Applied AI Hub · FDE Teams

We deploy AI
into your workflows.

Certified FDE teams, matched by agents, delivered under one Brix contract and paid by milestone.

What needs to ship?Live
Describe the deployment, not the vendor Get a proposal →
200+Certified teams
48hTo a staffed proposal
1Contract, paid by milestone
Every deployment is delivered by Brix, staffed from 200+ certified teams — boutique agencies, FDE crews and AI-native labs — across customer deployments, harness, inference and post-training.
HF0Plug and PlayNVIDIA Inception
Work with Brix

Three ways to get AI into production.

01

Hire applied-AI talent

FDEs, AI engineers and domain experts, placed directly on your team by Brix's hiring agents.

Agentic hiring →
02 · This page

Bring in an FDE team

A certified team or agency for a deployment — matched in 48 hours, delivered under one Brix contract, paid by milestone.

Get a proposal →
03

Tailor-made enterprise AI

Brix scopes and delivers the whole thing — team, data and evals, models and inference — on one contract.

Talk to us →
What we deploy

Four kinds of deployment work.

Customer deployments

Your product, live at your enterprise customers — integration, security review, go-live. Under your badge.

Under your badgeIntegrationGo-live

Agents & workflows

RAG, agents and the workflow around them, from pilot to production.

RAG & agentsWorkflowsProduction

Harness & evals

Tool routing, guardrails, memory, graders — and the eval gate that decides what ships.

HarnessGradersEnvironments

Models

Open-weight models served on your cloud and post-trained on your data.

InferenceSFT / DPO / RLYour cloud
Open-model depthTeams that run GLM, Kimi, Qwen and DeepSeek in production, not just on benchmarks.
Global cost baseSenior teams in China, Canada, Singapore and the US, at a fraction of a US-only rate.
Brix accountableOne contract, one vendor. Brix scopes the work, holds the funds, owns the delivery and settles disputes.
The bench

The teams behind every deployment.

200+ certified teams, listed by what they've shipped. Brix staffs each deployment from here. Names after a match.

Preview · sample entries
Elite teams — agencies, FDE crews, post-training and inference labs — partner with us.Tell us who you are. Certification comes later, only for client work.
Apply to join →
How Brix delivers

You brief. Brix scopes, staffs and delivers.
You pay by milestone.

01
Brief

Describe the deployment.

The problem, the systems, the data, the date.

02
Staff · 48 hours

A staffed proposal.

Agents pick from the certified bench. You meet the team, see what they've shipped, call a reference.

03
Contract

One agreement, with Brix.

Brix is your vendor of record, through the Brix entity that fits your jurisdiction — US, Cayman or local. IP assigned to you; NDA and data terms flowed down to every engineer. Scope, team and price in one proposal, the team's rate and Brix's fee on separate lines. You fund the first milestone only.

04
Deliver

Milestone, accept, release.

Brix holds each milestone until you accept it; a milestone you don't accept isn't released. Work stays in your repo and your cloud. If a team stalls, Brix replaces it on the same terms; unreleased funds stay yours.

Milestone ledger · SF·SH-03Sample
✓
M1 · Ingestion + eval setAccepted · released
$12,000
✓
M2 · Retrieval + security review packAccepted · released
$16,000
●
M3 · Pilot cohort rolloutIn progress · funded, held by Brix
$12,000
4
M4 · Handover + runbooksNot yet funded
—
Funded$40,000
Released$28,000
Get a proposal →A staffed proposal within 48 hours of your brief.
Why Brix

We hire them. We build with them.
We measure them.

Hire
500+

AI companies hire applied-AI talent through Brix.

From frontier labs to the startups building on them. The people who certify the bench place FDEs every day.

200,000+ member network · 960M+ profiles
Build
Closed → open

Our own agents, our own harness, our own post-training.

Brix is an agentic AI company. Our agents went from closed models to open ones we fine-tuned and post-trained — every step your deployment goes through, we've run in production.

Our hiring agents run in production, on our own stack
Measure
Human data

Evals and expert data are a Brix line of business.

Domain experts, labeling and RL environments for teams training and evaluating models. Production is decided at the evals step — the step most teams can't do alone.

Expert evals · labeling · RL environments
Teams atGoogleByteDanceLumaFireworksGMI Cloudbuild their AI teams on Brix
For agencies, FDE teams and AI-native labs

Getting AI into real workflows is the hardest problem left.
Solve it with us.

Global clients, matched to your team by brief — without the sales cycle, the collections risk or the paperwork.

$
Funded before you startEvery milestone is escrowed before kickoff.
¥
Paid where you areUSD, CAD, SGD, HKD or RMB. Settlement handled.
↑
A tier that compoundsEvery verified deployment moves your ranking.
How teams join

Four steps to the bench.

STEP 1

Say hello

Who you are, what you do, how you'd like to work together. Two minutes.

STEP 2

We talk

A short call about where you fit. Teams heading into client work complete a fuller application.

STEP 3

Verification

We get on a call and verify what's relevant — a walkthrough, sometimes a build or a client check.

STEP 4

Certified and listed

Contracts signed once; every engagement runs on them.

CertifiedPassed every stage.
Preferred3+ Brix-verified deployments. Priority matching.
Premier10+ verified deployments, or a recognized leader in its field. Named on the directory.
Questions

Before you brief.

Where does our data go?

Nowhere. Work happens inside your repo, your cloud and your access controls; teams never take a copy. Need US-only staff? Say so in the brief.

Who owns the IP?

You do. Brix's master agreement assigns all work product to you and flows the same terms to every engineer on the team.

What if the team doesn't deliver?

An unaccepted milestone isn't released. If a team stalls, Brix replaces it and the remaining milestones continue.

Can Brix also supply models, tokens or data?

Yes. When a deployment needs inference, post-training, evals or labeled data, Brix scopes it into the same contract and the same milestones — through its certified labs and its own human-data line.

Can we hire someone from the team full-time?

Often. If the engineer is employed through Brix, they convert directly. If they belong to a partner agency, Brix negotiates the transfer with the agency on your behalf. Either way, Brix's hiring agents already have the full context of the engagement and can find and place the closest match.

Bring us the deployment.