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Labelbees
Labelbees for Startups

Selected startups receive platform credits and technical support to connect multimodal data, evaluate and run models, verify outputs, and deliver results through one connected platform.

Applications are reviewed directly by the Labelbees team.

Designed forStartups and emerging teams building AI for the physical world.
What you receive

Start with the platform. Add what you need.

Connect multimodal data, evaluate and run models, verify outputs, and integrate results into your existing workflows—with platform credits and technical support to get started.

Platform

Build on the Labelbees platform

Curate multimodal collections, compare models, run batch workflows, analyze results, and route selected outputs to verification.

Platform credits

Reduce the cost of your first workflow

Receive platform credits based on program fit, anticipated usage, and the scope of your first workflow. Eligibility, limits, and duration are confirmed before onboarding.

Onboarding

Get your first workflow running

Get technical onboarding to connect data and models, configure your workflow, and define the outcome you need.

Workflows

Move from evaluation to production

Save validated configurations, run them across larger collections, and route results into verification and downstream workflows.

Verification

Add confidence where it matters

Route selected outputs through domain experts and specialized verification systems using your requirements and guidelines.

Infrastructure

Connect with your existing stack

Use Labelbees-managed or customer-controlled infrastructure and connect your existing storage, models, services, and endpoints.

What you can build

Build around your outcome.

Start with the result your team needs. Labelbees connects the data, models, workflows, and verification required to deliver it.

Data

Build trusted datasets.

Curate, structure, and verify real-world multimodal data for training, evaluation, and downstream workflows.

Curated · Structured · Verified · Ready
Model operations

Find what works. Run it at scale.

Compare models on proprietary inputs, identify failures, and run validated configurations at scale.

Compared · Validated · Scaled · Monitored
Operational intelligence

Turn real-world data into decisions.

Turn multimodal data into searchable events, structured signals, and analytics for downstream systems.

Indexed · Analyzed · Structured · Delivered
Eligibility

Built for teams building Physical AI.

We look for a clear connection between your product, real-world multimodal data, and an outcome the Labelbees platform can help deliver.

Strong fit

Your company

  • Is legally incorporated and actively building a product
  • Is developing robotics, embodied AI, autonomous systems, industrial AI, or another Physical AI application
  • Works with real-world video, images, audio, sensor data, or other multimodal inputs
  • Has a defined data, evaluation, model, verification, or analytics workflow
  • Can designate a technical owner to work with Labelbees
Also considered

Other teams with a strong fit

Later-stage startups and selected research teams may also be considered when their work aligns with the program and has a clear path to real-world deployment.

Venture funding is not required. Meeting the eligibility criteria does not guarantee acceptance.

How it works

A focused path from application to outcome.

Each accepted team starts with a defined scope, success criteria, platform credits, and technical support aligned to an achievable outcome.

01 · Apply

Tell us what you’re building

Share your product, stage, data and model setup, current bottleneck, and desired outcome.

02 · Review

Confirm program fit

We review your product, technical needs, and where the Labelbees platform can create meaningful value.

03 · Scope

Define the first outcome

Agree on the initial workflow, success criteria, platform usage, responsibilities, and support plan.

04 · Build

Start on the platform

Connect your data and models, run the workflow, and evaluate results against the defined outcome.

Hands-on support

Build with direct support.

Get platform access, credits, and hands-on technical support to take a defined workflow from setup to real results.

Labelbees provides

What you receive

01Platform credits
02Technical onboarding and workflow guidance
03Access to relevant platform capabilities
04A direct channel to the Labelbees team
Working together

Hands-on support around your workflow

01Regular workflow and implementation check-ins
02Help resolving failures, gaps, and edge cases
03Review of results against your success criteria
04Guidance as you move from evaluation to production
FAQ

Program questions.

No. Funding is not required. We evaluate your product, team, workflow readiness, and fit with the Labelbees platform.

Credits apply to eligible Labelbees platform usage defined for your program. Credit value, usage limits, and duration are confirmed before onboarding. Third-party services and specialized requirements may be quoted separately.

No. Credits apply to eligible Labelbees platform usage and are not transferable or redeemable for cash.

The program is primarily designed for incorporated early-stage Physical AI companies. Later-stage startups may also be considered based on program fit. Selected research and technical teams may participate by invitation.

No. Applications are reviewed based on program fit, workflow readiness, available capacity, and where Labelbees can create meaningful value.

No. Labelbees works with existing multimodal data as well as new collections as they are created.

If there is a potential fit, the Labelbees team will contact you to understand your workflow, confirm program fit, and define an initial outcome. Program benefits begin after acceptance.

Apply to the program

Start with the outcome that matters.

Tell us what you are building, where your current workflow is constrained, and what outcome would move your company forward.