AI that works in production. And a team that can run it.
Senior AI architecture and fractional AI leadership for founders, investors and enterprise leaders in Brazil, the US, Europe and Australia. From diagnosis to governed production.
Executive education with Poli-USP and IBMEC · 25+ years in data and AI · Vendor-neutral
Organizations we have worked with
Most AI never leaves the pilot.
MIT NANDA’s 2025 study found that about 95% of organizations saw no measurable return from generative AI. Pilots stall where data, knowledge, architecture and governance were never designed to work together.
That is the work we do.
Source: MIT NANDA, The GenAI Divide: State of AI in Business 2025.
We take organizations along the whole curve.
The IANIA AI Maturity Curve maps seven stages, from first awareness to an organization that runs on agents with humans in command. We measure value at every stage.
- AwarenessSee where AI creates real value.
- CapabilityBuild judgment and a shared language through IANIA Academy.
- ExperimentationProve value with method.
- IntegrationConnect AI to real data, processes and decisions.
- ProductionGoverned systems that work every time.
- Value & valuationMeasure the value created and translate it into market value.
- Agentic organizationRunning on agents, with humans in command.
What we do
Strategy, architecture and operating model
Where AI creates value, the architecture that supports it and the path from pilot to production. Includes fractional AI leadership.
You get an architecture review, a roadmap and an operating model.
Knowledge and agentic systems
Knowledge and context layers, agentic workflows and copilots connected to your real data, documents and decisions.
You get production systems, evaluation suites and runbooks.
AI quality, trust and governance
Evaluation, observability and governance designed in from day one, so you can trust AI before you scale it.
You get an evaluation harness, guardrails and LGPD-ready controls.
Capability and organization
Executive and technical programs through IANIA Academy, and organization design for teams of people and agents.
You get custom programs and, through PECE, a Poli-USP certificate.
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Vendor-neutral. Trademarks belong to their owners and do not imply endorsement.
Build AI capability that stays in the company.
Corporate AI programs for executives, HR, product, data and technology teams, designed with Escola Politécnica da USP through PECE. Every program is built around the organization’s sector, data and roadmap.
Executive programs
AI strategy, risk and value for boards and leadership teams.
Technical tracks
Architecture, agents, evaluation and governance for data and engineering teams.
Programs for HR and product
How work, roles and products change when agents join the team.
Hands-on AI pilots
Your team learns by building a real MVP or pilot on an internal use case.
University certification
When a program runs through PECE, Escola Politécnica da USP issues the certificate.
Selected cases
All cases →
A recommender system for venture deal flow
Ranks companies against each fund’s investment thesis, combining relationship history from the CRM, market data and signals extracted by language models, so partners spend their time on the right conversations.
AI for decentralized longevity research
Technical AI leadership and product for a platform designed so people track their biomarkers, run personalized N-of-1 trials and are rewarded for contributing data, which feeds Bayesian and neural models of the human body.
Private-market intelligence, verified to the source
An AI research platform for the people who move private capital: securities attorneys, placement agents, funds and family offices. It reads SEC exempt-offering filings (Reg D, A and CF), attachments included, answers questions in plain language and ties every value to the original filing.
AI-native, in a R$ 330 billion market
Precatórios are court-ordered debts owed by Brazilian governments. Revisa Precatório reviews them as an AI-native company, with operations automated end to end: document intake with OCR, a calculation engine aligned with CNJ Resolution 303/2019 and a WhatsApp assistant for lawyers. Designed and built by IANIA, in production.
Market: outstanding precatórios across all levels of government, R$ 330.4 billion. Source: CNJ, Mapa Anual dos Precatórios 2025.Insights
All insights →
Why AI pilots die before production
The integration, data and governance gaps that stop pilots, and how to close them.
RAG is not a strategy
Retrieval is a technique. What decides results is the knowledge and context layer around it.
Prompt → context → harness
The edge moved from the model to the harness you build around it.
Let’s look at where your AI stands.
A conversation with a senior architect. You leave with a first read of your stage on the curve and the next viable step.













