ai.market

Private beta

Train models across organizations without moving the data.

Five organizations, one model, raw data never leaves the perimeter. The aggregator runs in a sealed enclave; we provide the orchestration, the cohort owns the math.

Private beta — request access.

Request accessWhat is verifiable

What it is

Federated training for organizations that cannot pool data.

AIM Federate is the marketplace function for training AI models across organizations that cannot pool their data. Each organization runs training locally on its own infrastructure. The aggregator runs in an AWS Nitro enclave with reproducible builds, signed attestation, and verifier CLI checks before data flows.

Each organization keeps custody of its data. The cohort owns the resulting model. ai.market handles discovery, KYB checks, escrow, billing, and dispute resolution.

Private beta wedge

Fintech fraud and AML.

Regulation makes it hard for banks, payment processors, and fintechs to pool transaction data for fraud detection. AIM Federate lets a cohort train a shared fraud model without anyone moving raw transaction data. We are starting with fintech. If you operate in a regulated industry with similar data-pooling pain, get in touch.

How it works

Cohort setup, enclave training, escrow settlement.

  1. 1

    Define the cohort.

    Five organizations or more, all needing a model on data they cannot pool. KYB and escrow checks happen before the campaign starts.

  2. 2

    Set up the enclaves.

    Each organization runs the local aggregator in an AWS Nitro enclave with reproducible builds, signed manifest binding, two-key custody, and verifier CLI checks.

  3. 3

    Train.

    Each organization trains locally on its own data. The aggregator coordinates rounds with participant events and coordinator quality scores.

  4. 4

    Settle.

    ai.market handles escrow release when the cohort accepts the trained model. The cohort owns the model.

What is verifiable

The claims stay attached to evidence.

Claim
Evidence
Forbidden statements
Raw data does not leave the perimeter.
Enclave attestation and signed manifest with PCR8 binding.
No generic “protect your data” claim without the attestation chain.
The aggregator runs in a sealed enclave.
AWS Nitro Enclave plus reproducible build verifier CLI.
ai.market does not host the aggregator; each organization runs it in its own AWS account.
Only aggregated updates leave the enclave.
Cryptographic receipts plus dual-signal metering.
No differential privacy claim unless a campaign explicitly opts into bounded DP parameters.
The cohort owns the model.
Settlement contract and escrow release.
ai.market does not take a model royalty after settlement.
Lead gating requires KYB and escrow.
CRM review task and business-day SLA.
ai.market does not provide KYB or legal, compliance, financial, or money-transmission services.

Request access

Tell us what role you want in the cohort.

Submissions route to the public federate request-access endpoint when that backend chunk is deployed. ai.market does not auto-create accounts from this form.

Thanks. We will get back to you within 5 business days. If your access is approved, we will reach out to the work email you provided to start the KYB and escrow setup.

Not running federated learning? You might want to Find Data, Sell Data, or check our Partner Program.