Abundant
Agent simulation and RL for researchers
Abundant is a business in b2b based in San Francisco, CA, USA, founded in 2014.
Profile
Hello! 👋
We are a team of former ML engineers, founders, roboticists and ops leads who obsess about data and its impact on safe, reliable AI.
We specialize in creating environments and datasets for RL by leveraging our experience in simulation and model training.
By the numbers:
• Powering 3 of the top 6 global AI labs and multiple Fortune 500 enterprises
• Billions of training tokens generated each month, 2x month over month
• Exclusive, global network of over 500 domain experts
We believe humans are inherently creative, and thrive by pushing the frontier.
We are working towards an abundant future--one where everyone has access to infinite intelligence, services and goods.
Based in San Francisco, CA. We enjoy good food and good company.
-- more info below --
Abundant is building the NVIDIA of training data. AI models rely on two fundamental ingredients: compute and data. NVIDIA, the leader in compute, has a peak market cap of $5T and generated $130B in revenue last year as the need for scaling compute has exploded. We believe the need to scale data is just beginning, as we move beyond SFT and human supervision to RL and Learning from Experience.
Our founding team consists of second-time founders, ML engineers and data leads from Waymo, Google, Meta and AWS. Our team has previously collaborated with DeepMind to classify hate speech in YouTube
Abundant is positioned in b2b, a segment that rewards a clear, focused offering.
San Francisco, CA, USA is where the company is located.
Directory data places it at the Fall 2024 stage.
Recorded headcount: 7 employees.
Directory analysis
Abundant is a B2B startup based in San Francisco that builds simulation environments and datasets for reinforcement learning research. Leveraging a team of former ML engineers, roboticists, and ops leads, it provides tools that generate billions of training tokens each month for AI labs and Fortune 500 enterprises. The company emphasizes safe, reliable AI and maintains a network of over 500 domain experts.
Positioning: Abundant occupies a niche in the AI research ecosystem, offering specialized RL simulation services to leading AI labs and large enterprises. Its focus on data quality and safety positions it as a partner for organizations needing robust training environments.
Note: The company operates with a small team of 7 employees.
Auto-generated directory analysis from public data · updated 12 Oct 2026. Informational only, not investment advice.
| Sector | B2B |
|---|---|
| Headquarters | San Francisco, CA, USA |
| Country | USA |
| Founded | 2014 |
| Employees | 7 |
| Stage | Fall 2024 |
Website: www.abundant.ai
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