How to Write AI Match Criteria That Actually Work
Learn how to write natural-language match criteria for AI dating swipers. Specific, observable rules get better matches than vague preferences.
The difference between a useful AI dating assistant and an expensive random swiper comes down to one thing: how you write your match criteria.
SwipeForMe lets you describe your ideal match in plain English. The AI reads profile screenshots and applies your rules. Vague criteria produce vague results. Specific, observable criteria produce matches you'd actually message.
What makes criteria work for AI
AI evaluates what's visible on screen — photos, bio text, prompts, and captions. It can't know someone's personality from a single card, but it can consistently check observable signals.
Good criteria (specific, observable)
- "Solo photos, clean presentation, bio mentions fitness or outdoor activities"
- "No group-only photos, at least 3 photos, prompt answers are complete sentences"
- "Travel photos or landmarks visible, mentions dogs or pets in bio"
Bad criteria (vague, subjective)
- "Hot" or "attractive" — subjective and inconsistent
- "Good vibes" — not observable
- "Someone I'd marry" — too broad for profile-level filtering
The criteria formula
Use this structure for reliable results:
Photos + bio/prompts + dealbreakers
Example: "Clear solo photos, no sunglasses in every pic, bio or prompts mention career or ambition, no empty one-word prompt answers."
Each clause maps to something the AI can see and evaluate.
Criteria examples by priority
| What you care about | Example criteria |
|---|---|
| Photo quality | "Solo photos, face clearly visible, no heavy filters" |
| Lifestyle | "Active photos — gym, hiking, sports, or travel" |
| Personality signals | "Prompts mention humor, books, or creative hobbies" |
| Dealbreakers | "No group-only photos, no blank bio" |
| Verification | "Verified badge visible" (Bumble) |
How to iterate on criteria
- Start broad — 3–4 clear rules, not 15 micro-filters
- Run 50–100 swipes — use free tier to test
- Read AI reasoning — SwipeForMe explains each like/pass
- Adjust one thing at a time — add or remove a single rule
- Re-test — compare match quality over another 50 swipes
Changing everything at once makes it impossible to know what helped.
Common mistakes
Too many rules. Over-filtering hides good matches. Start with 3–5 rules.
Contradictory rules. "Must love travel" + "must live nearby" can conflict depending on how profiles are written.
Copy-pasting a wish list. Criteria are filters, not a soulmate checklist. Focus on observable must-haves and clear dealbreakers.
Set and forget. Update criteria as you learn what match quality you actually want.
Platform-specific tips
Tinder — Photo-heavy; bio is often short. Weight photo criteria heavily.
Bumble — Prompts matter. Include prompt-related rules.
Hinge — Multiple prompts per profile. Ask for substance in prompt answers.
See our platform guides: Tinder · Bumble · Hinge
Try it with SwipeForMe
Download SwipeForMe and test your criteria with 100 free swipes. Visit our AI match criteria page for more examples, or read how AI evaluates dating profiles under the hood.