Labelbees for Startups
Build production-grade Physical AI, faster.
Qualified startups get credits and access to the Labelbees operating platform — curate data, run and evaluate any model at scale, and ship reliable Physical AI without scaling headcount.
Built for Physical AI Startups
Building AI for the physical world is different. Success depends on more than models—it depends on the quality of data, evaluation, and feedback loops behind them.
Labelbees is the operating platform for that work: curate multimodal sensor data, run and evaluate any model at scale, and improve continuously — all in one place.
Because in Physical AI, moving fast isn't enough. Your systems have to work in the real world.
What You Get
Everything you need to turn real-world sensor data into reliable Physical AI systems.
Multimodal Data Curation & Ingestion
Bring raw sensor streams into the platform and turn them into training-ready signals models can learn from.
Model Catalog & Large-Scale Inference
Run any model — open, closed, or platform — at scale, compare them side by side, and download results.
Model Evaluation & Benchmarking
Benchmark models against real-world scenarios, analyze failure modes, and drive continuous improvement.
Built for Physical AI Systems
Purpose-built for robotics, autonomous systems, geospatial AI, and other high-stakes Physical AI environments.
End-to-End Physical AI Lifecycle
Covers the full cycle — research, fine-tuning, testing, evaluation, and production deployment.
Expert-in-the-Loop Review
Optional expert review against your guidelines, built into the platform when you need an extra layer of confidence.
Fast, Reliable Engineering Support
Responsive support to integrate quickly, resolve issues, and keep your development velocity up.
Up to $50K in Credits
Apply credits across data, inference, evaluation, and expert review based on your program tier.
Program Tiers & Eligibility
Platform credits and support for teams building Physical AI — from first training signals to production systems.
Build Tier
For teams turning raw sensor data into their first training signals for Physical AI models.
Benefits
- Platform access to curate, structure, and manage multimodal data
- Run and evaluate models via the model catalog — open, closed, or platform-hosted
- Inference at scale with downloadable results
- Expert-in-the-loop review, available on demand
- Up to $5,000 in platform credits
Eligibility
- Early-stage teams building AI-first products or conducting research
- Working with real-world data or early model development
- Open to startups, research labs, and independent teams
Scale Tier
For teams scaling Physical AI performance and reliability toward production.
Benefits
- Higher data volumes and larger collections
- Large-scale inference and model benchmarking across the catalog
- Custom evaluation criteria and benchmarks for your use case
- Priority support with defined SLAs
- Up to $10,000 in platform credits based on usage and volume
Eligibility
- Teams actively improving models and moving toward production
- Demonstrated product, model, or dataset traction
- Active iteration on real-world AI systems
- Must be legally incorporated
Operate Tier
For teams operating production Physical AI systems with continuous sensor data and evaluation
Benefits
- Continuous data curation and evaluation for production AI
- Ongoing large-scale inference and system-level benchmarking
- Advanced, system-level validation and monitoring
- Strategic guidance for maintaining reliability at scale
- Up to $50,000 in platform credits, with custom, volume-based pricing
Eligibility
- Teams running production AI systems with ongoing data and evaluation needs
- Significant scale in data, models, or system complexity
- Building AI-native products or infrastructure
- Must be legally incorporated
All applications are reviewed to ensure strong alignment with the program.
How You Can Contribute
Share Real-World Feedback
Participate in Case Studies
Reference Labelbees as a Key Partner
Provide insights from your use cases and edge cases to help us refine the platform.
With your approval, we may feature your work and outcomes.
Optionally mention us in technical, product, or investor-facing materials.
Share Real-World Feedback
Provide insights from your use cases and edge cases to help us refine the platform.
Participate in Case Studies
With your approval, we may feature your work and outcomes.
Reference Labelbees as a Key Partner
Optionally mention us in technical, product, or investor-facing materials.
Frequently Asked Questions
From Raw Sensor Data to Trusted Physical AI
Access the operating platform to build, evaluate, and ship reliable Physical AI systems — with startup credits to get moving fast.
Get startedFor VCs, Accelerators, and Ecosystem Partners
Give your portfolio a head start on Physical AI. Partner with Labelbees to bring your companies onto the operating platform, with credits and hands-on support to reach production faster.
Become a partner