David Bressler
Managing PartnerPhD-trained former ML/LLM engineer at Moody’sRAG agents in production AI systems across finance and healthcare
About Eventum
AI results, not AI theatre.
Eventum is a San Francisco-based AI consultancy helping ambitious teams turn AI plans into shipped systems
For teams that need AI to work in the real world.
The AI industry is full of vague promises. Decks that describe "enterprise AI transformation." Processes that produce proofs of concept that never reach production. Engineers hired on credentials that don't translate to real delivery.We help teams move AI work from idea to production — with clear scope, senior technical judgment, hands-on execution, and embedded support when the work calls for it.
THE NAME
[eh-ven-tum] · Latin nounto turn out, to result satisfactorily
Eventum.ai = AI built for results.
Practical AI systems that ship, work, and create measurable business outcomes.
Leadership
Who leads the work.
Pedro Nogueira
Technical Strategy & Delivery LeadFormer Sr Director of Engineering & AI Delivery at Turing, Head of AI at ToptalExpert in AI delivery, technical vetting, and engineering teams
Erik Gafni
Lead AdvisorCTO of TypeSafe.ai, an LLM neo-lab14 years in ML research and engineering
How we work
Principles we actually operate by.
Ship to productionSenior talent onlyNo slide decks48h shortlistProof, not promisesVetted engineersClear scope firstReal outcomes onlyGenAI-firstNo bad fitsExecution, not adviceFull-stack AIFast, not rushedYour IP, alwaysMLOps-readyHonest about limitsSpecific beats vagueProduction or nothingOne clear doneSenior judgmentOwn the outcomeStart MondayZero fluffClean handoffBuilt for CTOsDagster partnerUS-focusedSeed to Series CShip to productionSenior talent onlyNo slide decks48h shortlistProof, not promisesVetted engineersClear scope firstReal outcomes onlyGenAI-firstNo bad fitsExecution, not adviceFull-stack AIFast, not rushedYour IP, alwaysMLOps-readyHonest about limitsSpecific beats vagueProduction or nothingOne clear doneSenior judgmentOwn the outcomeStart MondayZero fluffClean handoffBuilt for CTOsDagster partnerUS-focusedSeed to Series CShip to productionSenior talent onlyNo slide decks48h shortlistProof, not promisesVetted engineersClear scope firstReal outcomes onlyGenAI-firstNo bad fitsExecution, not adviceFull-stack AIFast, not rushedYour IP, alwaysMLOps-readyHonest about limitsSpecific beats vagueProduction or nothingOne clear doneSenior judgmentOwn the outcomeStart MondayZero fluffClean handoffBuilt for CTOsDagster partnerUS-focusedSeed to Series C
Ship to productionSenior talent onlyNo slide decks48h shortlistProof, not promisesVetted engineersClear scope firstReal outcomes onlyGenAI-firstNo bad fitsExecution, not adviceFull-stack AIFast, not rushedYour IP, alwaysMLOps-readyHonest about limitsSpecific beats vagueProduction or nothingOne clear doneSenior judgmentOwn the outcomeStart MondayZero fluffClean handoffBuilt for CTOsDagster partnerUS-focusedSeed to Series CShip to productionSenior talent onlyNo slide decks48h shortlistProof, not promisesVetted engineersClear scope firstReal outcomes onlyGenAI-firstNo bad fitsExecution, not adviceFull-stack AIFast, not rushedYour IP, alwaysMLOps-readyHonest about limitsSpecific beats vagueProduction or nothingOne clear doneSenior judgmentOwn the outcomeStart MondayZero fluffClean handoffBuilt for CTOsDagster partnerUS-focusedSeed to Series CShip to productionSenior talent onlyNo slide decks48h shortlistProof, not promisesVetted engineersClear scope firstReal outcomes onlyGenAI-firstNo bad fitsExecution, not adviceFull-stack AIFast, not rushedYour IP, alwaysMLOps-readyHonest about limitsSpecific beats vagueProduction or nothingOne clear doneSenior judgmentOwn the outcomeStart MondayZero fluffClean handoffBuilt for CTOsDagster partnerUS-focusedSeed to Series C
How we work
Principles we actually operate by.
001
Specific beats vague, always
We communicate in concrete terms: what is being built, what the milestones are, what "done" means, and where the risks are.
002
No project starts without a clear "done"
The best AI work does not begin with hype. It begins with a real problem, a real scope, and a clear understanding of what success looks like in production.
003
We'd rather say no than force a bad fit
Whether it's embedded talent or project work, the wrong fit creates more drag than value. We would rather narrow scope, adjust the team, or say no than force something that shouldn't happen.
004
Modern AI delivery spans the full system
Models matter. So do data, infrastructure, evaluation, product integration, and handoff. We work across the full stack required to make AI usable in production.
Work at Eventum.
We care about serious work, clear thinking, and systems that matter. The teams we support are building real AI products and infrastructure — not demo theatre.
- Work judged by what ships, not time online
- Real AI product and infrastructure work
- High-caliber clients across startups and growth-stage teams
Two ways to work with us
Need AI help that actually ships?
Tell us what you're building, where you're stuck, or what capability you need.