Selection rule
Eliminate on hard failures. Score the tradeoffs. Prove the winner with a complete learner journey.
Do not begin with a list of 200 features. Begin with the business you will run every week, the outcome learners must achieve, and the money route available to the actual seller. A platform that fails one non-negotiable should not win with ten decorative features.
Step 1 · Define the product
Write the operating model in one page
| Decision | Questions to answer |
|---|---|
| Offer | Self-paced course, cohort, membership, coaching, certificate, community, downloads, events, B2B seats, or a combination? |
| Learner promise | Content access, completed curriculum, passed assessment, accountability, live feedback, credential, or ongoing belonging? |
| Delivery | Video, audio, text, captions, quizzes, assignments, SCORM, live classes, replays, mobile, community, and office hours? |
| Commerce | One-time, payment plan, subscription, tier, coupon, bundle, order bump, upsell, affiliate, invoice, tax, and currencies? |
| Acquisition | Organic search, email launch, evergreen funnel, affiliates, community, webinars, partners, paid ads, or sales team? |
| Scale | Products, active learners, contacts, email sends, admins, instructors, websites, communities, storage, and regions in 12 months? |
Step 2 · Set hard gates
Five failures should eliminate a platform before scoring
- Payment failure: the business cannot verify, collect in required currencies, settle to an eligible account, or afford the provider fee.
- Product failure: the platform cannot deliver the core promise—such as cohorts, formal assessments, subscriptions, or group coaching—without an unacceptable workaround.
- Legal or data failure: required privacy, tax, contract, accessibility, security, or data-location obligations cannot be met.
- Economic failure: expected total cost or cash commitment exceeds the business model at realistic sales.
- Exit failure: essential content, contacts, orders, progress, certificates, or public URLs cannot be preserved well enough.
Step 3 · Build a weighted scorecard
Use weights that reflect the business, not a reviewer’s preference
| Category | Suggested weight | Evidence |
|---|---|---|
| Learner experience and product fit | 25% | Completed pilot as learner on desktop and mobile |
| Payment, payout, and tax route | 20% | Official eligibility plus real test transaction and payout |
| Total cost and margin | 15% | Low, expected, high, and failure scenarios |
| Marketing and conversion | 15% | Rebuilt lead-to-purchase workflow |
| Operations and support | 10% | Timed weekly administration and failure recovery |
| Data, reporting, and integrations | 10% | Exports, API or integration tests, finance and learning reports |
| Migration and exit risk | 5% | Written export map and redirect plan |
Score each category from 1 to 5 and multiply by its weight. Keep hard gates separate: a platform with an unavailable payout route is not rescued by a high design score.
The reusable worksheet includes five hard gates, the 100-point weighting model above, columns for five platforms, and space to record evidence. Open it in any spreadsheet app and replace the suggested weights when your operating model requires it.
Interactive decision scorecard
Compare two real finalists.
Name the candidates, verify all five gates, then rate the seven weighted criteria from the same production-like tests. Nothing you enter is uploaded or saved.
Current result
No winner yet: verify every hard gate before comparing scores.
Platform A: 0/5 gates · 3.00/5 weighted score
Platform B: 0/5 gates · 3.00/5 weighted score
Privacy: calculations and the completed CSV are created on this device. The tool sends no names, ratings, or gate choices to CourseProfit Lab.
Step 4 · Start a representative pilot
Build the same representative product in every finalist
- Create one sales page, checkout, coupon, payment plan, refund policy, and thank-you page.
- Add video with captions, text, download, quiz, assignment or reflection, drip, and completion rule.
- Add the real differentiator: coaching session, cohort live class, community, membership tier, certificate, or digital product bundle.
- Configure lead capture, onboarding email, reminder, completion email, failed-payment flow, and cancellation.
- Buy as a student, learn on desktop and mobile, ask for support, refund, export, and delete the test account.
- Record setup time, clicks, errors, missing features, external tools, and every place the learner becomes confused.
A two-hour setup session can expose early failures, not prove a complete billing cycle, payout, drip schedule or migration. Keep those checks open until the real workflow finishes.
Exit-gate evidence
Prove access, progress and billing separately before paying annually
Use a fictional learner who is halfway through a course, a completed learner and an active subscriber in the pilot. Record the intended import route, required plan, destination access/expiry, progress treatment, email consent and next-charge owner. Do not treat a customer CSV or downloadable video as proof that all six transfer.
The verified migration limits distinguish Podia's content service from billing, Thinkific's assisted completion import from Smart Importer, and Teachable's Growth-or-higher CSV workflow. A plan that fails this exit gate should not win through unrelated feature scores. Include the overlap and rebuilding cost in the same decision record.
Step 5 · Compare total cost
Model the complete 12-month stack
Include subscription, platform fee, per-sale or enrollment charge, payment processing, gateway and currency cost, tax service, refunds, chargebacks, email overage, storage, video, community, scheduling, webinar, certificates, automation, analytics, contractors, migration, and valued weekly labor.
Low-sales case
Can the business survive while demand is unproven? A percentage-fee platform may beat an annual commitment.
Expected case
Which plan is cheapest at the actual order value, product mix, refunds, contact count, and tool stack?
High-sales case
Which fee, limit, overage, support burden, or plan upgrade appears first as sales grow?
Exit case
What does cancellation, export, active-subscription handling, URL migration, and downtime cost?
Shortlist by operating model
Start research from the job, not the logo
| Primary need | Start with | Why |
|---|---|---|
| Low-commitment validation | Gumroad or a low entry plan | Reduce fixed cost, then watch the percentage-fee break-even |
| Course-first business | Thinkific or Teachable | Structured learning and creator commerce without Kajabi's fixed cost |
| Interactive learning and certification | LearnWorlds | Assessments, learning paths, certificates, SCORM, and reporting depth |
| Simple all-in-one creator catalog | Podia | Courses, downloads, community, coaching, events, website, and email |
| Integrated marketing and expert business | Kajabi | Products, email, funnels, automation, offers, coaching, and community |
Red flags
Stop when the decision depends on an unverified assumption
- “No transaction fees” is treated as “no selling costs.”
- A payment gateway is modeled without checking seller-country eligibility.
- A feature appears on a marketing page but not the intended plan.
- The trial uses only the administrator view, not a buyer and learner account.
- Outside email, website, community, webinar, or scheduling tools are omitted from one platform's cost.
- An annual plan is chosen before the complete workflow passes.
- Migration is assumed easy because content files can be downloaded.
- Affiliate commissions or sponsored rankings shape the shortlist.
Final decision record
Write the reason before paying
Record the chosen platform and plan, runners-up, hard-gate results, weighted scores, 12-month cost scenarios, payment evidence, required integrations, limits that trigger an upgrade, launch owner, review date, export plan, and the assumptions most likely to change. This turns a subjective choice into a decision the business can revisit.
Frequently asked
Platform-selection questions
Is there one best platform for everyone?
No. A coach, cohort academy, certificate provider, membership, and first-time creator have different delivery, marketing, payment, and reporting needs.
Should I choose the platform with the most features?
No. Choose the platform that passes hard requirements and best supports the repeated workflow. Unused features add cost and complexity without improving learner outcomes.
How often should I review the choice?
Review at renewal, before a major launch, when a plan limit approaches, after a material price or payment change, or when operating workarounds become expensive.
Can I trust comparison articles?
Use them to discover questions and calculations, then verify factual claims on official sources and reproduce the workflow in a trial. Treat affiliate relationships as a potential conflict.
Primary references
Verify the current plan before scoring a finalist
CourseProfit Lab uses official vendor documentation for factual claims and independent calculations for cost conclusions.