# Fractile is developing hardware aimed at addressing what it sees as one of the major constraints on advanced AI systems.

*semiconductor, genai · news · 2026-05-14 · Scientific Computing World*

## Key points

- Fractile is developing a new hardware architecture specifically for AI inference tasks.
- The hardware aims to reduce both time and cost for generating outputs from large AI models.
- Fractile was founded in Oxford and directly targets the inference bottlenecks faced by advanced AI systems.
- The company's technology is designed for faster and cheaper large-model deployment in AI applications.

Fractile is developing hardware aimed at addressing what it sees as one of the major constraints on advanced AI systems: the time and cost required to generate outputs from increasingly large and complex models. Credit: Gorodenkoff/Shutterstock Oxford-founded chip company targets AI inference bottlenecks with new hardware architecture designed for faster and cheaper large-model deployment Register for FREE to keep reading Join 12,000+ scientists, engineers, and IT professionals driving innovation through informatics, HPC, and simulation with: Insights into HPC, AI, lab informatics & data Curated content for life sciences, engineering & academia Access to Breakthroughs: real-world computing success Free reports & panels, including the Lab Informatics Guide White Papers & software updates for smarter research Sign up now Already a member? Log in here Your data is protected under our privacy policy.

**Companies:** Fractile
**Countries:** United Kingdom

[Read the full story on Scientific Computing World](https://www.scientific-computing.com/article/fractile-raises-220m-develop-next-generation-ai-inference-hardware)

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