neuro-symbolic-ai
(3)
The Chatbot Company That Bet Against the Chatbot Hype
Inbenta spent nearly two decades teaching machines to actually understand a sentence. When the generative-AI gold rush arrived, that patience turned out to be the moat.
Simular
Simular is a Palo Alto-based AI company building autonomous computer-use agents that operate desktops, browsers, and phones the way a person does - clicking, typing, and navigating graphical interfaces. Its open-source Agent S framework and its always-on assistant Sai use a neuro-symbolic approach that turns exploratory agent runs into deterministic, auditable code to reduce hallucinations. Founded in 2023 by former Google DeepMind researchers Ang Li and Jiachen Yang, Simular has raised about $26.5M and posts state-of-the-art results on computer-use benchmarks.
BeyondAI
BeyondAI (formerly Beyond Limits) is an industrial and enterprise AI company born from technology developed at Caltech's NASA Jet Propulsion Laboratory. Founded in 2014, it builds hybrid, neuro-symbolic AI that pairs machine learning and generative AI with rule-based reasoning to deliver explainable, human-like decisions in high-stakes sectors such as energy, oil and gas, manufacturing, utilities and healthcare. Backed by investors including Group 42 and bp ventures, the company raised a $133M Series C in 2020 and rebranded to BeyondAI at LNG2026.