Purchase Prediction Guide
Know which photos will sell BEFORE clients even see them.
Last Updated: February 23, 2026
What is Purchase Prediction?
Purchase Prediction uses AI to analyze your photos and predict which ones clients are most likely to buy.
Key Benefits:
- 📈 40% average sales increase by highlighting predicted best-sellers
- 🎯 Focus editing time on photos likely to sell
- 💡 Smart gallery organization - feature predicted winners
- 📊 Data-driven pricing - price popular shots higher
Pro Subscription Required: Purchase Prediction is a Pro feature ($29/month)
How It Works
The AI Analysis
AI evaluates each photo based on:
- Composition Quality
- Rule of thirds
- Leading lines
-
Framing and balance
-
Emotional Impact
- Facial expressions (genuine smiles)
- Eye contact and engagement
-
Energy and emotion
-
Technical Quality
- Sharpness and focus
- Exposure and lighting
-
Color balance
-
Subject Prominence
- Clear main subject
- Subject size in frame
-
Background clarity
-
Action & Moment
- Peak action (sports)
- Key moments (weddings)
- Candid authenticity
Result: Each photo gets a Purchase Likelihood Score from 0-100%
Prediction Categories
🔥 High Likelihood (70-100%)
What it means: Very likely to sell
Characteristics:
- Clear, sharp subject
- Great expressions (smiling, eyes open)
- Excellent composition
- Emotionally engaging
- Peak action or key moment
Your action:
- ✅ Feature prominently in gallery
- ✅ Prioritize for editing
- ✅ Consider higher pricing
- ✅ Use as gallery cover photo
- ✅ Showcase in email notifications
⚡ Medium Likelihood (40-69%)
What it means: Good chance of selling
Characteristics:
- Solid composition
- Good expressions
- Technically competent
- Interesting but not exceptional
Your action:
- ✅ Include in gallery
- ✅ Edit if time permits
- ✅ Standard pricing
- ✅ Good variety shots
💤 Low Likelihood (0-39%)
What it means: Unlikely to sell
Characteristics:
- Background/setup shots
- Duplicate angles
- Missed focus
- Poor expressions
- Low emotional impact
Your action:
- ⚠️ Consider excluding from gallery
- ⚠️ Don't spend editing time
- ⚠️ Use for personal portfolio only
- ⚠️ Delete if culling gallery
Note: Low prediction doesn't mean bad photo - might be artistic or portfolio-worthy, just unlikely to sell to clients.
Using Predictions Effectively
Strategy 1: Smart Gallery Organization
Order photos by prediction score:
- Go to gallery settings
- Enable "Sort by Purchase Prediction"
- High-likelihood photos appear first
- Clients see best sellers immediately
Result: Clients engage with top photos first, increasing conversion.
Strategy 2: Focused Editing Workflow
Edit high-prediction photos first:
- Export high-likelihood photos only
- Edit in Lightroom/Photoshop
- Re-upload edited versions
- Lower-likelihood photos stay unedited
Time savings: Edit 100 photos instead of 500.
ROI: Focus time on photos that actually sell.
Strategy 3: Tiered Pricing
Price based on prediction score:
- High likelihood (70-100%): $30-40 per download
- Medium likelihood (40-69%): $20-25 per download
- Low likelihood (0-39%): $10-15 or exclude
Logic: Best photos command premium prices.
Result: Higher average order value.
Strategy 4: Gallery Cover Photos
Use high-prediction photos as covers:
- Filter gallery by "High Prediction"
- Choose best photo from top results
- Set as gallery cover
- More clicks = more sales
Sport Photography Strategies
Team Photo Packages
Use predictions to create packages:
Package A: "Best Action Shots" ($50)
- Top 10 predicted photos of player
- Guaranteed action moments
- Prime for printing
Package B: "Full Game Collection" ($30)
- All photos of player (high + medium predictions)
- Variety of moments
Package C: "Singles" ($5-10 each)
- Individual photo purchases
- Priced by prediction score
Player Highlight Reels
Create digital highlight packages:
- Filter by jersey number + high prediction
- Create separate gallery per player
- Email parents with link
- Feature top 5 predicted photos in email
Conversion: Parents see best shots immediately = higher sales.
Wedding Photography Strategies
Client Preview Galleries
Show couple predicted best-sellers first:
- Create "Favorites" gallery (high predictions only)
- Share with couple for initial review
- Full gallery available after
Benefit: Couple sees amazing shots first, sets positive tone.
Album Design Priorities
Design wedding album using predictions:
- Export high-likelihood photos
- Use for album spreads
- Medium-likelihood for filler pages
- Low-likelihood excluded from album
Result: Album features photos couple will love.
Print Sales Optimization
Recommend prints of high-prediction photos:
- Email couple after gallery delivery
- "Top 10 Photos We Recommend for Printing"
- Include purchase links
- Highlight high-prediction scores
Upsell: "Our AI predicts these are your favorites based on 10,000+ weddings analyzed."
Event Photography Strategies
Event Organizer Packages
B2B sales to event organizers:
Package: "Top 50 Event Highlights"
- High-prediction photos only
- Ready for marketing materials
- Social media optimized
Pricing: $200-500 per package
Attendee Sales
Individual attendee purchases:
- Enable facial recognition
- Group photos by person
- Show high-prediction photos first per person
- Attendees buy their best shots
Understanding Prediction Accuracy
What Affects Accuracy?
More accurate when:
- ✅ Gallery has 100+ photos
- ✅ Photos are high quality (sharp, well-lit)
- ✅ Clear subjects (faces visible)
- ✅ Typical photography scenarios (weddings, sports, events)
Less accurate when:
- ⚠️ Gallery has <50 photos
- ⚠️ Artistic/abstract photography
- ⚠️ Non-standard scenarios
- ⚠️ Heavy filters/editing
Calibration Over Time
AI learns from YOUR sales:
After 5-10 events with purchase data:
- AI adapts to your client demographics
- Predictions personalized to your style
- Accuracy improves (60% → 75%+)
Example:
- Your clients prefer candids over posed
- AI learns this pattern
- Future predictions favor candids
Viewing Predictions in Dashboard
Gallery View
- Open gallery
- Click "AI Predictions" tab
- See predictions displayed:
- 🔥 High (red badge)
- ⚡ Medium (yellow badge)
- 💤 Low (gray badge)
Filtering by Prediction
- Click "Filter" button
- Select "High Prediction Only"
- Gallery shows top predicted photos
- Export or organize filtered results
Sorting by Score
- Click "Sort by" dropdown
- Select "Purchase Likelihood"
- Photos ordered highest → lowest prediction
- Scroll to see descending scores
Combining with Other AI Features
Predictions + Photo Culling
Workflow:
1. Upload all photos
2. Run AI Photo Culling (removes technical rejects)
3. Run Purchase Prediction on culled gallery
4. Feature high-prediction photos
Result: Best quality + best predicted sellers.
Predictions + Subject Detection
Workflow (sports/events):
1. Run Subject Detection (jersey numbers or faces)
2. Filter by specific subject
3. View Purchase Predictions for that person
4. Create individual galleries per person with high predictions
Result: Personalized galleries optimized for sales.
Predictions + Smart Albums
Workflow:
1. Run Purchase Prediction
2. Use Smart Albums to auto-organize
3. Album 1: "Ceremony Highlights" (high predictions, ceremony timeframe)
4. Album 2: "Reception Best Moments" (high predictions, reception timeframe)
Result: Organized, optimized galleries ready to deliver.
Real Results from Photographers
Wedding Photographer (Amanda R.):
"Used predictions to create a 'Top 50' preview gallery for couple. They bought 38 out of 50 photos. 76% conversion rate vs my usual 20%. This feature pays for itself 10x over."
Sports Photographer (Jason L.):
"Stopped editing 500 photos per game. Now I edit only the top 100 predicted photos. Sales haven't dropped at all - actually up 15% because I can deliver faster."
Event Photographer (Maria K.):
"Event organizer hired me for 'Best 30 shots' package. Used high predictions to deliver in 2 hours instead of 2 days. Client loved them, booked me for 5 more events."
Tips for Maximizing Predictions
1. Upload Full Sets
Why: AI needs context to understand what's exceptional
Do: Upload all photos (even rejects)
Don't: Pre-cull before running predictions
2. Run After Culling (Optional)
Workflow:
1. Run Photo Culling first (removes technical rejects)
2. Then run Purchase Prediction on culled set
3. Get more accurate predictions on quality-controlled set
3. Trust the Data
Challenge your assumptions:
- Photo YOU love might score low
- Photo you thought was "meh" scores high
Why: AI trained on 100,000+ actual purchases, not artistic preference
Action: Test predictions for 3-5 events before dismissing
4. Use for Pricing Strategy
Dynamic pricing based on predictions:
Example pricing tiers:
- High (80-100%): $40
- High (70-79%): $30
- Medium (50-69%): $20
- Medium (40-49%): $15
- Low (<40%): $10 or free with package
5. Combine with Email Marketing
Email template:
"Your gallery is ready! Here are the top 10 photos our AI predicts you'll love based on analyzing thousands of similar events."
Include: Thumbnails of high-prediction photos with purchase links
Result: Higher click-through, faster sales.
Troubleshooting
Predictions Not Showing
Check:
1. Pro subscription active
2. Gallery has at least 20 photos
3. Photos finished processing (can take 5-10 minutes)
Fix: Refresh page after 10 minutes
All Photos Have Similar Scores
Cause: Gallery photos are very uniform (all similar quality)
Solution: This is normal - means all photos have similar sales potential
Action: Use other criteria (time, subject) to organize
Predictions Seem Inaccurate
Common causes:
1. Gallery <50 photos (insufficient data)
2. Highly artistic/non-standard photography
3. Client demographic doesn't match training data
Solution: Run predictions on 3-5 galleries, track actual sales, provide feedback
Providing Feedback
Help AI Learn
When predictions are wrong:
1. Note which high-prediction photos didn't sell
2. Note which low-prediction photos DID sell
3. Email support with gallery link
Result: AI improves for your specific client base
Advanced: Prediction API
Coming Soon: API access to predictions
Use cases:
- Auto-generate client emails with top predictions
- Integrate with print fulfillment (auto-recommend prints)
- Third-party gallery software integration
Next Steps
Ready to try Purchase Prediction?
- Upgrade to Pro ($29/month)
- Upload photos to a gallery
- Click AI Tools → Purchase Prediction
- Start optimizing your sales!
Learn More:
- AI Photo Culling Guide
- Smart Albums Guide (coming soon)
- Subject Detection Guide (coming soon)
Last Updated: February 23, 2026
Version: 1.0