
The best decisions are made on data, not opinions. Every phase is guided by metrics.
Time is the scarcest resource for a startup. We maximize speed without compromising quality.
We operate with a deeply European mindset: regulatory compliance and sustainability.
We build ventures from scratch, together. Ideal for founders with strong ideas, corporate spin-offs, technical teams.
Department as a Service: marketing, tech, operations and AI for companies that want to scale fast.
We invest in high-potential early-stage companies in sectors we know best.
We build them in-house, often alongside an industrial partner.
AI suite for wealth management
IdeationDeal flow, wealth and private portfolio in one system. A conversational layer reads the documents, extracts the KPIs and proposes scenarios. Built with FNDX and FINDI for family offices and advisors.
Co-developed with
FNDX · FINDI
News, facts and information analysis
IdeationAn epistemic framework that treats every news item as a multidimensional object: source, event, credibility, framing, propagation. It returns verifiable Reality Cards. Web, mobile and a B2B line.
Legacy code migration
MVP test-to-confirmA multi-agent system that reads whole codebases, rebuilds their dependencies and migrates COBOL, mainframe and .NET to modern stacks. 91.2% of tests passed on the first attempt on the public Poly-MigrationBench.
Synthetic interviews and product validation
ValidationSynthetic audiences to test products still in R&D: simulated interviews, value-proposition stress tests, workflows that turn thousands of signals into decisions. Focused on banking and insurance.
Co-developed with
Excellence Consulting
Deep tech memory for AI agents
MVP test-to-learnShared, governed memory of organisational decisions, exposed over MCP to the agents your team already uses: Claude, ChatGPT, Cursor, Copilot. Deterministic kernel: it establishes which decision holds, with evidence and provenance, and abstains instead of guessing.
Autonomous research with AI
ResearchMulti-agent tools for scientific research. They start from a claim, cross disciplines, look for evidence and counterexamples, and a referee decides whether the result holds. CLI and web.
Measure skills, train organisations
Scale 2Measures skills by role, closes the gaps with a catalogue built around the company, verifies the effect with an AI tutor. In production with Gruppo Excellence.
Co-developed with
Gruppo Excellence
We also back companies we did not build. Today they are Pelomatto and Homingo.
Mobile pet grooming · Seed stage
On-demand professional home pet grooming, digitising the Italian market with a scalable model and a strong B2B partnership with Arcaplanet.
Visit pelomatto.it →Proptech & hospitality tech · Early stage
Next-generation proptech for real estate and hospitality, powered by AI-native tools for digital asset management and growth.
Visit homingo.com →An idea is worth as much as the team that takes it to a paying customer.
That is why we stay in operations inside every venture, even after a spin-off.
Submit your venture idea
Meet our team and community
Let's talk about how we can accelerate you
