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"Abundant provides specialized human operators for agent edge cases, ensuring 100% reliability while generating training data."
Founded by Jesse Hu, Ke Huang & Meji Abidoye
Who the founders are
Jesse, Ke, and Meji are experts in AI, bringing deep experience from leading companies. Jesse built planning systems for autonomous vehicles at Waymo, where the team demonstrated that combining human teleoperations with autonomous agents could reduce collisions by 85% while enabling full-scale deployment. Ke scaled content classification systems with human labelers at YouTube's 2.5B user scale and led compliance engineering at Brex. Meji architected EC2 instance provisioning infrastructure at AWS and has scaled hiring at previous startups.
Abundant provides specialized human operators who handle agent edge cases, ensuring 100% reliability while generating training data.
https://www.youtube.com/watch?v=o55IoVw50CQ
Why Abundant Was Built
After working with hundreds of AI agent builders across several industries, the founders observed a critical pattern: demos are easy, but production applications are hard. Agents perform well in a constrained environment, but fail unexpectedly in the wild, making them unreliable for production use.
This problem is especially acute in regulated industries. Healthcare companies need 99.99% accuracy for patient safety. You can’t risk hallucination in Legal or Financial services. Agents just cannot meet these requirements alone.
What's worse, companies are forced to choose between two bad options:
- Maintain large, expensive in-house operations teams
- Ship unreliable AI features and risk customer trust
Abundant was built to solve this. Their trained human workforce steps in exactly when your AI needs help, enabling you to meet strict quality requirements while scaling efficiently.
Use Cases
Web & Computer Agents: Operators guide AI through complex user flows and teach new navigation patterns. Example: Handling multi-step checkouts with unexpected popups
Expert Document Review: Experts catch subtle compliance issues and help AI understand context. Example: Identifying non-standard contract clauses
Customer Support: Operators take over or approve actions where LLMs fail today. Example: Adjudicating a nuanced dispute
Safety & Security: Experts review agents for safety, compliance and security risk. Example: Catching advanced cybersecurity and CBRN risks
How It Works
Connect your AI agent to the Abundant human workforce
- Simple API integration
- Automatic routing of edge cases to human operators
- Seamless fallback when AI confidence is low
Get enterprise-grade reliability
- SOC 2 compliant operator network
- Fully auditable decision trails
- Scale up/down instantly based on your needs
Improve your AI with human insights
- Every human interaction generates training data
- Continuous model improvement
- Performance analytics dashboard
Learn More
🌐 Visit www.abundant.ai to learn more.
📨 The founders are asking for referrals to companies currently looking for human operators.
🧘 Try Abundant if you want to deploy AI features with absolute peace of mind.
🤝 Refer the founders to talented people looking for work or join the Abundant talent network. Book a time here or email the founders here.
👣 Follow Abundant on LinkedIn & X.
