Adaptive exam practice platform
Adaptation tied to an explicit syllabus and reviewed question bank.
- For
- Independent professional certification tutors
- Solves
- Learners repeatedly practice topics they already understand.
- Delivers
- Adaptive practice program and revision report
- Built in
- about 5 weeks of creation time, MVP in 6 days
- Investment
- $10,500 for the MVP, $42,500 for the full product
- Run it
- Inside your business, or as part of your offer to clients
What it does
For independent professional certification tutors, turn licensed syllabus, reviewed questions and learner responses into adaptive practice program and revision report.
- Map syllabus objectives.
- Serve reviewed questions.
- Explain solutions.
- Identify weak concepts.
- Schedule revision.
- Track mastery evidence.
What goes in, what comes out
- Licensed syllabus
- Reviewed questions
- Learner responses
AI drafts, people review. Role-based learning platform and course authoring console.
- Adaptive practice program
- Revision report
How it works
The workflow
- InStart with
Licensed syllabus, reviewed questions and learner responses
- 1
Define learning objectives
- 2
Map approved source material
- 3
Review lessons and questions
- 4
Assess the learner’s starting point
- 5
Deliver targeted practice
- 6
Collect evidence of competence
- 7
Update affected lessons when sources change
- OutFinish with
Adaptive practice program and revision report
AI does the heavy lifting, people stay in charge
Draft lesson structure, examples, explanations and practice questions from approved material. Adapt practice using demonstrated responses. Educators validate answer keys and content. Completion status is distinct from demonstrated ability.
What your team sees
Key screens: Diagnostic test, study plan, explanation panel. Provide a learner home with the next useful lesson, a practice activity and progress evidence. Give authors a source-linked course editor and assessment review queue. Supervisors see completed tasks and explicit sign-offs. Use short modules that work on mobile as well as desktop. In this product, the first view is diagnostic test, followed by study plan and explanation panel.
Accounts and administration
Learner enrollment, content versions, assessment review, role pathways, accessibility options, supervisor sign-off, progress records and source update alerts.
Integrations and data access
Learning resources, course portals and educator review processes. Learning portals, employee or member directories and completion exports. Validate standards and identity requirements before promising native LMS compatibility. These are candidate integration categories, not verified supported connectors.
How we build it
We build with our own AI software development factory, so most implementations take days to a few weeks of creation time, not months. You see working software at every step, and exact timing depends on availability.
- 1
Scoping call
Day 1Thirty minutes on your process, your data and how you want to run it: for your own team, or for your clients. You get a fixed scope and price for the MVP.
- 2
MVP
6 daysOne buyer segment, one recurring use case; first modules: map syllabus objectives; serve reviewed questions. Manual review in the loop. Built by our AI software factory.
- 3
Paid pilot
7 daysAccounts, roles, review states, audit trail and the first integration, hardened for two to three paying pilot customers.
- 4
Full product
3 weeksRemaining modules: identify weak concepts; schedule revision; track mastery evidence. Self-serve onboarding, billing, monitoring and the wider integration set.
- 5
Run and improve
MonthlyWe host, monitor and improve it for a fixed monthly fee, or hand it over to your team. How the retainer works.
Why we start with an MVP
An MVP, or minimum viable product, is the smallest version that your users can actually work with. It is not a cheap version of the full solution. It is a test, built to answer the questions that decide whether the rest is worth building.
- Pick the riskiest assumption. Here: will independent professional certification tutors use it to solve "learners repeatedly practice topics they already understand"?
- Build only what tests it. One team, one use case, a few core modules. People do the rest by hand for now.
- Run a paid pilot. Teach one important task to a small cohort.
- Measure, then decide. Track question accuracy and retained learning. Then expand, change course or stop, with evidence instead of opinions.
MVP scope for this solution. Begin with independent professional certification tutors and one recurring use case. Build the first two modules: map syllabus objectives; serve reviewed questions. Provide operator assistance for the third module: explain solutions. Deliver adaptive practice program and revision report through a manual review queue. Perform other necessary full-scope functions manually during the pilot. Include all applicable access, accuracy and professional-review controls from the start.
After the MVP. After paid pilots establish value, automate the remaining modules: identify weak concepts; schedule revision; track mastery evidence. Add one validated source integration, reusable customer configuration and recurring delivery. Expand to additional teams, document formats or languages only after testing the new scope.
What the build depends on. Clear objectives, licensed or approved sources, validated assessments, learner state and source-change tracking. Media and accessibility requirements affect production effort.
Investment
A planning range to start the conversation, not a quote. You pay per phase, so you can stop after the MVP.
- Phase 1
MVP
One buyer segment, one recurring use case; first modules: map syllabus objectives; serve reviewed questions. Manual review in the loop.
- Phase 2
Paid pilot
Accounts, roles, review states, audit trail and the first integration, hardened for two to three paying pilot customers.
- Phase 3
Full product
Remaining modules: identify weak concepts; schedule revision; track mastery evidence. Self-serve onboarding, billing, monitoring and the wider integration set.
Indicative total, MVP to full product$42,500about 5 weeks of creation time · start with the MVP from $10,500
Running costs per month
A rough indication of monthly hosting and AI model costs once it is live, not tested. Real costs depend on usage, file sizes and the models chosen.
| Stage | Hosting and infrastructure | AI usage | Total per month |
|---|---|---|---|
| MVP and paid pilotabout 3 customers | $30–$60 | $50–$110 | $80–$170 |
| Full productabout 50 customers | $110–$210 | $420–$840 | $530–$1,050 |
Run it or resell it
For your own team
Independent professional certification tutors run it inside the business: licensed syllabus, reviewed questions and learner responses in, adaptive practice program and revision report out, reviewed by your people.
As part of your offer
Agencies, consultancies and software companies can offer it to their own clients under their brand. We build and maintain it; you sell and deliver it.
Your brand, or this one
Run it under your own brand, or start from this concept style.
- primary
#917327 - accent
#5654c9 - surface
#f1ede4 - ink
#22201e
- Headings
- Manrope
- Text
- Manrope
- Voice
- Encouraging, patient, precise
Selling it to your own clients: the go-to-market playbook
Pricing to test
Test USD 15-39 per learner monthly for one exam syllabus and reviewed question bank. Offer tutor account bundles with learner management. Include content licensing and educator review in the cost model. Prices are hypotheses.
Message to test
Adaptive exam practice platform for independent professional certification tutors. Adaptation tied to an explicit syllabus and reviewed question bank. Demonstrate the claim through a diagnostic quiz with a topic-level revision plan.
Where to find buyers
Certification tutor partnerships
Lead magnet
A diagnostic quiz with a topic-level revision plan
The first 30 days
- Week 1: interview five prospective buyers in this segment: independent professional certification tutors. Ask to see a recent example of the problem and their current process.
- Week 2: prepare this demonstration using authorized or synthetic material: a diagnostic quiz with a topic-level revision plan.
- Week 3: present it through certification tutor partnerships and seek one narrowly scoped paid pilot.
- Week 4: review question accuracy, retained learning, total delivery effort and a concrete renewal decision before increasing scope.
Paid pilot
Teach one important task to a small cohort. Compare performance before and after on different examples, gather educator review and check whether learners can apply the skill outside the lesson. For this solution, use licensed syllabus, reviewed questions and learner responses and evaluate adaptive practice program and revision report. Agree success thresholds with the buyer before starting; collect a baseline for question accuracy, retained learning. A positive signal is payment and repeat use with acceptable quality and delivery cost, not a favorable demo reaction alone.
Success metrics
Question accuracy, retained learning
Retention and expansion
Refresh lessons when their source changes, add task-specific practice and review real application of the learning. Expand into adjacent roles after proving usefulness.
Why clients would pick it
A reviewed niche curriculum, realistic practice tasks and evidence of useful learning outcomes in a defined role. For this solution, build around adaptation tied to an explicit syllabus and reviewed question bank. This advantage requires execution and accumulated customer trust; the base model alone is not a defensible asset.
Alternatives and positioning
Courses, internal trainers, learning management systems and static training documents. Differentiate on this specific proposed advantage: adaptation tied to an explicit syllabus and reviewed question bank. Test it against the buyer's current method on the same task. Competitor coverage and uniqueness have not been established.
Main delivery costs
Instructional design, subject review, media production, assessment validation, learner support and content refreshes.
Safeguards
Use educator-reviewed content and answer keys. Apply appropriate access and consent for learner records and distinguish completion from demonstrated learning. Validate source access and reviewer availability during the pilot. Maintain customer-level access, data deletion controls and a record of final approvals.