Ideas catalog
Every idea we've derived from recent research — the ones marked “Prototype” come with a live demo you can try.
A high-value, specialized data-engineering play that solves the primary bottleneck of GraphRAG (indexing) for a high-budget vertical with proven extraction accuracy.
Backed by 3 papers
A highly focused, technically grounded CAE tool that solves a specific, high-cost failure mode in plastic part design using codified polymer physics.
A highly focused, technically grounded tool that solves a specific, high-value pain point for global brands by quantifying a known psychophysical illusion in print production.
A screening process for ADHD clinics to find and manage drug addiction risks in adult patients.
Backed by 4 papers
An ad-serving engine that predicts which ads will work by looking at the performance of similar ones.
Backed by 2 papers
A tool for foam suppliers that turns a customer's strength requirements into a precise mixing recipe.
Backed by 2 papers
A tablet tool helping bladder cancer patients choose between surgery alone or surgery with medication.
A service that helps carbon removal companies prove how much CO2 the ocean is actually absorbing in their project area.
A safety switch that stops an automated agent if it encounters a situation it wasn't programmed to handle.
Backed by 4 papers
A Python tool that helps programmers better predict seasonal data by changing how timestamps are encoded.
Backed by 4 papers
A pragmatic, low-complexity tool that solves a real governance pain point for OSS maintainers, though it lacks a deep technical moat.
A quality check tool that compares different math methods to see if they agree on when a part will fail.
A plugin that warns workers when they are using AI for tasks where it is known to make mistakes.
Backed by 2 papers
Classroom debate packs for middle schoolers based on math problems that have more than one right answer.
Backed by 4 papers
An audit service that checks if companies actually lowered their emissions after a bank tightened their credit.
A highly focused QA tool that transforms a linguistic theory of 'topic ratification' into a concrete metric for identifying ignored customer concerns in support transcripts.
Backed by 2 papers
A tool for journal editors to check if the statistics in a submitted paper are reported correctly.
A service for hospitals to track how long labor takes and see if delays lead to more complications.
A study app with flashcards based on a textbook for doctors training in intensive care.
A specialized material for long-acting injections that reduces swelling and inflammation at the injection site.