What we do
Five ways forward.
One team to see it through.
From the first decision to the system you run every day — advice and delivery from the same team.
The five
Advise
Where to start for the highest or quickest ROI, how much to bite off, and what results to expect by when.
Learn more →Build
Design and build custom operational systems and products on frontier models.
Learn more →Implement
Deploy into production — integrated, governed, and running against real workloads.
Learn more →Educate & Train
Train your people on best practices and what is possible within your constraints.
Learn more →Manage
Measure, optimize and evolve the systems after launch, so value compounds.
Learn more →
Not sure which one you need? That’s the first conversation.
Services · 02 / 05
Custom systems, built on frontier models.
Design and build custom operational systems and products on frontier models — by the people who trained and evaluated them.
Trusted by frontier labs and leading hyperscalers
What you get
Everything it takes to run it, and keep it running.
- 01A working systemRunning on your data, not a slide of what could be.
- 02Model selection, provenBacked by an evaluation harness tuned to your tasks.
- 03Controls from day oneGuardrails, logging and cost controls built in, not bolted on.
- 04Full ownershipFull source and documentation. You own all of it.
How it works
Short loops, real evaluations, no black boxes.
You see it working within weeks, and every claim comes with a test you can rerun.
- 01ScopeDefine the job, the success metric and the failure modes that matter.
- 02PrototypeA thin end-to-end version in front of real users within weeks.
- 03EvaluateRegression tests and benchmarks written for your workload.
- 04HardenSecurity, observability and cost tuning before anything ships.
Why Avanta
The AI research value loop.
Advice grounded in research we run ourselves, from the people who build and train these models.
- 01We helped build these models. We know their limits.Private benchmarks and regression tests show where each model excels and where it falls short, so our advice starts from evidence.
- 02We advise and engineer around those gaps.That knowledge grounds the call to build, buy, wait or decline. What we build fits your business; what we evaluate gets stress-tested.
- 03We observe and improve in production.Once live, evaluations, performance data and human feedback drive continuous improvement, with leading AI labs involved when needed.
- 04The learning compounds.Each iteration sharpens the solution, and each engagement sharpens the next: model selection, evaluation, architecture and advice.
The result
An advisory relationship that compounds. We retain your institutional context, sharpen our recommendations over time, and help every AI decision start further ahead than the last.
The rest of the line
One team from advice to something you run every day.
Have something worth building? Let’s scope it.
Thirty minutes with a senior partner. No deck, no pitch — just where we’d start.