Course content and learner workflow in one app

AI Course Builder Shaped Around Your Program

Plan modules, create lesson experiences, define learner access, and give operators a practical review workflow. Playcode turns the brief into a hosted app with editable code, so you can inspect the states that matter before inviting real learners.

No credit card required · No coding needed

Quick answer

What can an AI course builder create?

An AI course builder can turn a program outline into a custom web app with modules, lessons, learner access, progress records, and an operator workspace. With Playcode, you describe the content model and rules, review the generated code and interface, test each role, and publish the course on a live URL.

1.1M+users
26M+projects
Since 2016

Used by people at

Counts registered accounts using corporate email domains from the companies above. Playcode is a self-serve product, not a contracted vendor to these brands.

Turn a Course Outline Into an Operable Learning App

Build the content lifecycle and access rules before adding every lesson

01

Map the Program and Its Records

Start with one course, two modules, and a few representative lessons. For each lesson, name its format, required assets, availability rule, completion definition, and owner.

Separate course structure, lesson content, learner membership, access grants, attempts, and progress events. This keeps a curriculum edit from silently rewriting learner history.

Preview
AI Chat
Publish
I'm a realtor in Miami. I need a website to show my listings and get buyer leads.
4 Questions
2 / 4
What's the main style for your real estate site?
AModern & minimal with clean lines
BLuxury feel with large property photos
CProfessional & corporate
DI'll describe my own style below
Or type your own answer...
Skip
Next
Describe what you want to change...
Economy
Build Progress
4/6
Site layout & navigation
3s
Hero section with CTA
5s
Property listings grid
8s
Building contact form...
About page & bio
Footer & SEO meta
miami-homes.playcode.io
Miami Dream Homes
Your trusted partner in Miami real estate
Search by neighborhood...
Featured Listings
NEW
$1,250,000
Coral Gables Villa
4 bd|3 ba|2,400 sqft
OPEN
$890,000
Brickell Condo
2 bd|2 ba|1,200 sqft
Get in Touch
02

Build One Learner and One Operator Journey

Ask Playcode for a learner view with accessible content and clear next actions, plus a protected operator view for drafting, review, publishing, enrollment support, and progress diagnosis.

Test signed-out, enrolled learner, non-enrolled account, editor, and admin states against the same course and lesson IDs. Every protected response must be authorized on the server.

03

Publish a Small Cohort and Operate It

Publish over HTTPS, complete the first module with fictional accounts, and verify draft lessons stay private while published lessons follow their availability rule.

Add email, video, payment, or an existing LMS only through provider accounts and documented APIs. Monitor failures, define retention, and rehearse exports and recovery before relying on the app.

Your website is live!

https://
miami-homes.playcode.io
Site is secure - SSL certificate active
Or connect your domainmiami-dream-homes.com
Miami Dream Homes
Your trusted partner
Miami Dream Homes
Your trusted partner
Move beyond a folder of content

Give Every Lesson a Lifecycle Learners Can Trust

A course app connects curriculum decisions to visible learner and operator states

Files, links, and manual tracking

  • Lesson order and availability are explained in messages
  • A revised document can overwrite what learners previously saw
  • Watching a video is assumed to prove learning or completion
  • Editors and learners share links without clear access boundaries
  • Support cannot explain a missing or duplicated progress record

A course application

  • Modules and lessons have explicit order, state, and release rules
  • Draft, review, published, and archived versions remain distinguishable
  • Completion records describe observable actions, not mastery
  • Learner, editor, and admin requests are checked on the server
  • Operators can trace access and progress without logging private content
A focused first release

What Your Course App Can Include

Choose the parts that support one complete teaching and operations loop

01

Course and module planning

Organize outcomes, modules, lessons, prerequisites, release rules, and content owners without treating a long page as the curriculum model.

02

Versioned lesson content

Draft, review, publish, replace, and archive lesson versions while preserving which version an existing attempt referenced.

03

Learner workspace

Show available lessons, blocked states, resume points, captions, transcripts, exercises, and the exact action that records completion.

04

Operator controls

Give authorized editors and admins separate tools for content review, access changes, progress diagnosis, exceptions, and exports.

05

Progress and attempts

Record retry-safe events against a learner, course version, lesson version, and attempt rather than updating one unexplained percentage.

06

Publish and provider paths

Host the app, then connect external video, email, payment, or LMS services through their accounts, APIs, and verified callbacks when needed.

A practical course-building guide

Build One Module From Draft to Learner Completion

Define the records and evidence first, then exercise the same lesson from authoring, learner, and support perspectives.

Before you build

Prerequisites

  • A representative module and lesson inventory

    The first build needs real variation: a text or video lesson, an exercise, a gated lesson, and a lesson that can be revised after publishing.

    Ready when: Every sample lesson has a title, format, owner, availability rule, completion definition, required media, and accessibility requirement.

  • Role and data-boundary decisions

    Learners, editors, support staff, and admins need different read and write permissions, while course content and learner records may require different retention policies.

    Ready when: A written matrix states who may view drafts, publish content, enroll or remove a learner, change progress, inspect attempts, and export personal data.

  • Rights, provider, and retention inventory

    Videos, images, downloads, learner submissions, email, payments, and LMS synchronization can involve separate licenses, accounts, processors, and deletion obligations.

    Ready when: Each content asset and external service has an owner, usage permission, credential location, retention period, deletion path, and fallback behavior.

Implementation sequence

Do, observe, verify
  1. 01
    Playcode AI prompt and project data model

    Define course, lesson, version, and publication states

    Describe course, module, lesson, lesson version, asset, and publication records. Use stable IDs and explicit draft, in-review, published, superseded, and archived transitions; keep learner history linked to the version it used.

    Expected result

    Editors can revise a lesson without exposing the draft or silently changing the evidence attached to an earlier attempt.

    Verify

    Publish a fictional lesson, create a learner attempt, revise the draft, and confirm the learner still sees the intended published version until the replacement is approved.

  2. 02
    Learner routes, editor workspace, and server authorization handlers

    Create distinct learner and operator access paths

    Resolve signed-in identity, workspace or cohort membership, course access, and role on the server. Limit editors to content actions and reserve access overrides, progress corrections, exports, and retention actions for explicitly authorized operators.

    Expected result

    Each role receives only the course records and actions required for its task, even when a person requests a known ID directly.

    Verify

    Request the same draft lesson, learner attempt, progress edit, and export as a signed-out visitor, learner, editor, and admin; confirm every response matches the role matrix.

  3. 03
    Lesson editor, learner renderer, and external media provider configuration

    Build lesson content and media fallbacks

    Create structured lesson blocks for text, embeds, downloads, and exercises. Store captions, transcripts, alternative text, rights notes, and fallback copy; use server-side provider credentials and avoid copying licensed media without permission.

    Expected result

    The lesson remains understandable when an embed is blocked or delayed, and an operator can identify the asset owner and permitted use.

    Verify

    Disable the fictional video response, navigate by keyboard, inspect headings and labels, and confirm the transcript, error state, and retry action remain available.

  4. 04
    Lesson completion action, attempt records, and review queue

    Record progress and assessment evidence explicitly

    Define which observable event marks progress, such as opening required content, submitting an exercise, or receiving manual review. Make repeated submissions retry-safe, preserve attempt identity, and use version checks for conflicting operator edits.

    Expected result

    The app can explain why a lesson appears complete without claiming that the learner understood, passed, or became certified unless a separately defined policy establishes that result.

    Verify

    Submit the same fictional exercise twice, edit one review from two sessions, and confirm one retry-safe submission exists while the stale review receives a clear conflict response.

  5. 05
    Published HTTPS app, bounded logs, export action, and backup or restore procedure

    Publish, observe, export, and rehearse recovery

    Publish one module, complete it with fictional accounts, record stable request and attempt IDs without answers or tokens, then test source-code export, learner-data export, deletion, and whole-app recovery as separate operations.

    Expected result

    The live app serves the intended published version, failures are diagnosable without exposing private learning records, and each portability or recovery promise has a verified boundary.

    Verify

    Run a private-browser smoke test, export one fictional learner, delete it under the retention rule, restore the tested app state in the documented recovery path, and compare record counts and version IDs.

Decisions that change the build

What should a completion record mean?

  • An observable learner action
  • A reviewed or scored assessment result

Choose: Use an observable action for navigation progress. Add a separate reviewed result only when the scoring rubric, attempt policy, reviewer authority, appeal path, and version are explicit.

Tradeoff: Action-based progress is predictable but does not show understanding. Reviewed results can carry more meaning but require operational capacity, consistency checks, and careful claims.

Where should video, email, payment, or LMS data live?

  • External provider as the media or delivery system
  • Local course app as the operational source of truth

Choose: Keep local IDs and explicit course access state, while external providers handle the service they specialize in. Reconcile signed, retry-safe provider events rather than querying a provider during every lesson request.

Tradeoff: Provider-backed services add capability but also accounts, plans, credentials, rate limits, webhooks, privacy terms, outages, and reconciliation work. A smaller local-only first release is easier to verify.

Before you share it

Test checklist

  • Happy path

    An editor drafts and publishes one fictional module; an enrolled learner opens each lesson, submits an exercise, and receives the defined completion record.

    Expected: Only published content is visible, each action is linked to the correct learner and lesson version, and the operator view shows the same final state.

  • Invalid input

    A non-enrolled account requests a known lesson ID, a learner requests a draft version, and an exercise is submitted without required fields.

    Expected: Protected content stays private, no progress is created, validation is specific, and the response does not expose another learner or unpublished content.

  • Duplicate or retry

    The same completion or provider event is delivered twice, then two operators try to change the same review from different starting versions.

    Expected: A retry changes state once, while the concurrent stale edit is rejected with enough version context for a deliberate refresh and retry.

  • Published smoke test

    In a private browser, sign in as a fictional enrolled learner on the HTTPS app, complete one lesson, sign out, and repeat the lesson request directly.

    Expected: The published lesson works for the enrolled session, the event appears once for operators, and the signed-out request is denied.

If something goes wrong

Common failure cases

A learner sees a draft or another cohort's lesson

Likely cause
The UI filtered navigation, but the server query did not combine publication, course access, cohort availability, and identity checks.
Check
Request the exact lesson ID as a non-enrolled fictional account and compare the authorization decision inputs in bounded logs.
Fix
Enforce the full access and publication rule in every server-side list, detail, asset, and download path.

Progress increases twice after a slow response

Likely cause
The client retried an event without a stable idempotency key, or the server increments a total instead of recording a unique attempt event.
Check
Replay one fictional completion request and compare event ID, learner ID, lesson version ID, attempt ID, and final record count.
Fix
Store a unique event or submission key and derive progress from accepted records instead of blind increments.

A lesson says complete although the required review is pending

Likely cause
Navigation progress, submission receipt, review result, and course completion were collapsed into one percentage or boolean.
Check
Inspect the attempt, submission, review, and completion records separately and identify which transition fired.
Fix
Model submitted, under-review, reviewed, and completed as separate states with named transition rules.

Learners cannot open a video or receive a course email

Likely cause
An external provider credential, plan, domain, asset permission, callback, or delivery setting is missing or delayed.
Check
Check the provider request ID and local delivery state without logging credentials, message content, payment data, or learner answers.
Fix
Repair the provider configuration, keep a usable lesson fallback, and reconcile the local state through a retry-safe operator action.
Different programs, the same reliable foundations

Course Apps for Customers, Teams, and Cohorts

Adapt the curriculum and access model without weakening the operational boundaries

Customer Academy

Lessons by account or plan

Teach product workflows with public previews, customer-workspace access, versioned lessons, and a support view for missing access or progress.

Employee Onboarding

Training by role and start date

Release modules in a clear sequence, combine self-paced lessons with manager review, and retain only the records required by the organization policy.

Cohort Program

Weekly content and assignments

Group learners by cohort, attach live-session links and exercises, and separate submission receipt from subjective feedback or completion approval.

Creator Course

Branded learning experience

Pair marketing pages with preview lessons and a private course area. Connect payment, video, and email providers only when their operating paths are defined.

Picture the operating workspace

Keep Curriculum, Review, and Learner Access in View

A focused workspace can show lesson structure, publication state, required accessibility work, and the exact completion rule before a learner sees the lesson.

Illustrative course operations workspace with module outline, selected lesson editor, draft status, review actions, learner access preview, and completion rule
Illustrative conceptThis is an illustrative course workspace concept, not a Playcode product screenshot. Actual output depends on your brief, course content, learner workflow, access rules, integrations, and provider setup.
Choose the right build boundary

A Custom Course App Is More Than Generated Lessons

Useful software connects content creation to access, evidence, and operation

Course requirementContent-only generatorCustom Playcode app
Curriculum structureDocuments or pages produced independentlyCourses, modules, lessons, versions, and release rules represented as records
Learner accessA shared link or presentation-only gateIdentity, enrollment or membership, role, and resource checks enforced server-side
Progress meaningOne percentage without traceable evidenceRetry-safe events and attempts tied to explicit completion definitions
Assessment boundaryAutomatic score presented as learning proofSubmission, review, score, progress, and certification kept distinct
OperationsManual support across inboxes and spreadsheetsProtected operator tools, bounded logs, provider reconciliation, export, and recovery paths
The engine

A software team in one agent

Playcode AI runs the same frontier models that power ChatGPT and Claude - and orchestrates them like a team: it plans the work, delegates to sub-agents, runs long jobs in the background, and reviews its own changes.

Every frontier model

The latest models from every major lab, in one picker. Switch anytime.

ClaudeGPTGeminiGrok

Sub-agents

Big jobs split across specialists - one explores your code, one writes, one audits - working in parallel.

Background tasks

Long builds and migrations keep running while you keep talking. They report back when done.

migration - running

It sees your designs

Have a design in Figma? Paste a screenshot - or a page you like, or a bug - and it builds from what it sees.

Tuned by years of iteration to write production software - structured, typed, maintainable - not throwaway prototypes.

Production code

Real code you can open, read, and edit

Under every project is a codebase the agent keeps production-grade. And you are never locked out of it: open the file explorer and edit any file yourself - server included. No AI required.

Quality is the default

Complete states, secure boundaries, structured code - the bar is what a professional agency would ship.

Every file is yours to open

Browse the whole project - frontend, backend, configuration - and edit directly in the built-in editor.

Developers are welcome

Invite your developer with the right role, or export the project code and files. Nothing is trapped in Playcode.

For teams and organizations

Share it like you share a doc

Playcode is built for organizations, not just solo builders. Workspaces hold your projects, people, and billing; roles and teams decide exactly who sees what.

Workspaces with their own billing

Create a workspace per company, client, or department - each with its own members, projects, and subscription.

Three clear roles

Admins manage, editors build, viewers watch. Set roles on the whole workspace, on a team, or on a single project.

Teams that scope access

Group people into teams and give each team its own projects - or a whole folder of them. Private projects stay private, even inside a shared workspace.

Share outside the workspace

Send a project to any email - a client, a contractor - with exactly the access you choose. No extra seat needed.

Share "Inventory tracker"
Acme Ops workspace
Private
client@partner.co
Editor Invite
Operations team
8 people
Editor
MK
Maya Kowalski
maya@acme.co
ADMIN
JR
Jon Reyes
jon@acme.co
EDITOR
LS
Lena Sato
lena@acme.co
VIEWER
Restricted - only people invited can open it
Real-time

Multiplayer by default

Work on one project together. Write in the same AI chat together. Every message, edit, and setting is fully synchronized - live, for everyone, on every device.

acme-launch · Playcode
MKJR
Maya's laptop
Maya
Add a 'Book a call' button to the hero
Jon
And link it to our calendar, please
Playcode AIDone - button added to the hero and linked to your calendar.Preview updated
Describe the next change...
Jon's phone
Maya
Add a 'Book a call' button to the hero
Jon
And link it to our calendar, please
Playcode AIDone - button added to the hero and linked to your calendar.
Message...
Already there. No refresh.

Same project, same moment

Everyone works in the project at the same time - even in the code editor - without lock-outs or "who has the latest version".

Every device

Start on the laptop, check from your phone: the same live state follows you everywhere you sign in.

Nothing to refresh

Changes arrive over a live connection the instant they happen. Reloading the page is a habit you can drop.

Feels instant

It never makes you wait

Instant

Every click applies immediately on your device. Syncing happens behind you, not in front of you.

Offline

Connection dropped? Your changes queue locally and replay the moment you are back.

Reload-proof

The queue survives closing the tab. Nothing you did is lost while you are away.

Real People. Real Websites Built with AI.

"I built my entire portfolio site in 20 minutes. My clients think I hired a designer. Already got 3 new inquiries this month."
Marcus T. · Freelance Graphic Designer, Austin TX
"We switched from Wix to Playcode. The AI actually understands what we need instead of giving us cookie-cutter templates. Saved us thousands."
Sarah Chen · Owner, Bloom & Petal Floristry
"I update my property listings from my phone while showing apartments. Clients are impressed when I tell them I built the site myself."
David Morales · Real Estate Agent, Miami FL

Simple Pricing

Start small. Upgrade when you're ready.

Starter

$0to start

Try the AI website builder and see results

  • AI credits included to start
  • Publish your site instantly
  • Subdomain included
  • Website hosting included
  • No credit card required
Get Started

Pro

Most Popular
$21/month

Everything you need to build

  • 100 AI credits/month
  • All AI models (12+)
  • Visual editing
  • Custom domains
  • Website hosting included
  • Export your code anytime
  • Private projects
  • Unlimited collaborators

Cancel anytime. No hidden fees.

How credits work

Credits are used when AI helps you. Simple edits cost less, complex features cost more.

  • "Change button color" ~0.3-0.5 credits
  • "Add a contact page" ~2-3 credits
  • "Build full landing page" ~5-10 credits

Most users never run out. 100 credits = lots of building.

AI Course Builder Questions

Playcode can build the custom web application around your course: curriculum records, lesson pages, learner and operator views, access rules, progress events, tests, and hosting. You still own the instructional plan, factual review, media rights, assessment policy, and decisions about what completion means.

No native LMS is claimed. This page describes a custom course application built with Playcode. If you need an existing LMS, student-information system, video platform, or credential service, connect it through that provider's documented API using your own account and server-side credentials.

Yes, when you define progress as observable records such as a lesson open, required submission, or reviewed attempt. Keep navigation progress separate from mastery, a passing decision, attendance, and certification. Make retries idempotent and preserve the lesson version connected to each record.

Authorize every course, lesson, asset, attempt, progress change, and export on the server. Resolve the signed-in identity, course or workspace membership, role, resource, and publication state. Hiding admin buttons or draft links in the browser is not an access boundary.

You can build objective quizzes, submissions, manual review queues, rubrics, and certificate records. Define attempt limits, scoring versions, reviewer authority, disputes, and revocation first. A generated score or completion record should not be presented as accreditation, learning mastery, or professional qualification without a separate valid basis.

Those paths require separate provider accounts, plans, credentials, privacy terms, and APIs. Email delivery, video hosting or streaming, and payment confirmation should fail independently from course writes. Use verified, retry-safe callbacks and a local reconciliation view instead of assuming one provider response settled access.

Collect only the identity, access, submission, and progress data your program needs. Document purpose, visibility, retention, deletion, and export for each record type. Avoid putting answers, tokens, or payment details in logs, and test requests for access, correction, deletion, and provider removal with fictional data first.

Treat source-code export, course-content export, learner-record export, media portability, and whole-app recovery as separate contracts. Verify the exact runtime data and provider assets you need, then rehearse a restore and compare record counts and version IDs before relying on the process.

No. Playcode helps build and host the application, but enrollment, engagement, completion, learning, certification, retention, and revenue depend on the program, audience, content, instruction, operations, distribution, and external providers. Validate the experience with real users and measure outcomes under a clearly defined policy.

Still have questions? Contact us

Build the First Module You Can Explain and Operate

Describe the curriculum, learner journey, access rules, and completion evidence. Playcode builds the working app so you can test every role before inviting a cohort.

A customer academy with video lessons, exercises, and progress by workspace...Build My Course App

No credit card required. AI credits included.