Astut, an Oxford University spin-out developing AI for unprecedented decision-making, has raised £1.6m in seed funding to help companies and institutions tackle crises and demanding challenges for which historical data is lacking.
The round was co-led by East X Ventures and Sure Valley Ventures (SVV), with participation from the UK Innovation & Science Seed Fund (UKI2S), managed by Future Planet Capital.
Founded in April this year by Professor Pete Grindrod CBE, a mathematician at the University of Oxford and founding trustee of the Alan Turing Institute, Astut’s groundbreaking “Hybrid AI” technology is designed to make transparent, verifiable decisions under conditions of uncertainty and limited precedent – areas where traditional AI models fail.
Astut’s technology addresses so-called High-Stakes Unseen Decisions (HSUD) – scenarios in which there is no prior case data. This may include responding to emerging crises, supply chain disruptions, or strategic once-in-a-lifetime opportunities where the outcomes have no comparable historical context.
Based at Culham Science Center in Abingdon, Astut’s hybrid AI combines two complementary layers: a logical reasoning engine based on symbolic AI principles and a creative generative layer based on large language models.
Taken together, these AI systems make it possible to generate and justify decision options based on reasoning that satisfies a defined set of hard and soft constraints – providing an explainable and verifiable basis for human decision-makers.
Professor Pete Grindrod, founder and CEO of Astut, said: “Traditional AI breaks down when faced with new, high-risk situations without data. Astut offers organizations the ability to make safe and transparent decisions when there are no precedents.”
“This funding will enable us to strengthen our defense, energy, retail and finance partnerships and embed our technology into partner platforms so it can reach those who need it most. Our creative AI is radical – and it is the start of what could become a sovereign capability for the UK.”
Barry Downes, Managing Partner of Sure Valley Ventures, said the company supports Astut’s mission to integrate explainable thinking into AI across key sectors: “Astut is redefining how companies apply AI to complex, high-risk decisions. Pete and his team have developed a reasoning engine specifically designed for environments where AI needs to justify and verify its findings – a critical need for sectors such as defense, energy and retail.”
Rory Scott Russell, General Partner at East
The funding coincides with the government’s designation of the Culham Campus – where Astut is based – as the UK’s first AI Growth Zone, designed to support government AI infrastructure and private investment in research and development.
Mark White, Investment Director at UKI2S, said Astut is an example of the UK’s leadership in deep tech: “We invest at the frontier of innovation, where uncertainty is not a risk but an opportunity. Astut’s technology brings clarity to demanding, data-poor environments – exactly the type of capabilities the UK needs to develop and protect.”
Although Astut is only six months old, it is already in discussions with defense, energy and financial organizations, including the Ministry of Defense and partners in the UK’s fusion energy program, to test its technology.
The company plans to commercialize its hybrid AI through distribution partnerships and embed its reasoning systems into other platforms to support decision-making across multiple industries.
As the global market for explainable and verifiable AI grows rapidly, Astut’s approach – which combines mathematical logic with generative creativity – positions itself at the intersection of innovation, ethics and strategic autonomy.
