Inception
Updated: November 18, 2025
The team
Country: USA | Funding: $56M (+)
Founded: 2024
Website: https://www.inceptionlabs.ai/
Inception is building diffusion generative models for code and text. Diffusion models are mostly used to power image-based AI systems like Stable Diffusion, Midjourney, but Inception says that diffusion-based LLMs can be also much faster and efficient than auto-regression (GPT) models. Where auto-regression models have to execute operations one after another, diffusion models can process many operations simultaneously. Unlike GPT that work sequentially and predict word by word based on the context, diffusion models modify the overall structure of a response incrementally until it matches the desired result. They also have more flexibility in how they utilize hardware. Inception's Mercury model, designed for software development is already integrated into a number of development tools.
Founded: 2024
Website: https://www.inceptionlabs.ai/
Inception is building diffusion generative models for code and text. Diffusion models are mostly used to power image-based AI systems like Stable Diffusion, Midjourney, but Inception says that diffusion-based LLMs can be also much faster and efficient than auto-regression (GPT) models. Where auto-regression models have to execute operations one after another, diffusion models can process many operations simultaneously. Unlike GPT that work sequentially and predict word by word based on the context, diffusion models modify the overall structure of a response incrementally until it matches the desired result. They also have more flexibility in how they utilize hardware. Inception's Mercury model, designed for software development is already integrated into a number of development tools.
