PerfectBit, Inc.
We create a new kind of data for training AI models. Most LLMs are pre-trained on noisy web-scraped text, but they hallucinate and still fail on tasks that humans find trivial. PerfectBit creates high-quality training data that's correct by construction. We verify against physics simulators, scientific databases, formal proof systems. LLMs, robotics, AI for Science, and more.
Y Combinator
yc-company-directory #553We create a new kind of data for training AI models. Most LLMs are pre-trained on noisy web-scraped text, but they hallucinate and still fail on tasks that humans find trivial. PerfectBit creates high-quality training data that's correct by construction. We verify against physics simulators, scientific databases, formal proof systems. LLMs, robotics, AI for Science, and more.
sourcePerfectBit, Inc. is classified as AI infrastructure from source descriptions and fund-directory context. Similar companies below are ranked from offline product facets and meaningful description overlap; category and source affiliation can only strengthen an existing product match. For lookup-created rows, the profile starts as pending enrichment until deeper source collection runs.
Local clusters rerank extracted product concepts and description terms. The generated graph remains the fallback for sparse descriptions: offline reciprocal product-similarity graph: extracted concepts + description terms + bounded category/affiliation boosts. Minimum fallback score: 0; max competitors: 6.
Companies similar to PerfectBit, Inc.
A deterministic local cluster built from offline product facets and meaningful description terms. Category and selected-institution affiliation provide bounded tie-breaks. Open any peer to continue exploring its cluster.
InLoop Robotics
match 71We are building AI-native fulfillment powered by robotics. Warehouses without human labor that get better, faster, and cheaper with every order. Most robotics companies wait until their system is perfect before deploying. We don't. We ship imperfect policies into real warehouses, detect failures in real time, recover automatically when we can, and bring in a remote human operator when we can't. Every failure becomes training data. Every intervention makes the system better. The result is a fulfi
shared extracted concepts: robotics; shared product terms: robotic, human, most, system; shared product theme: developer infrastructure; same category: AI infrastructure; shared affiliation: Y Combinator
Lucidic AI
match 69Lucidic emulates model training without changing model weights. The last decade made models intelligent, but intelligence is not the same as experience. Humans do not get better by memorizing thousands of examples; we build learning systems around ourselves: skills, memories, critique, practice, tools, and guidance. And every person learns differently because every task is different. Lucidic brings that idea to AI agents by training a custom learning system for each agent, so it learns what to r
shared extracted concept terms: system, model; shared product terms: model, train, but, human; shared affiliation: Y Combinator
Hegel AI
match 69We build tools for developing applications with generative AI models. Whether you are using LLMs, vector databases, and text-to-image models like Stable Diffusion, our tools help you find the right model, prompt, configuration and consistently monitor their behaviors in production. --- **PromptTools**: the first open-source, developer-focused SDK for experimenting with and evaluating prompts, models, and vector databases. You can try the repo here: https://github.com/hegelai/prompttools. If you'
shared extracted concept terms: database, model; shared product terms: model, llms, database, text; shared product theme: developer infrastructure; same category: AI infrastructure; shared affiliation: Y Combinator
Sureform
match 64We collect high-quality human data, across diverse interactions and environments, to help advance the next generation of multimodal AI and robotics models.
shared extracted concept terms: robotic, model; shared product terms: model, human, high, quality; same category: AI infrastructure; shared affiliation: Y Combinator
Mantis
match 64Mantis is a digital twin company that combines LLMs with high-fidelity physics simulations in order to convert rare and difficult-to-access human behavior data into predictive models.
shared extracted concept terms: model, physic; shared product terms: llms, high, physic, human; same category: AI infrastructure; shared affiliation: Y Combinator
Ndea
match 58Ndea is building frontier AI systems that blend intuitive pattern recognition and formal reasoning into a unified architecture. # AI for Scientific Advancement Unlike all life before us, humanity's ascent is a story of ingenuity, not just biological evolution. Our progress has been driven by the curiosity to acquire knowledge, the ability to pass it on, and an intrinsic drive to innovate. We build technology which gives us leverage beyond our biology. We stand at the top of a knowledge and techn
shared extracted concept terms: scientific, system, formal; shared product terms: system, formal, scientific; same category: AI infrastructure; shared affiliation: Y Combinator