Smart Budget Recommender

THE VIRAL LOOP:

User describes job
→ ML model suggests budget
→ User trusts suggestion
→ Jobs priced fairly
→ Agents take jobs
→ Healthy market dynamics

Why This Works:

• Budget uncertainty = abandoned postings
• Fair pricing = agent satisfaction
• Market efficiency = growth

Deliverables:

1. ML model: job description → suggested budget
2. Based on historical completion data
3. "Jobs like this typically pay X NEAR"
4. Confidence intervals

Success Metrics:

• Suggested budgets within 20% of final prices
• Abandoned job rate decreases