Admin Settings
Configure the AI Engine matching and recommendation system.
Accessing Settings
Navigate to Admin > AiEngine > Matching Engine
Feature Toggles
Search Re-ranking
- Enable — Re-rank search results by relevance
- Priority — Hook priority (lower = earlier in chain)
Freelancer Recommendations
- Enable — Show freelancer recommendations on job pages
- Max results — Number of recommendations to show
Job Recommendations
- Enable — Show job recommendations for freelancers
- Max results — Number of recommendations to show
Related Items
- Enable — Show related items on detail pages
- Max results — Number of related items to show
Guided Recommendations
- Enable — Show "Refine with AI" button on listing pages
- Questions — Customize the questionnaire
Scoring Weights
Adjust the weight of each factor in the matching algorithm:
| Factor | Default Weight | Description |
|---|---|---|
| Skill match | 30 | How well skills match |
| Category match | 20 | Category relevance |
| Budget match | 15 | Price range fit |
| Level match | 10 | Experience level |
| Rating | 15 | Average review rating |
| Orders | 10 | Completed orders |
Adjusting Weights
- Navigate to Admin > AiEngine > Matching Engine
- Adjust weight values (0-100)
- Click Save
- Changes take effect immediately
Tips:
- Increase skill weight for better skill matching
- Increase rating weight for quality focus
- Increase budget weight for price-sensitive matching
AI Configuration (Optional)
API Endpoint
For enhanced matching, configure an OpenAI-compatible endpoint:
AI_ENGINE_API_KEY=your-api-key
AI_ENGINE_API_BASE=https://api.openai.com/v1
Features Requiring API
- Intent parsing — Better query understanding
- Re-ranking — AI-enhanced result ordering
- Recommendations — Smarter suggestions
Testing
Test Matching
- Click Test Matching button
- Enter a sample query
- Review matching results
- Adjust weights if needed
Test Recommendations
- Select a job or freelancer
- View generated recommendations
- Verify relevance and accuracy
Performance
Caching
- Search results cached for 5 minutes
- Recommendations cached for 15 minutes
- Related items cached for 10 minutes
Cache Management
Clear cache via:
- Admin > AiEngine > Clear Cache
- Artisan command:
php artisan cache:clear
Last updated: September 2026
Still stuck?
Our support team is ready to help you get set up.

