StudAI One · Loop
Any topic. A complete course.
Type what you want to learn. Loop researches it live and compiles a personalised course — with real mastery checks and a verifiable credential at the end.
- Any
- topic, compiled
- Mastery
- checked, not skipped
- Verifiable
- credential
The gap
Every learning tool leaves the same hole.
Conversational tutors answer the questions you bring — they don’t build a curriculum. Course generators make one static course for everyone — and can’t teach a topic that emerged last week.
Loop is the cell between them: a complete course, researched live, different for every learner.
Almost no one
Live, but only answers what you ask.
Loop
A complete course, researched live, different for every learner.
Conversational tutors
Answer the questions you bring. No curriculum.
Course generators
One static course for everyone. Can't research live.
How it works
From a topic to a credential.
One autonomous pipeline does what a team of experts, researchers and assessors would — in minutes, for any subject.
- 01
Submit a topic
Anything — even something that emerged last week. No catalog, no constraint.
- 02
Research the live web
Loop reads current sources in real time. Citations are first-class — verified for freshness, not invented.
- 03
Build the knowledge graph
Every concept and relationship is written into a graph that persists and grows with each course.
- 04
Diagnose the learner
A quick persona: what you already know, your goal, your style — so the course fits you.
- 05
Blueprint the course
A structured, scaffolded plan — foundational to applied, with clear objectives per chapter.
- 06
Generate the lessons
Real lesson content — explanations, examples, code — not bullet points and summaries.
- 07
Pass the mastery gates
Prove each chapter before you progress. Anti-gaming, spaced, statistically confident.
- 08
Earn a verifiable credential
Finish, and Loop issues a cryptographically signed, machine-readable proof of mastery.
- Inner & outer joins96% · 95% CI 92–98
- Subqueries88% · 95% CI 82–92
- Window functions74% · 95% CI 66–80
Illustrative assessment
Mastery, not multiple-choice
A pass means you actually know it.
Loop’s gates aren’t trivia you can guess your way through. The assessment knows the difference between a lucky answer and real, durable mastery.
Anti-gaming
You can't retry until you guess right — the system adapts to how you answer.
Spaced repetition
Concepts return on a schedule, so a pass reflects retention, not a moment.
Code evaluation
Technical gates run and check real code, not multiple-choice about code.
Wilson confidence
Loop knows the statistical confidence of your mastery — not just a raw score.
The moat
Every course makes the next one smarter.
Loop doesn’t throw the research away. Every concept, link and mastery signal is written into a knowledge graph that persists — so the next related course starts from everything Loop has already learned. Richer, faster and cheaper over time.
- Research persists and connects — nothing is thrown away
- Reused and extended for every related topic
- Mastery signals weight the edges as learners progress
Illustrative
Proof, not a PDF
A credential you can verify.
Finish a course and Loop issues a cryptographically signed certificate — tamper-proof and machine-readable. It’s the bridge to the rest of StudAI One: your mastery becomes proof in Prism and a verified signal in Hire.
Cryptographically signed
VSI / HMAC-signed on completion — it can't be forged or edited.
Machine-readable
Verified in seconds by a machine, not trusted on the strength of a logo.
Flows into Prism & Hire
Mastery becomes proof in Prism and a verified signal in Hire's talent pool.
Course completed
Agentic AI for Supply Chain
Chapters
8 · all gates passed
Mastery
93% verified
Illustrative credential
The economics
Three to five orders of magnitude cheaper.
The human way
$0+
to produce one finished hour ($5,000 simple → $100,000+ advanced)
The Loop way
₹0
marginal cost per full generated course (₹38–58)
At ₹499/month, the unit economics work at very low penetration. It’s also why “we’ll just build it in-house” isn’t a credible answer — the gap is structural, not a discount.
The edge
Five things, together, that exist nowhere else.
Autonomous live-web research
Teaches anything current — even a topic that emerged last week — not just what's frozen in training data.
A knowledge graph that compounds
Persistent and shared across courses: it gets richer, faster and cheaper with every learner.
A different course per learner
Not one course for everyone. A diagnostic builds a persona, and the course is generated for you.
Mastery gates with statistical confidence
Anti-gaming logic, spaced repetition, code evaluation and Wilson confidence intervals — a pass means mastery.
Cryptographically verifiable credentials
Machine-readable, signed proof that travels to Prism and Hire — not a decorative PDF.
No funded competitor ships all five together. That’s the whitespace — confirmed by direct competitive research, not assumption.
Where Loop sits
Learn it. Prove it. Win with it.
Loop is the deepest tool in Learn it — and the feeder for everything after. Mastery and credentials flow forward.
Every learner also adds to the Growth Graph — the proprietary data asset behind the platform that gets more valuable with time.
Yes — including topics that emerged last week. Loop researches the live web for each course instead of pulling from a fixed catalog.
No. A quick diagnostic builds a learner persona, so Loop generates a different course per person on the same topic.
Yes. Citations are first-class — researched live and persisted with freshness checks, never invented.
Mastery gates use anti-gaming logic, spaced repetition, code evaluation and Wilson confidence intervals — so a pass reflects statistically-confident mastery.
It's cryptographically signed and machine-readable — verifiable proof that travels to your profile, Prism and Hire. Not a decorative PDF.
From ₹499/month. See the pricing page for the full details.
Learn anything. Starting now.
Type a topic — Loop builds you the course in minutes.