The start-up's top candidate is meant to make ammonia more efficiently through the Haber-Bosch process, and it has raised $10 million. A better catalyst for a high-volume chemical could cut costs at existing plants.
In one 2026 study, only 19% to 37% of AI-generated HAZOP scenarios held up. Use AI for defined checks against existing data, decide up front what it may and may not do, and keep the PHA team in charge of conclusions. A PHA is a team's judgment on how a process can go wrong, not just a document.
It predicts UV correction factors from a molecule's structure. XtalPi reports a 4.74% mean yield error across 178 reactions, a vendor figure, and results depend on the compounds and analytical conditions.
For process chemists: estimate yields from LC-UV runs without making a pure reference sample first.
An open source takeoff tool with a built-in MCP server, so an agent like Claude Code can measure rooms, count symbols and work out materials and waste.