Auto-scored math items, authored in natural language

LidNote allows assessment and courseware platforms to generate interactive math items from simple descriptions. Figures are fully interactive, and every interaction is automatically scored against the constraints of the described item.

Example: “Construct a dodecahedron with its displaced icosahedron dual. Success: the icosahedron repositioned as the dodecahedron seed.”

solver: solution condition met solver: solution condition unmet

Interactive items are expensive to build

Technology-enhanced items — drag a point, complete a geometric construction, manipulate a figure — test understanding in ways multiple-choice items cannot. For complex interactive items, much of this work is still done by hand.

Built by developers

Catalogs take weeks to hand-build and custom logic must be maintained indefinitely.

Or bought as labor

Content-service firms build on your behalf, with every item charged in billable hours.

AI authoring stops at code-gen

Math items require more than code generation to achieve live feedback and auto-scoring.

From author description to scored interactive item

Author prompt
“Construct a dodecahedron with its displaced icosahedron dual. Success: the icosahedron repositioned as the dodecahedron seed.”
Result: a fully interactive figure — live geometry, draggable in 3D, scored by the solver at any point of interaction.
  • Figures can be authored from natural language

    A structured operation set ensures that items are predictable and editable. No free-form code generation.

  • Solution checks are automatic

    Student actions can be evaluated continuously by our solver, making feedback both adaptive and immediate.

  • Embeds directly into your product

    Your house style, your platform, your item bank, your control — delivered as an API, or an embeddable SDK.

How it works

Describe the item

The author describes the construction and what counts as a correct answer.

Build the figure

LidNote turns that description into an interactive scene.

Let the student interact

Students drag, rotate and manipulate the figure in 2D, 3D, or both.

Check the mathematics

The solver evaluates the interaction against the item's constraints.

A specialist component for your assessment stack

Assessment and courseware platforms license specialized math components like calculators, equation input and subject-specific interactives. LidNote provides the equivalent solution for complex interactive math items.

We handle the complexity
Building in-house means handling a specialized geometry engine, authoring, scoring and compliance infrastructure, indefinitely. We handle this so that assessment platforms can focus on their authors and learners.
Keep your platform focused
Platforms compete on delivery, psychometrics and integrations. The geometry engine is our core business; it improves every quarter without your roadmap having to pay for it.
Maintained for you
Designed for keyboard navigation and screen-reader accessibility, with ongoing attention to conformance, device compatibility and interop.
Neutral by design
LidNote is not an assessment platform. We provide technology for this item category and let our customers own the learner and author experience.
Hosted APIEmbeddable SDK

Open to design partners

We are working with a small number of assessment and courseware platforms to validate how interactive mathematics should fit into existing authoring and delivery workflows. Design partners will help shape the item types, authoring workflow and integration surface while gaining early access to the technology.

Platform access is currently reserved for pilot licensees. If you're an investor, an assessment platform, or a publisher with an interactive catalog — we'd like to talk.