CWI StudioContinuous Work Intelligence
Client overview · 2026
BeOrigin · a CWI Studio product

Your best expert.Personal to every learner.

BeOrigin captures what your experts know and the way they explain it, then brings it to every learner as personal, AI-led learning — in their own voice.

AI tutor in the expert's voice Narrated lessons Adaptive assessments Learner memory
The expert is speaking…
CWI Studiocwistudio.in · beorigin.tech
01 · The problemFor every organisation

Five hand-offs. Knowledge leaks at each one.

From business to HR, to content, to trainers, to managers — each pass loses some of what the expert knows.

Source

The expert

22 years of judgement

Everything they know
Hand-off 01

Business unit

Raises a training need

Passed on
Hand-off 02

HR / L&D

Interprets it, finds the experts

Drops the urgency
Hand-off 03

Content team

Turns expert input into slides

Drops the exceptions
Hand-off 04

Trainers

Learn it before they can teach it

Drops the judgement
Hand-off 05

Managers

Re-explain how the work gets done

Drops the why
150–300hrs

to build one hour of conventional training

20–30hrs

of each manager's month, spent re-teaching

With BeOrigin: one conversation.

The expert talks once. Nothing they said is dropped on the way to your team.

CWI Studio / BeOriginHour figures are industry estimates
02 · How it worksFour steps

Clone the expert, not just the slides.

It reads what's written down, interviews the expert for what isn't, then builds a clone that teaches and tests.

Operations SOP v7.pdf42 pp
Safety manual.pdf118 pp
Handover notes.docx9 pp
3 things the documents don't sayWhat to do when the gauge and the pressure disagree · which alarms are safe to silence · when to escalate
STEP 01

Reads your documents

Learns what is already written down, and finds what it leaves out.

What do you do when the gauge reads normal but pressure keeps dropping?
I don't trust the gauge. I go to the valve first — I've seen a stuck needle hide a leak.
Why the valve, and not the pump?
STEP 02

Interviews the expert

A voice conversation with follow-ups, until the judgement and exceptions are on record.

01
KnowledgeEvery point, traced to a source
02
JudgementWhat they'd do when the manual is wrong
03
ExplainingTheir examples, analogies and order
04
VoiceA consented clone of how they sound
STEP 03

Builds the clone

Their knowledge, judgement and way of explaining, traced into every lesson.

Knowledge ledger
Captured47 / 47
Traced47 / 47
Tested47 / 47
Valve first→ Lesson 3
Alarm triage→ Lesson 5
Stuck-needle story→ Lesson 3
Complete · 0 dropped
STEP 04

Teaches and tests

A conversational expert anyone can ask, then a check on real scenarios.

CWI Studio / BeOriginExample: a chief engineer's knowledge, captured
03 · Where it fitsOne layer, three audiences

One layer, built from your best teaching.

It serves learners, teachers and your academic or L&D team — inside the courses and channels you already run.

From you
01Lectures & recordings
02Notes, SOPs & course material
03Your expert's way of teaching
04Academic or SME review
→

BeOrigin knowledge & persona layer

Their content, their way of explaining, and a memory of every learner.

→
For learnersPersonal help at any hour, in the expert's voice
AI tutor for doubtsLessons in the expert's voiceAdaptive study planPersonal testsProgress dashboard
For teachers & managersFaster feedback, and see who is stuck
Answer-sheet evaluationBatch insights & actionsScenario checks
For admins & L&DVisibility across every course and batch
Course & batch healthContent review statusAdoption & cost
CWI Studio / BeOriginDelivered inside your existing courses, LMS and channels
Flagship · AI tutorFor learners

An AI tutor with your expert's voice.

Their knowledge and way of explaining — available to every learner, one-to-one, at any hour.

Verma Sir · AI TutorAI tutorAsked aloud: “Why does the monsoon come in June?”
Verma Sir is speaking…
Hindi
English

Their way of explaining, captured

Not just answers: their examples, analogies and teaching sequence.

Grounded in your content

Answers come from your lectures and notes, not the open internet.

Personal to every learner

Remembers each learner and adapts how it explains.

One-to-one, at any hour

Every learner gets personal time with your best teaching.

CWI Studio / BeOriginIllustrative interface and faculty · always labelled as an AI tutor
Narrated lessonsFor learners

Lessons in the expert's voice and style.

Structured, quality-checked lessons with their narration and explanation approach built in.

Indian climate · Lesson 4

Why does the monsoon come in June?

1 · Land heats faster than sea
2 · Low pressure pulls in moist winds
AI narration
“Dekho, May tak zameen garam ho jaati hai, samudra nahi…”
02:1406:40
Source material→Lesson development→Narration→Quality review→Published
1

Their voice and approach

Narration and explanation style configured for your expert.

2

Checked before release

Every lesson passes a quality review, with your sign-off.

3

Connected, not standalone

Each lesson links to practice, assessment and the tutor.

<10 min

to build a complete course with videos — not months.

CWI Studio / BeOriginLesson frame is an illustrative mock-up
Learner memoryFor learners

It remembers how each learner learns.

The tutor keeps a memory of every learner — and teaches them that way next time.

Earlier
“Please explain this using a real-life example.”
Priya, learning the Coriolis effect
→
Saved: real-life examples help
→
Weeks later
“What are western disturbances?”
“Remember the January rain at a Delhi wedding? Let's start there.”
Starts with an example, without being asked
Concepts understoodRecurring mistakesPast questionsPreferences
Every interaction updates the memory. The next explanation adapts.
CWI Studio / BeOriginMemory graph and conversations are illustrative
Adaptive study planFor learners

A study plan that evolves with the learner.

Learning history becomes a clear answer to “what do I study now, and next?”

Inputs
Target examUPSC CSE Prelims 2027
SyllabusIndian Geography
Available time2.5 hours a day
CompletedPhysiography, Drainage
BacklogClimate notes, lesson 2
Latest assessmentPressure belts: weak
→
Priya's plan · this weekIllustrative
Today3
NEW · ADDEDRecap: pressure belts and Coriolis20 min
Lesson: monsoon mechanism35 min
Practice: 8 questions15 min
Up next2
Western disturbances
Rainfall distribution
Practice: western disturbances12 min
Backlog1
Climate notes, lesson 23 days overdue
Revision1
Peninsular riversDay-7 review
Drainage patternsDay-14 review
Why it changedPriya missed 2 of 3 Coriolis questions on Thursday. The monsoon lesson depends on it, so a short prerequisite recap now comes first.
CWI Studio / BeOriginIllustrative interface · plan and inputs are examples
Adaptive assessmentsFor learners

Tests shaped by the learner's journey.

Learners set the test. What they've struggled with decides the questions.

Create a test

Topics completed
✓ Physiography✓ Drainage✓ Climate & monsoon✓ SoilsVegetation
Duration30 minutes
DifficultyModerate
FormatMCQ + 1 written
Questions draw on
The selected syllabus · Priya's previous errors · difficulties raised in tutor sessions
Signals from the last 2 weeks
3×Coriolis vs pressure gradientpractice
2×Asked the tutor about jet streamstutor
Generate my test →
Question 3 of 15 · Climate
After crossing the equator, the south-east trade winds reach India as south-west winds. What mainly causes this change in direction?
APressure gradient force
BCoriolis force
CFriction with the Western Ghats
Why this question is here

It rechecks a weak concept: Priya confused Coriolis with the pressure gradient in Thursday's practice.

ThenResults→Targeted practice→Updated study plan
CWI Studio / BeOriginIllustrative interface
Progress dashboardFor learners

Where they stand, and what next.

Across the course: what is strong, what keeps going wrong, and the next best step.

PPriyaIndian Geography · UPSC CSETarget: Prelims 2027
OverviewTopicsTestsDoubts
Syllabus covered9 / 21
Average test score64%▲ 9 pts in 8 weeks
Study time this week14.5 hPlan: 17.5 h
Doubts resolved376 by voice
Overdue2 tasksOldest: 3 days
Topic mastery
Physiography82 Strong
Drainage76 Strong
Soils63 Building
Climate56 Building
Monsoon44 Weak
VegetationNot started
PopulationNot started

Mastery = share of related questions answered correctly, weighted to recent attempts

Test score trend— score · · target 70%
Recurring mistakes
4×Coriolis vs pressure gradientpractice, test
2×Jet streams left out of answerswritten
2×Rain-shadow side of the Ghatstutor
Do nexteach from an insight
Coriolis mistake, 4 timesRewatch the 4-min explanation
Watch
Monsoon mastery at 4410 targeted questions
Practise
Jet streams missingRewrite answer with feedback
Write
Climate notes, 3 days overdueFinish 20-min revision
Revise
This week's plan11 of 15 done
CWI Studio / BeOriginIllustrative interface · all data shown is an example
Answer evaluationFor teachers

Handwritten answers, marked in minutes.

Learners upload written answers. Teachers review suggested marks and feedback instead of grading from scratch.

Q. Explain the mechanism of the Indian monsoon. (10 marks)
The Indian monsoon is a seasonal reversal of winds. 1 In summer the land of north-west India heats much faster than the Indian Ocean, so a low pressure area forms. 2 The ITCZ shifts north and the south-east trade winds cross the equator and become south-west winds. These moist winds give rain to most of India from June to September. 3 In conclusion, the monsoon is very important for agriculture. 4 ^
Scanned · Priya · Climate test · Page 1
Marking breakdown4.5 / 10
①Differential heating2 / 2
②ITCZ shift, wind reversal: why the winds turn is missing1.5 / 3
③Conclusion is generic; diagram unlabelled1 / 3
④Jet streams, Tibetan plateau: omitted0 / 2
Improve next time

Add one line on the westerly jet moving north of the Himalayas, and sketch the two monsoon branches.

Teacher review

Suggested 4.5 → adjusted to 5. “Credit the ITCZ point more.” The teacher approves before Priya sees it.

✓ Approve & releaseAdjust marks
CWI Studio / BeOriginSample answer, scheme and marks are illustrative
Batch insightsFor teachers

See where each batch is stuck.

Topic-level insight for faculty, with the evidence behind every alert and an action one tap away.

GS GeographyAll batchesLast 30 daysIllustrative
Physio.DrainageClimateMonsoonSoils B1 B2 B3 B4
StrongMixedNeeds attention

Monsoon · Batch B3

Top doubt: why winds turn after crossing the equator
Wrong answers cluster on “pressure gradient”
38 students missed it two or more times
B3 monsoon accuracy · 4 weeks−14 pts
Suggested actions
Schedule a recap on Coriolis and the monsoonSchedule
Assign mentor support to the 38 studentsAssign
Push a 4-min explainer to Batch B3Send
CWI Studio / BeOriginIllustrative teacher view · all figures are examples
Academic visibilityFor admins & L&D

Course and batch health at a glance.

Completion, engagement, results and content status across every batch — for academic and L&D leadership.

Course completion61%
Weekly active learners74%
Average test score58%
Doubts answered by tutor3,240
Batches · GS GeographyIllustrative
BatchLearnersCompletionActiveAvg scoreStatus
B1 · Online Hindi42068%81%63%On track
B2 · Online English38059%72%57%Watch
B3 · Offline centre41052%66%51%Needs support
B4 · Weekend26064%77%60%On track
B5 · Foundation31057%70%55%Watch
All batches1,78061%74%58%
Content review

42 approved · 6 in review · 1 flagged

Tutor usage · 8 weeks

Doubts asked per week, all batches

CWI Studio / BeOriginIllustrative admin view · all figures are examples
Beyond the classroomFor companies

The experts you can't afford to lose.

A few people in every organisation hold the real manual in their heads. BeOrigin keeps it — and lets anyone ask.

CE
Chief engineer22 years at seaRetiring in eight months
SL
Senior sales lead11 years, top of the boardPromoted to head a region
PL
Project lead4 years on the accountRotating off next sprint
Chief engineer's clone · 22 years at sea · demo
EnglishHinglish
The gauge reads normal, but pressure dropped twice in an hour. Do I carry on?
Don't trust it. Two drops in an hour? Go to the valve first. I've seen a stuck needle hide a leak for a whole watch.
From the interviewSOP 4.2 · page 12Scenario: when gauges lie▶ Hear it · 0:13
And which alarms can I safely silence on night watch?
Use casesCrew readinessSales onboardingSOP changesProject handoversCompliance refreshersNew-hire ramp-upShift handoversClassroom tutoring
CWI Studio / BeOriginEvery answer is built from the expert's own words and your documents
Next stepWorking together

Start with one pilot.

One course, batch or team. Agreed content, agreed measures — and a clear read on value before you scale.

You bring
Your expert — one conversation
Course or training content
Academic or SME review
Learner access
Together

Personal learning support
Faster feedback
Clear academic visibility

CWI Studio brings
BeOrigin: AI tutor & narrated lessons
Learner memory & adaptive tests
Dashboards for every role
Setup, integration & support
Proposed pilot

One course, batch or team · agreed content · agreed evaluation criteria

Measured together
Learning improvementUseful doubt resolutionAdoptionDelivery cost
CWI Studio / BeOrigincwistudio.in · beorigin.tech