BonsAI
Aprende lo que quieres
Aprende lo que quieres
BonsAIThe product, inside
Walk through the product's three layers as they work today: the session the student lives on her phone, the class the teacher builds on top of those sessions, and the reports that evidence returns. Everything you see here is built and in use.
Learning happens in the mobile app. The web is the complement for the teacher and the institution.
The learning session
BonsAI's core unit isn't a course or a long class: it's a ~8 min micro-loop that moves through a single focus skill, one component at a time with auto-advance. SVEN generates each step on the fly. And every step leaves evidence.
Welcome back! 5-day streak 🔥 Today we're working on Photosynthesis, within Biology. About 8 minutes.
Opening
Your goal for today
Photosynthesis · ~8 min · Sprout level
Evidence it leaves: No evidence — SVEN sets the stage with your streak, level, and goal.
The session is subject-agnostic: it works the same for biology, math, or learning German. When the queue ends, the student decides whether to continue the topic or stop; the streak is celebrated only once.
The toolkit
Thirteen component types, grouped by the stage where they appear. They don't just teach: each contributes a reasoning style and a confidence level to the evidence that builds your profile.
Front/back card with self-assessment.
One question with a hint and three options.
Cloze: complete the sentence with the correct option.
A root concept and its relationships to others.
A step-by-step process, 3 to 5 steps.
Produces no evidence
Order a sequence of steps.
Produces no evidence
A decision with consequences and one optimal option.
A model with adjustable parameters.
Multiple choice with no hints. The premium evidence.
SVEN opens with your streak, level, and XP.
Produces no evidence
The focus skill and which topic it belongs to.
Produces no evidence
XP earned and real gains per skill.
Produces no evidence
Celebrates consistency, once at the end.
Produces no evidence
Confidence is deliberately tiered: the no-hint quiz is worth 0.9; scaffolded exploration, less. This way the profile weights each observation by how reliable it is.
How each session is built
A session isn't random content or a loose language model. It's composed in two chained stages.
Stage 1 · Deterministic
Deterministic logic guided by your graph decides which skill to practice, what to review, and which activity type to use based on your mastery band. No randomness.
Stage 2 · Generative
Only then does the AI generate the content of each component for that skill, difficulty, and language — validated against a contract, with a safe fallback if something comes back wrong.
Progress is earned by answering correctly, not by time. Each skill levels up through accumulated quiz correct answers:
Seed — The starting point.
The cognitive graph only grows with real evidence during a session — never outside it. That's the moat: probabilistic measurement of learning, not hours logged.
The class
A class is a layer over individual sessions — it doesn't touch the learning, it ties it to a group. Only a teacher or admin can create one (protection for minors).
The teacher shares a unique class invitation code. Only the owner sees it.
From the mobile app, the student enters the code — and at that moment decides whether to share her evidence. The request stays pending.
The teacher approves or rejects each request. Approving takes up a plan seat, counted per distinct student across the whole institution.
Try it
Toggle what the student decides when joining and watch how it changes what the teacher can see.
The teacher sees her cognitive profile
Calibration, evidence per skill, and progress — visible individually within the group.
All individual cognitive analytics require explicit consent. The web verifies it on its own, without relying on the server alone — because this is data from possible minors.
The teacher's dashboard
The dashboard cross-references all of the teacher's classes and tells them what to attend to today. These are sample data, faithful to the real structures.
The 6 most urgent exceptions across all your classes, each with student, class, and an action — ordered by priority, starting with whoever ran out of energy.
Mateo R. · 9°B · Biology
Ran out of energy this week — check her quota
Valentina P. · 10°A · Chemistry
Overconfident: ask her to explain before answering
Sofía L. · 9°B · Biology
Has used more than 80% of her weekly energy
Juan D. · 11°A · Physics
5 days without logging in — reconnect
Camila T. · 10°A · Chemistry
Hasn't started yet — encourage her to begin
Andrés M. · 11°A · Physics
Progressing very well — acknowledge it
Design principle: no view leaves the teacher with a raw number. They all end in something to do.
The dashboard is derived from the individual sessions stored in the database — it never touches the cognitive graph directly.
Energy · institutional plans
In institutions, every AI action costs energy and there's a hard weekly cap — no overage charges. Try the simulator to see how your institution behaves.
How much each action costs
Double weekly cap
Each student-seat draws simultaneously from two weekly pools: their individual quota (which the teacher can adjust) and the plan's aggregate pool. Whichever one runs out blocks access — there's never an overage.
Consumption simulator
Plan
The student is never talked to about plans or buying. If she runs out of energy, the message is simple: "Come back next week." The reset is weekly.
In summary
Each tool, and what it enables. No future promises — this is what's already built and in use.
~8 min micro-learning per skill, for any subject or language, with evidence at every step.
Thirteen ways to practice that also measure reasoning style and confidence.
Progress earned by performance, not time, over a probabilistic cognitive graph.
Connect individual sessions to a group, with individual evidence visible and consented.
Reports that end in action: urgencies, calibration, effort, gaps, and concrete mistakes.
Cost control with a manageable double weekly cap, no overages or surprises.
Open a trial class and walk through it with your own students.
Talk to the teamNo card required. Your first class can be active in under 48 hours.