Professional datasets for AI tailored
Caudals connects ML teams with certified contributors, reviewer pods, and automated payouts for faster, compliant dataset sprints.
Active Sprints
Ecosystem fit
Plug Caudals into the stacks you already run
Approved batches sync into every major cloud, ML framework, and the payout rails your finance team trusts.
Approval-linked billing
Requesters fund datasets and only approved submissions move through payout rails.
Ledger-backed transfers
Contributor payouts reconcile against transaction, wallet, and webhook consistency checks.
Security baseline published
Security controls, abuse prevention, and reliability procedures are documented for buyers.
Platform architecture
Interactive tooling for every stage of dataset ops
Guided briefs keep governance and incentives aligned
Version-controlled templates capture modalities, consent rules, target personas, and payout ladders in minutes.
Capabilities
Operational excellence, delivered as a platform
Any modality, any device
Image, text, audio, video, robotics, or sensor data. Desktop, mobile, wearables, and custom rigs all supported.
Verified contributor workforce
Layered vetting, ID verification, and device checks keep submissions authentic and diverse across 120+ countries.
Compliance & governance
Consent templates, audit trails, SOC2-ready exports, and regional storage controls keep legal teams comfortable.
Launch in days
Blueprint wizard, training flows, and pre-built reviewer pods unlock first approvals in under 48 hours.
Live telemetry
Track spend, throughput, and quality in one dashboard with alerts to Slack or email when thresholds slip.
Flexible economics
Pay per approved submission or embed an operations pod on retainer. No hidden fees or tooling tax.
Operations
One platform, two seamless experiences
How ML teams work on Caudals
Phase 01
Post a blueprint
Define modalities, acceptance criteria, payouts, and compliance guardrails with the blueprint wizard.
Phase 02
Match or invite contributors
Auto-match certified pods or bring your own community. Training and device checks run instantly.
Phase 03
Review with QA pods
Reviewer cohorts apply rubrics, request resubmits, and keep a full audit trail before approvals.
Phase 04
Export + payout
Approved batches sync to your stack while Stripe Connect issues payments and ledger exports.
Proof in numbers
Scaling frontier AI responsibly
Every metric combines human expertise and automation so you can trust the workflow end to end.
Approved data points
Image, text, sensor, and multimodal submissions cleared through QA.
Certified contributors
120+ countries, 40+ languages, every major device category.
Acceptance score
Average consensus score across reviewer pods.
Time to first batch
From blueprint approval to first accepted submission.
Contact
Talk with Caudals about your next dataset program
Use the public contact flow to start the conversation. We review fit, clarify scope, and move promising conversations into a focused working session fast.
First reply
48h
Working sessions
Weekly
Pilot scoping
Fast
Discovery calls
Talk directly with the team about scope, dataset modalities, and rollout constraints.
Pilot scoping
We map an initial pilot, estimate operational shape, and suggest the right commercial path.
Fast follow-up
We move quickly from email to a focused working session to start validating demand.
Need pricing context, a buyer conversation, or a tailored rollout? Start from one contact point and we will route the right next step fast.
Pricing
Plans for ML teams, research labs, and enterprise partners
Launch
For teams kicking off a single modality or pilot program.
- Dataset blueprint + governance
- Curated contributor pods
- Reviewer workspace
- Stripe Connect payouts
- Email + async support
Scale
For companies running multiple modalities and cohorts.
- Dedicated success manager
- Contributor certification
- Custom tutorials + portal
- Slack support (4h SLA)
- Insights reporting
Enterprise
Bespoke engagements with private deployments.
- Embedded data ops pod
- Dataset design consulting
- VPC / On-prem deployments
- Featured marketplace ads
- Executive reviews
Add-ons: dataset bootcamps, private Slack channels, or promotional placement. Mention them during your intro call.
FAQ
Answers before you schedule a walkthrough
Need more specifics? Book a call and we'll tailor the implementation plan to your governance, volume, and modality requirements.
Get started
Ready to scope your first dataset?
Tell us what you need to collect, review, or validate and we will route you to the right next step.