AI Suggestions
This page tracks which programs are recommended to users by AI systems, mainly from:
- AI chat suggestions
- Questionnaire-result suggestions
Admin route:
https://admin.acusolo.net/admin/ai/suggestions
Web route where users can view suggested programs:
https://web.acusolo.net/programs/suggested-via-questions
List page
The screen is read-only monitoring/analytics style (no direct create/edit/delete for suggestion rows).
Summary cards
- All time total suggestions
- This week total suggestions
- By source split (for example AI chat vs Q&A)
Filters
- User ID
- Program ID
- Source
- Sort
- Order (for example newest first)
- Apply / Reset
- Reload
Table columns
| Column | Meaning |
|---|---|
| Created | When the recommendation event was generated |
| User | Recommended user (email/id) |
| Program | Suggested program title (with route slug preview) |
| Source | Suggestion origin, typically AI chat or Q&A |
| Actions | Quick link button (for example Open program) |
Source flows tracked
1) AI chat based suggestions
When user chats with AI assistant and asks for help/recommendation, program cards suggested in that chat can be logged here with source AI chat.
Captured observability signals typically include:
- user query context
- chosen/recommended program
- timestamp
- source classification
2) Questionnaire based suggestions
After users answer the questionnaire, resulting recommended programs are tracked with source Q&A / questionnaire context.
Monitoring goal
This module helps admins observe:
- who is getting suggestions,
- how often each program is suggested,
- what source generated the suggestion,
- and how query/answer context maps to recommendation output.