Features

Search Re-ranking

Re-ranks search results to show the most relevant items first.

How It Works

1. User performs a search (jobs, projects, or talents)
2. Initial results returned from database
3. AI Engine scores each result against the query
4. Results reordered by relevance score

Ranking Factors

Usage

• Jobs search — Better job listings for freelancers
• Projects search — Better projects for freelancers
• Talents search — Better freelancers for clients

Freelancer Recommendations

Recommends the best-match freelancers for a posted job.

How It Works

1. Client posts a job with requirements
2. System analyzes job requirements
3. Freelancers scored against requirements
4. Top matches presented with match percentage

Match Score

Each freelancer shows a match score:

• 90-100% — Excellent match
• 70-89% — Good match
• 50-69% — Fair match
• Below 50% — Partial match

Job Recommendations

Recommends matching jobs for freelancers based on their skills.

How It Works

1. Freelancer profile analyzed for skills and experience
2. Jobs scored against freelancer profile
3. Top matches presented with relevance scores
4. Recommendations updated as new jobs are posted

Display

Recommendations appear on:

• Freelancer dashboard
• Job listing pages
• Email notifications (optional)

Related Items

Shows match-ordered related items on detail pages.

How It Works

1. User views a job, project, or freelancer profile
2. System finds similar items
3. Items scored and ranked by relevance
4. Top related items displayed

Benefits

• Discovery — Find related opportunities
• Comparison — Compare similar options
• Engagement — Keep users browsing longer

Guided Recommendation CTAs

Interactive UI on listing pages for refined recommendations.

How It Works

1. User clicks "Refine with AI" on listing page
2. Short questionnaire appears:
   • What do you need?
   • Which category?
   • Budget range?
   • Preferred rating/type/level?
3. Results are AI-ranked with match badges
4. "Ranked for: ..." banner shows the query

Benefits

• Personalized — Results tailored to specific needs
• Interactive — Engaging user experience
• Transparent — Shows why items are recommended

Admin Configuration

Access AI Engine settings via Admin > AiEngine > Matching Engine

• Enable/disable individual features
• Adjust scoring weights
• Configure AI endpoint (optional)
• View matching statistics

Last updated: September 2026