Platform

From scope to shipped dataset, in one private workspace.

Spin up a project, invite your own labelers, run them inside Worqgrid Studio, and pay them on-chain. No public marketplace, no vendor lock-in, no per-task software fees.

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How it works

Four steps from project setup to paid contributors

Step 01

Set up your project & rubric

Create a project, define task type (text, image, audio, video, RLHF), upload guidelines, and set the IAA baseline. Bring your own data via S3/GCS/upload/API, or start from a Worqgrid curated dataset.

  • → Guided rubric editor with versioned guidelines
  • → S3, GCS, direct upload, or REST API for datasets
  • → Trial-task and IAA-cutoff calibration built in
New project Draft
Task type
Text classification NER RLHF
Dataset source
s3://acme-train/medical-notes/ · 12,400 items
IAA baseline
Cohen's κ ≥ 0.78 · 50-item trial
Step 02

Invite & vet your labelers

Send invites to your existing roster or domain experts you've recruited. Worqgrid handles platform-level checks (identity, NDA, wallet); you run rubric calibration and decide who joins the project.

  • → Email-link invites with role assignment
  • → Identity & NDA collection at network onboarding
  • → Trial tasks scored automatically against your gold set
Invitations 12 sent · 9 accepted
  • AM
    Aria M.
    RN · trial 48/50
    Passed
  • JL
    Javier L.
    MD · trial 47/50
    Passed
  • PK
    Priya K.
    PharmD · trial 31/50
    Below cutoff
Step 03

Run work in Worqgrid Studio

Worqgrid Studio is built into the platform, first-class annotators for text, image, audio, and video. Auto-routing, QA review queues, and live IAA tracking keep quality high without extra tools.

  • → First-class text, image, audio, video annotators
  • → RLHF preference ranking as a text-annotator config
  • → QA queues, blind reviews, and live IAA per labeler
Studio · text · NER Item 184 / 2,000
The patient was prescribed amoxicillin 500mg for a suspected streptococcal infection following her visit on March 14.
DRUG · 3 CONDITION · 2 DATE · 4 κ 0.84 live
Step 04

Approve and pay on-chain

Approve work in batch, then disburse contributor payouts in tokens from Solana or Ethereum. Non-custodial: your tenant treasury is a Safe multisig, Worqgrid never holds your keys or funds.

  • → Solana & Ethereum payouts, batched per cycle
  • → Non-custodial Safe multisig per tenant
  • → Threshold-based KYC + Chainalysis screening
Payout batch · Apr 28 Ready to sign
  • Aria M. 2,140 items 428 USDC · Base
  • Javier L. 1,980 items 396 USDC · Solana
  • Priya K. 1,750 items 350 USDC · Solana
3 contributors · Safe multisig 2-of-3 Total 1,174 USDC

By the numbers

5
Annotator types

Text, image, audio, video, RLHF, all built in.

2
Payout chains

Solana & Ethereum, with stablecoin support.

0
Per-task fees

Flat monthly subscription. No usage markup.

100%
Non-custodial

Your treasury, your keys. Safe multisig.

Run your AI training stack on Worqgrid.

First three months free for beta tenants. Bring your own labelers, your own data, your own custody.

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