Live-First Course Validation
Teach live, observe learners, then record only the proven curriculum.
- Difficulty
- Moderate
- Time to result
- ~weeks to results
- Steps
- 6
- Confidence
- 95%
Live-First Course Validation treats teaching as a product-development loop. Instead of scripting, filming, editing, and publishing a complete course before receiving learner feedback, the instructor creates a minimum viable curriculum and teaches it synchronously. Live delivery exposes which explanations confuse students, which sections feel obvious, which exercises create breakthroughs, and what questions the curriculum failed to anticipate. The instructor revises the material and repeats the course, accumulating evidence across cohorts. Only after the curriculum has proven useful does the instructor invest in a lower-priced prerecorded version. This sequence reduces upfront production pressure, preserves flexibility, and produces recordings based on observed learner needs rather than assumptions. The live experience can remain the premium offer while the validated recordings serve a more accessible tier.
Origin
Kao observed that live cohort instructors could iterate from direct student reactions and later produce tighter prerecorded courses after running multiple versions. Extracted from The Jasmine Star Show.
Core principles
- 01Validate curriculum before investing in polished production.
- 02Live reactions reveal confusion and relevance.
- 03Teaching is a discovery process, not only a delivery process.
- 04Repeated cohorts make recorded material tighter.
- 05Interaction can compensate for modest production values.
How to run it
- 1
Define the Transformation
Specify who the course serves and what participants should be able to do by the end. Use that outcome to determine the minimum material required.
Pro tip Express the outcome as observable learner behavior or completed work.
Watch out Do not begin by listing everything you know about the subject.
- 2
Build the Minimum Live Curriculum
Prepare essential lessons, exercises, and feedback moments without scripting every word or producing elaborate media. Leave room to adapt based on the cohort.
Pro tip Use simple slides, worksheets, or demonstrations that can be edited quickly.
Watch out Minimum viable does not mean unstructured or unprepared.
- 3
Teach and Observe
Deliver the course live and watch how learners respond. Note questions, confusion, energy, boredom, and the quality of work they produce.
Pro tip Pause after major concepts and ask students to apply them immediately.
Watch out Do not rely only on satisfaction surveys; observed behavior provides different evidence.
- 4
Revise from Evidence
Expand unclear material, remove content learners already understand, and improve exercises that fail to produce the intended result. Incorporate recurring student language and questions.
Pro tip Revise soon after each session while reactions remain fresh.
Watch out Avoid rebuilding the entire course in response to one unusual participant.
- 5
Repeat the Cohort
Run another live iteration and check whether the changes improve learning. Continue until the sequence and explanations perform consistently.
Pro tip Compare learner outputs across cohorts to distinguish real improvements from impressions.
Watch out Do not record permanently after only one unrepresentative cohort.
- 6
Record the Proven Version
Turn the stable curriculum into concise prerecorded material if an asynchronous tier is useful. Preserve the live cohort as a separate offer when feedback and interaction remain valuable.
Pro tip Record short modules around validated concepts instead of reproducing every live-session minute.
Watch out Do not promise that recordings alone provide the same value as live practice and critique.
In the wild
A consultant organizes her expertise into four live workshops and teaches twelve participants using simple slides and exercises. Their questions reveal that one planned module is unnecessary while a concept she considered basic needs more examples. She updates the sequence, teaches a second cohort, and records concise lessons only after the revised exercises repeatedly work.
→ She avoids producing irrelevant videos and launches both a proven premium cohort and a tighter asynchronous product.
Kao describes instructors who continue running live cohort courses while later adding a more affordable prerecorded version. Multiple live iterations show them which parts students value, where explanations fail, and what content should be removed.
→ The recorded course becomes tighter and the instructor produces it with greater confidence.
Common mistakes
Polishing Before Validation
High production quality cannot rescue a curriculum based on incorrect assumptions. Test the learning sequence before making expensive assets.
Treating Feedback as Compliments
Useful validation includes confusion, incomplete work, repeated questions, and disengagement—not only positive comments.
Recording the Live Session Unedited
A recording product should condense the validated ideas for asynchronous use rather than simply replay every live interaction.
Is it for you?
Best for
It is best for knowledgeable practitioners creating or refining their first educational product.
Not ideal for
It is not ideal for instructors who cannot commit to synchronous teaching or whose audience cannot share workable meeting times.
From the transcript
“So doing a live course is often a better way to start your course creation journey than doing a prerecord course.”
“And for a lot of course creators, if you're starting out, you might benefit from seeing what parts of your curriculum your students actually think…”
“And, and they're able to do a video course that is tighter and feel more confident with what they're doing because they ran multiple iterations…”
From the episode
Building Your Dream Business Using What You Have Right Now with Wes Kao
Wes Kao