A walk through Zavmo · learn.zavmo.ai

Making learning as unique as you are

Benjamin Bloom proved one-to-one tutoring works. Zavmo is how you give it to everyone. Everything below was captured live, from three real learners on three different paths.

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Act 1 · The 2 Sigma Problem

The best way to learn has been known for 40 years.Almost no one could afford it.

In 1984, educational psychologist Benjamin Bloom found that students taught one-to-one with mastery learning performed two standard deviations better than students in a conventional classroom. The average tutored learner outscored 98% of the classroom. The same person, a profoundly different outcome.

He called it the 2 Sigma Problem: we know what works, but a personal tutor for every learner has never been affordable at scale. That is the gap between how people can learn and how they're made to learn. Zavmo exists to close it.

+2σ shift Conventional class 1-to-1 + mastery PERFORMANCE DISTRIBUTION →
Bloom (1984), “The 2 Sigma Problem.” The tutored distribution sits two standard deviations to the right. The average tutored student beats ~98% of conventionally-taught peers.
how far one-to-one mastery learning shifts outcomes
98%
of the classroom the average tutored learner outperforms
1:1
the tutor-to-learner ratio Zavmo makes affordable for everyone
Act 2 · Making learning as unique as you are

One product. Three learners.Three completely different experiences.

A personal tutor doesn't teach everyone the same lesson. They start from who you are and where you're going. So does Zavmo. We created three real accounts on learn.zavmo.ai, each choosing a different path. Everything below is captured live. Same platform, addressing each person by name, shaped around what they told us.

Current role
Donna Pickersgill
Customer Support Lead · Leeds

Six years in · time-poor

What Donna wants

The future skills her role now demands. So she has what it takes to keep adapting as the work changes around her.

  • Confidence: 2/5 · needs scaffolding
  • Blockers: time, confidence
Future role
Connor Whelan
Junior Data Analyst · Manchester

Two years in · ready to move

What Connor wants

A fresh start built on the skills that already transfer. So he only learns what's genuinely new for the career he's heading towards.

  • Confidence: 4/5 · ready to stretch
  • Blocker: knowing where to start
Qualification
Marcia Boateng
Team Leader, NHS · Birmingham

Eight years in · works shifts

What Marcia wants

A qualification benchmarked against nationally recognised standards. At her own pace, and relevant to the role she actually does.

  • Confidence: 3/5 · steady
  • Blocker: balancing study with shifts

It opens with a welcome written for you.

Not a template. Zavmo reflects back your role, your situation and your next move, in its own voice. Here's Donna's. Connor and Marcia each get their own.

Donna's personalised Zavmo home
Donna's home: written for a time-poor customer support lead, captured live on learn.zavmo.ai

Then each chooses a different path. Zavmo builds around it.

Discover offers three lanes: map your current role, aim for a future role, or study for a qualification. Each learner takes a different one. The search, the matches and the plan all change to suit.

Discover: three paths, addressed to Donna by name
“What do you want to explore today, Donna?” The same chooser personalises the prompt and remembers the choice.
Donna: current-role customer service matches
Donna · real Customer Service role matches, scored against her current role
Connor: future-role Data Scientist search
Connor · aiming at Data Scientist. Real role matches for the role he doesn't have yet
Marcia: qualification search, Leadership & Management
Marcia · accredited Leadership & Management qualifications

Behind every role: a real, detailed job description.

Zavmo doesn't guess what your job involves. It draws on 37,000+ detailed job descriptions. Each one is broken down into the responsibilities, skills and standards that define it. This is the one behind Donna's path:

Customer Service Manager
Customer ServicePrincipal / Manager · 12-16 yrsAligns to Ofqual Level 7-8

“Running the show for a significant chunk of our customer support operation. Overseeing multiple teams, ensuring they hit their targets, and making sure customers feel heard.”

Core responsibility
Set the vision and strategy for your teams, aligned to company goals. Look 12-18 months ahead, not just this quarter.
Decision authority
Departmental budget up to £500K; hiring & performance for your function.
Key skills
Executive presentation, strategic communication, and metric-driven decisions across the whole customer journey.
Progresses to
Owning the entire post-sale customer journey: Support, Success & Onboarding.
Works withSVP of OperationsSales LeadershipProduct ManagementFinance PartnersHR & Talent
One of 37,000+ detailed job descriptions. Every role mapped to the skills and standards behind it

And behind every qualification, the full accredited syllabus.

For the qualification path, Zavmo draws on thousands of courses and qualifications from recognised awarding bodies. They are Ofqual-regulated, with the complete syllabus mapped unit by unit. Here's the one Marcia is heading towards:

Level 5 Diploma in Leadership & Management for Adult Care
Ofqual-regulatedLevel 5Health & Social Care
From recognised awarding bodiesNQualPearsonTQUK
Full syllabus, every unit
Governance & Regulatory Processes Leadership & Management in Adult Care Team Leading & Supervision Working Relationships & Partnerships Leading a Person-Centred Practice Resource Management Decision Making Effective Communication Safeguarding in Adult Care Mental Capacity & Consent Handling Comments & Complaints Effective Information Management Health & Safety in the Workplace CPD & Personal Well-being
One of thousands of accredited qualifications. The full syllabus, every unit, from recognised awarding bodies

And this is what learning with Zavmo actually feels like.

No videos to sit through, no quiz to cram. It's a real conversation with a tutor that teaches to your role and climbs one Bloom's level at a time. It adapts to every answer. Here's Donna's first lesson, captured live. The teaching is written for a Customer Support Lead. The Bloom ladder (Remember → Create) tracks on the left, and the learning outcome she's working towards sits on the right.

Donna's live lesson: conversational teaching, Bloom ladder, learning outcome
Donna's lesson “The customer service experience”: Zavmo teaching her in conversation, in her own context, captured live

And it's a genuine dialogue, not a script. Donna can ask anything. Zavmo meets her where she is, then nudges her up the ladder.

A live exchange: Donna asks a question and Zavmo adapts its teaching
A live exchange. Donna asks for a concrete example. Zavmo adapts, with “slower please” and “show me an example” always one tap away

And “The Coach” is one of a whole faculty.

The Coach who guided Donna is one of nine specialist teachers. Each is pitched at a different level of Bloom's taxonomy. Three of them are tuned for how dyslexic, ADHD and autistic minds learn best. You're never flattened into one voice.

Bd
The Builder
Builds solid foundations, step by step
RememberDyslexia
Cn
The Connector
Links new ideas to what you already know
UnderstandADHD
An
The Analyst
Breaks down systems and patterns
AnalyseAutism
Cl
The Collaborator
Thinks it through with you, in dialogue
Analyse
● Donna's guide
Co
The Coach
Practice partner. Apply it for real
Apply
Pr
The Practical Builder
Hands-on, learn-by-doing demonstrations
Apply
Ex
The Explorer
A zero-judgement space to experiment
Create
Ct
The Creative Catalyst
Reimagines, invents, embraces big ideas
Create
Nv
The Navigator
Strategy, direction and the bigger picture
Evaluate

…plus two assessment experts for Demonstrate: the Evaluator and the Certifier. And the Integrator, who surfaces every few sessions to connect it all to your goals.

The invisible 13th member

Agent 13, your flow-state orchestrator

The best tutors read the room. Agent 13 does it in real time. It is a silent thirteenth member of the team, reading your flow state moment to moment: challenge versus skill, engagement, cognitive load. Then it hands you to the right teacher at the right time. Drifting into boredom or overload? It switches the approach before you even notice. Grounded in Csíkszentmihályi's flow theory, it never speaks to you directly. It just keeps you in the zone where real learning happens.

Then she proves it, and earns the credit.

Demonstrate is where learning becomes evidence. As Donna completes each lesson, its module turns ready to assess. Zavmo reviews what she shows against every assessment criterion. That builds towards a real, recognised certificate, not a participation badge.

Demonstrate: modules ready to assess after lessons are completed
Demonstrate: Donna's completed modules now “ready” to prove, each assessed against its criteria

And it paces the whole journey around your life.

A tutor doesn't just teach. They pace you. Zavmo takes Donna's hours and her chosen path and lays a dated, adaptive schedule: a realistic finish date, sessions per week, and what's next. Life gets in the way? She just talks to Zavmo and the plan re-flows around her.

Donna's adaptive schedule: dated sessions and projected finish
Donna's adaptive schedule: projected finish, sessions per week, and the week ahead, all captured live
Act 3 · The proof loop

Personal isn't a setting. It's a loop.

A great tutor pays attention, and adjusts. Zavmo does the same by capturing 42 kinds of learning event live today, as open xAPI statements. Every signal feeds a Learner Signal Bundle that shapes the next interaction. That's how one-to-one teaching scales: the platform actually knows you, and keeps learning you.

01
You declare
Confidence, goals, obstacles, how you like to learn. All captured as signals during onboarding & beyond.
02
Zavmo captures
Every lesson, answer, setback and celebration becomes an xAPI statement. A true record of how you learn.
03
It personalises
The Signal Bundle is injected into every tutor prompt. Scaffolding, pace, examples and tone adapt to you.
04
You grow
Progress generates new signals. Confidence rises, the picture sharpens, and the loop tightens around you.

12 personalisation signals: what Zavmo learns about you

These are the signals that made Donna's, Connor's and Marcia's experiences diverge. Declared once, referenced forever.

Self-efficacy baseline Role context Career arc Learning obstacles Confidence map Positive anchor Support context Time availability Learning style Motivator profile Life context Cultural context

…inside a wider catalogue of 42 event types, captured live

Personalisation signals 12 live
Confidence, goals, learning style, life & cultural context. The bundle that makes learning yours.
Onboarding & intent live
Account created, profile configured, learning goals declared, onboarding completed.
Delivery & comprehension live
Content experienced, knowledge checks answered, interactive modality presented.
Growth mindset live
Growth vs fixed language detected; whether you persisted or stepped back after a setback.
Micro-celebrations 6 live
Correct answer, chapter complete, Bloom's-level climb, insight earned, streak intact, resonance.
Conversation quality 7 live
Grice maxims scored each turn, communication satisfaction, tone & on-topic drift.
Kirkpatrick evaluation live
Level 1 reaction (post-unit & character) and Level 2 learning (pre/post test) evidenced.
Mastery & qualification live
Practice certification passed/failed; Ofqual qualification registered against the learner.

It writes your learning back to you.

After every session, Zavmo writes a short, honest diary entry. Not a score, a reflection. Here's Donna's real journal after her lessons. Zavmo notices she put in real time, names what she did, and tells her she “won't be starting from nothing” next time. Alongside it sit her own signals, captured in her words: resonance, engagement, how personal it felt.

Donna's filled learning journal: Zavmo's written diary entries and her session signals
Donna's Learning Journal: real Zavmo-written entries and her own session signals, captured live

Her knowledge becomes a network, and it grows with her.

This is the part no two learners share. In her Mind Palace, every idea Donna meets becomes a node. Every connection is a link she made: what she's learned, and how she's applied it. Brighter nodes are concepts she's mastered. Fainter ones are still forming. It's as unique as she is, it grows richer with every session, and it's hers to explore and own.

The customer service experience Customer journey Initial contact Service delivery Follow-up Touchpoints Customer satisfaction Handling complaints Active listening Service metrics Team performance Continuous improvement
Mastered Forming A connection she made
Donna's knowledge network: what she's learned and how she's applied it, growing with every session
The loop closes

Bloom found the answer in 1984.Zavmo makes it affordable in 2026.

One-to-one teaching, mastery learning, and a tutor that genuinely knows you. For Donna, for Connor, for Marcia, and for everyone. Because learning should be as unique as you are.

●  learn.zavmo.ai