Socratic for Teachers — misconception analytics for real classrooms

Why I wished it existed. I built an AI tutor called Socratic whose entire identity is refusing to give answers — it scaffolds with hints and watches how a student reasons. Every session produces something genuinely rare: a live trace of a student's thinking. The wrong turns, the misconception behind the wrong turn, the exact week independence starts to climb. And then that trace dies in a log, because the one person who could act on it — the teacher — never sees it. This is the product that data deserved. I didn't want a gradebook; grades tell you that a student is wrong. I wanted the dashboard that shows why.

What it is. Nine connected screens for a Grade-9 algebra class, one flow a teacher would actually walk on a Wednesday: a misconception heatmap for the week; every student's hint-depth trend (Meera's bars fall from L3 to L0 — independence you can see); the why behind errors (students reading f(0) as the answer to f(x) = 0), grounded in a real session excerpt with a suggested mini-lesson; one-click targeted practice that becomes another guided session — never a handout of answers; a Monday-morning Weekly Digest; and Settings, where "Never reveal answers" is hardwired — it has a padlock, not a toggle. That's the product's spine, expressed as UI.

How it was built. Entirely in Flowstep during the challenge window — and entirely driven from Claude Code through the Flowstep MCP: 28 of my 80 agent messages. The working, honestly: one design-system block pasted into every prompt (real hex values, JetBrains Mono for anything numeric, "closer to Linear than a generic SaaS template"); single-target edits only, after an early multi-target edit corrupted two screens; the exact brand logo attached by public URL; and when the generator kept eating one button label, I patched the screen's JSX directly and re-imported it — Flowstep takes raw code, which turned out to be its sharpest feature. The 58-second walkthrough video was produced by the same agent that drove the design.

Prototype: https://app.flowstep.ai/file?activeFileId=7e5b7a90-5e70-48da-9be5-929672cd64b4

Links: https://x.com/boopathirajaai/status/2080678189194711094?s=20