Build production-grade datasets to train tailored AI models
Caudals links your ML team with certified contributors, reviewer pods, and automated payouts so every dataset sprint ships faster without compromising compliance or governance.
My contributions
Total earnings
$12,640
From 84 approved submissions
Pending
5
$420 if approved
Approval rate
92%
77/84 approved
Rejected
2
Review notes to improve
Your submission history across all datasets
Industrial robot downtime logs
ApprovedStreet images for autonomous driving
PendingHealthcare patient anonimized records
ApprovedReal estate images for property valuation
ApprovedEcosystem fit
Plug Caudals into the stacks you already run
Approved batches sync into NVIDIA, PyTorch, Hugging Face, Pandas, Snowflake, every major cloud, and the payout rails your finance team trusts.
Caudals operating layers
Interactive tooling for every stage of dataset ops
Switch between the layers to see how briefs move from planning to contributor pods, quality loops, and delivery rails.
Blueprint Studio
Guided briefs keep governance and incentives aligned
Version-controlled templates capture modalities, consent rules, target personas, and payout ladders in minutes.
- Region-aware consent + compliance packs
- Pricing models + reviewer SLAs in one doc
- Auto handoff to contributor ops
Why ML teams choose Caudals
Operational excellence, delivered as a platform
Layer human expertise with automation to keep your dataset programs measurable, compliant, and fast.
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.
How it works
One platform, two seamless experiences
Toggle between organizations and contributors to see how each role moves through the Caudals loop.
How ML teams work on Caudals
Step 1
Post a blueprint
Define modalities, acceptance criteria, payouts, and compliance guardrails with the blueprint wizard.
Step 2
Match or invite contributors
Auto-match certified pods or bring your own community. Training and device checks run instantly.
Step 3
Review with QA pods
Reviewer cohorts apply rubrics, request resubmits, and keep a full audit trail before approvals.
Step 4
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.
Partnerships
Partner with Caudals to co-design research programs, educational cohorts, or strategic distribution alliances
Unlock a dedicated Caudals Labs pod to architect bespoke datasets, energize your contributor community, or co-brand initiatives with universities and enterprises. We compress months of planning into a single aligned track.
Blueprint to launch
10 days
Sponsored brief CTR
↑ 2.8x
University pods
36 campuses
Blueprint sprints
Co-design dataset specs, contributor personas, and QA protocols with Caudals Labs in ten focused days.
Custom cohorts
Spin up regional contributor pods or university partnerships with live enablement and certification.
Signal amplification
Feature your briefs, run paid campaigns, and place sponsored requests at the top of the browse feed.
Partnerships turn your briefs into sponsored placements, curriculum-aligned cohorts, and co-branded activations. Loop in universities, research labs, or internal communities and we'll run the playbook end-to-end.
Keep exploring
Resources to accelerate your next dataset sprint
Save time with proven playbooks, security documentation, and planning templates used by teams already live on Caudals.
Custom plans for ML teams, research labs, and enterprise partners
Mix project-based briefs when you need a focused sprint or retain an embedded Caudals pod for managed operations. All plans bill only on approved submissions.
Launch
For teams kicking off a single modality or pilot program with guided support and curated contributors.
- Dataset blueprint + governance checklist
- Curated contributor pod & training toolkits
- Reviewer workspace with consensus scoring
- Stripe Connect payouts & compliance
- Email + async support
$4,500/month
Scale
Designed for companies running multiple modalities, custom tutorials, and regional contributor cohorts.
- Dedicated success manager & QA lead
- Contributor certification & requalification
- Custom tutorials + branded contributor portal
- Slack support with 4-hour SLA
- Insights reporting & quarterly roadmap reviews
$9,900/month
Enterprise
Bespoke engagements with architecture co-design, promotional placement, and private deployments.
- Embedded data ops pod & solution architects
- Dataset design + AI architecture consulting
- Private or regional deployments (VPC/on-prem)
- Featured marketplace placement & ads
- Executive reviews + procurement support
Custom
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.
Next steps
Ready to co-build your dataset or partnerships program?
Jump straight into the dashboard to post a blueprint or head to the Partnerships tab to co-design a custom engagement with Caudals Labs.