01
Map the starting point
A diagnostic test gives Xaptiq an initial view of strengths, gaps, and confidence across topics.
Xaptiq know-howPractice paths, mastery updates, next-step recommendations
How adaptive learning works at Xaptiq.
Xaptiq treats preparation as a living path. It starts by estimating where you stand, builds a plan around your exam and available tests, then keeps updating the route as your performance creates new evidence.
Adaptive loop
Sense, plan, recommend, learn.
01
Baseline results set the first estimate.
02
Plan generation fits the work to the exam runway.
03
Recommendations follow the active plan in real time.
04
Mastery changes after objective test evidence.
The learning loop
Personalisation is a sequence, not a single score.
A good adaptive system should know what to do before, during, and after a test. Xaptiq keeps those moments connected.
02
Build the plan
The planner combines syllabus weightage, available tests, target date, weekly capacity, and current mastery into a realistic route.
03
Recommend the next action
The active plan is executed in order, with overdue tests, current-week work, and available attempts kept in view.
04
Learn from every attempt
Scores update topic mastery, confidence, and subject-level readiness instead of sitting alone as isolated marks.
05
Adjust when evidence changes
Recent progress, missed work, urgency, and changing mastery can trigger a revised plan with a new version.
Plan generation
The first plan is built from constraints that matter.
Xaptiq does not simply spread topics across a calendar. It reads the exam runway, the test catalog, your study capacity, and the current mastery estimate before it creates a week-by-week plan.
Your exam date and preparation runway
The syllabus structure and topic weightage
The tests available in your exam package or EcoNiti course
Your preferred study days and weekly capacity
Topic mastery, recent scores, and confidence
Overdue, completed, and unavailable tests
Recommendations
The next step is fast, consistent, and tied to the plan.
The broader plan can be AI-generated and AI-adjusted. But daily recommendations use deterministic plan execution, so students see a reliable next action instead of a fresh improvisation each time they open the dashboard.
Plan-first
Xaptiq starts with the active plan, so recommendations stay connected to the larger preparation path.
Current work before future work
Pending tests in the current week come first, then overdue work, then upcoming weeks.
Evidence can refine difficulty
For topic practice, strong recent evidence can move a learner from easier sets to more challenging ones.
Availability matters
Recommendations avoid tests already completed or unavailable through the learner package.
Mastery update
Mastery is simpler than it sounds.
Mastery is not just your latest score. It is Xaptiq's current best estimate of how well you really understand a topic and, from there, a subject. Each completed test adds new evidence, so the estimate can rise, fall, or stay cautious depending on your performance.
Mastery means reliable understanding
It is Xaptiq's best estimate of how comfortably you can handle a topic, and how that adds up into subject readiness.
One test is not the whole story
A good score can raise mastery and a weak score can lower it, but each attempt is blended with what Xaptiq already knows about you.
Consistency matters
Repeated, steady performance makes the system more confident that the topic is truly becoming strong.
Plan updates
Recalibration happens when the route needs it.
Time-aware
The system weighs how close the exam is and how much usable study time remains.
Progress-aware
Recent completions, missed work, weak areas, and improving areas shape the next plan version.
Versioned
A revised plan replaces the active path while preserving a clear adjustment history.
Adaptive learning FAQ
The practical bits.
The system can be complex underneath, but the student experience should stay simple: attempt, learn what changed, and know what to do next.
Does the plan change after every test?
Your mastery and progress update after every completed test. The bigger plan changes when there is enough new evidence, missed work, or time pressure to make a useful revision.
Why not ask AI for a new recommendation every time?
Because students need consistency. Xaptiq uses AI to shape the broader route, then uses clear plan logic for the next action so the recommendation is fast, explainable, and not random.
What if I miss planned work?
Missed tests stay visible instead of disappearing. If the backlog starts changing what is realistic, the plan can be adjusted so you still have a workable path.
Is mastery the same as my latest score?
No. Your latest score is one signal. Mastery is the broader estimate of whether you can handle a topic reliably, based on current and past evidence.
Does this replace EcoNiti teaching?
No. For EcoNiti students, Xaptiq is the practice and progress layer around the course. Teaching, mentorship and evaluation still come from EcoNiti.