The gap
Practice platforms can count correct answers, but often cannot show why a misconception persists or whether a learner can transfer an idea.
Evidence before scale
Lattice begins with a narrow curriculum, a clear learning hypothesis, and measures that distinguish real reasoning growth from faster task completion.
The opportunity
Practice platforms can count correct answers, but often cannot show why a misconception persists or whether a learner can transfer an idea.
Physics offers explicit models, rich representations, and testable claims—an unusually strong domain for developing a reasoning engine.
Once validated, the underlying reasoning patterns can support mathematics, science, humanities, and interdisciplinary inquiry.
Proposed pilot
The figures below are study targets for a future pilot, not company results.
Compare performance on unfamiliar problems before and after six curriculum units.
Target signal≥15% improvement over regular practiceTrack hint use alongside explanation quality and delayed retention.
Target signalFewer hints without lower accuracyMeasure whether class-pattern summaries lead to useful lesson changes.
Target signalOne actionable intervention per weekProduct path
IGCSE mechanics question generator, guided reasoning loop, transparent learner signals.
Curriculum graph for four physics units, authoring tools, classroom dashboard, safety review.
Student accounts, longitudinal evidence, teacher controls, parent and school reporting.
Full IGCSE coverage, AS & A Level bridge, school implementation support.
A plausible business
Annual per-student access with curriculum updates, teacher analytics, and implementation support.
Illustrative economics
£12–18per student / monthPricing hypothesis for a supported school pilot; not a current offer.
Known risks
Constrain generation with reviewed content, verifiable solution paths, and teacher escalation.
Keep learner signals provisional, show source evidence, and avoid personality or ability labels.
Measure whether new insight saves planning time rather than creating another dashboard to manage.
Design for school deployment, low-bandwidth use, and shared-device settings from the beginning.
The next useful test