Side-by-side comparison of AI visibility scores, market position, and capabilities
Raised $80M Series A (Mar 2026). Claims 3x-10x AI inference speedup at equivalent cost and power. Founded by Stanford professor and previously-exited founder.
Gimlet Labs is an AI inference optimization company that claims 3-10x speedup for AI model inference at equivalent computational cost and power consumption — addressing the inference efficiency problem that has become a top-5 engineering concern as AI workloads dominate computing budgets. The company raised $80 million in Series A financing in March 2026, founded by a Stanford adjunct professor and Zain Asgar, a founder with a prior successful exit.
Adept AI raised $415M to pioneer computer-use AI agents; its core research and agent team moved to Amazon in 2024 in a landmark talent acquisition while the company continues developing ACT-1 for enterprise automation.
Adept AI was founded in 2022 by a team of former OpenAI, DeepMind, and Google Brain researchers to build AI that can take actions on computers — navigating software interfaces, filling forms, and executing multi-step workflows in any application. Its ACT-1 model demonstrated the ability to control web browsers and desktop applications through natural language instructions, pioneering the computer-use agent paradigm that Anthropic later commercialized with Claude's computer use feature.
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