From a goal to a learning path.
Learners search by goal and level, not by course title. AACSearch matches goals to courses, answers questions from lessons with timestamps and citations, and suggests the next course in the path.
Queries plain keyword search gets wrong
как стать аналитиком данных с нуляgoalpython для начинающих бесплатноlevel + priceчто такое p-valueconcept questionкурс sql вечеромscheduleWhere search loses customers today
Goals vs titles
“Стать аналитиком” matches no course title.
Questions inside lessons
The answer is in minute 14 of a video; search can't see it.
What next?
After one course, learners don't know which one follows.
How AACSearch solves it, layer by layer
Each card names the capability behind it. Items marked “in development” are designed and scheduled, not live yet.
Finds the right item from the first letters — typos, synonyms, filters, meaning.
Goal search
Semantic search matches goals to course descriptions and outcomes.
Widens the basket: similar, frequently together, personal.
Answers questions a filter can't, citing your own catalogue and docs.
Answers from lessons
Answers from transcripts and materials with citations to the lesson.
Learns how items, queries and topics connect — and leads the visitor to the goal.
Learning paths
Will learn course sequences from enrolments and prerequisites, and suggest the next step.
Skill map
Will link concepts, lessons and courses into a skill graph for broad questions.
One visitor, from first query to goal
What the visitor does on the left, what AACSearch does on the right.
- 1
Goal
Searches “стать аналитиком с нуля”.
Shows beginner courses whose outcomes match the goal.
Semantic and hybrid search - 2
Learn
Asks what a p-value is during a lesson.
Answers from the course material, citing the lesson.
AI answers with citations - 3
Continue
Completes the course.
Suggests the next course in the path.
Product graph· in development
Your first two weeks
A typical rollout for this industry. Most teams are live on day one and spend the rest of the time measuring and tuning.
Day 1
Import courses with level, format and price.
Day 2
Index lesson transcripts for the assistant.
Week 1
Add similar-course rows on course pages.
Week 2
Measure enrolment from search.
What to measure
The numbers to judge a rollout by. Compare them with an A/B split or a before/after window on the same traffic.
- Enrolment from search
- Searches leading to an enrolment.
- Next-course uptake
- Learners who start a follow-up course.
- Assistant helpfulness
- Feedback on answers.
Connects to
- JSON / CSV
- Sitemap crawl
- REST API
- Embed widget
Capabilities used
Coming next
Search for Education & courses, live this week
Connect a feed or a site, embed one script, and measure the difference on your own traffic.