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The signals we look for.

Dating Lens uses a five-color traffic light. Each color is a suggested action, not a judgment about a person.
Green — Continue
Yellow — Proceed slowly
Orange — Set a boundary
Red — Disengage
Black — Prioritize safety

Communication signals

Boundary Pressure

Attempts to move faster than trust has been established.

  • Pushing for a phone number too early
  • Moving off-app immediately
  • Pressure to meet quickly
Directive Language

Language that tells you what to do, how to act, or how to qualify.

  • 'You need to be...'
  • 'Do not message me unless...'
  • 'Send me your number'
Conditional Respect

Kindness or decency framed as something you must earn.

  • 'Respect me and I will respect you'
  • 'Treat me right and I will treat you right'
Entitlement Signals

Assumptions that another person owes attention, admiration, or status — from any gender. Includes 'princess treatment,' 'spoil me,' 'impress me,' 'what do you bring to the table,' 'earn my time.'

  • 'Where did you go?'
  • 'What do you bring to the table?'
  • 'Spoil me and I'll spoil you'
Care Labor Seeking

Framing a partner as someone to manage, soothe, repair, fund, organize, parent, rescue, or heal them. Not gender-specific.

  • 'Looking for someone to make me better'
  • 'I need a partner who brings me peace'
  • 'I need someone to fix me'
Sexual Escalation

Sexualization that is early, abrupt, unrelated, or boundary-testing given the stated relationship goal. In explicit casual/sex-positive contexts, distinguish respectful clarity from pressure.

  • Comments about someone's body
  • Asking for photos
  • Turning normal topics sexual
Self-Mythologizing

Grandiose, exceptionalist, 'not like other people' self-presentation.

  • 'I am one of a kind'
  • 'Most people cannot handle me'
Resume Romance

Profiles that read like a personal brand deck or sales pitch.

  • Long lists of achievements
  • Marketing-style language
Scarcity / Access Framing

Time and attention framed as a prize.

  • 'I am busy but will make time for the right person'
  • 'Can you keep up?'
Emotional Volatility Clues

Hints of drama or instability framed as personality.

  • 'I am a lot'
  • 'Handle me at my worst'
Negativity Load

Profiles dominated by complaints, warnings, or hostile exclusions.

  • 'No drama'
  • 'No liars'
  • 'All my exes were crazy'
Pseudo-Spiritual Control

Spiritual, healing, or 'high-vibration' language used to prescribe behavior or dodge accountability — 'healed people only,' 'protect my peace,' 'soft era,' 'divine masculine/feminine.'

  • 'Be soft'
  • 'Healed people only'
  • 'High vibration only'
  • 'Divine feminine energy required'
Ideological Threat Markers

Militarized, conspiratorial, extremist, or domination-oriented language.

  • 'Defend what is mine'
  • Weapons obsession
  • Violent metaphors
Authenticity Gap

Language that feels generic, AI-like, over-polished, or cliche-heavy.

  • Vague claims with no lived examples
  • Interchangeable phrases
Reciprocity Deficit

Talks only about themselves without curiosity about you.

  • Long lists of demands
  • Little evidence of mutuality
Accountability Avoidance

Blame-shifting, victim-only narratives, refusal to own behavior.

  • 'People always misunderstand me'
  • 'I just tell it like it is'
Microaggression / Bias Markers

Disrespectful language around race, gender, age, body, disability, or class.

  • Body-shaming
  • Ageist or racialized exclusions
Manipulative Ambiguity

Vague or deniable language that pressures while allowing plausible denial.

  • 'You know what I mean'
  • 'Just joking... unless?'
Boundary Repair Quality

What happens after you say no, slow down, or set a limit.

  • Respectful repair lowers risk
  • Guilt-tripping raises risk
Conversational Labor Imbalance

One person doing all the questions, restarts, or emotional work.

  • Only one person asks questions
  • Only one person restarts the thread
Tone and Sentiment Tracking

Warmth, hostility, sarcasm, contempt, impatience, or escalation across time.

  • Tone shift after a boundary
  • Rising impatience
Power Dynamics

Hierarchy-setting language from any gender: 'I lead,' 'be submissive,' 'provider required,' 'I know my worth,' 'I'll teach you,' 'don't waste my time.'

  • 'I will teach you'
  • 'I need someone submissive'
  • 'Don't waste my time'
Safety-Critical Signals

Threats, stalking, coercion, blackmail, refusal to accept no, requests for money or images.

  • Threats or intimidation
  • Pressure to meet privately
  • Requests for money
Effort Signal

Blank profiles, 'just ask,' 'I'll fill this in later,' very short bios, empty prompts, or obvious minimum effort.

  • 'Just ask'
  • Empty prompts
  • One-line bios
Intent Clarity

Whether stated intent (casual / long-term / short-term / open to anything) matches the evaluator's relationship goal. Ambiguity is not immoral, but it is a compatibility and trust signal.

  • 'Just seeing what's out there'
  • 'Long-term, open to casual'
  • Both casual and serious selected
Cliche Density

Overused stock phrases that reveal little about the person.

  • 'Partner in crime'
  • 'Ride or die'
  • 'Open book'
  • 'Living life to the fullest'
Profile Completeness / Conversational Hooks

Whether the profile gives concrete material to start a conversation.

  • 'Ask me anything' as the whole bio
  • No mentioned interests
Specificity & Lived Detail

Concrete lived examples versus vague labels.

  • 'Highway 1 to Santa Cruz with The Cure' vs 'long drives'
  • 'Ambitious weeknight cooking' vs 'foodie'
Writing Care / Presentation Quality

Spelling, grammar, punctuation, capitalization, typos, text-speak, sloppy formatting.

  • All lowercase, no punctuation
  • Repeated typos
  • Text-speak abbreviations
Coded Sexual Language

Indirect sexual hints, innuendo, or suggestive framing.

  • 'Cuddle'
  • 'Physical touch is my love language'
  • 'Open-minded'
  • Suggestive emojis
Relationship-Status Integrity

Unclear divorce/separation status, fake-feeling names, age fudging, missing location or intent.

  • 'Recently separated'
  • No location
  • No relationship status
Negative Targeting

Lists of what the person does NOT want; grievance-heavy exclusions.

  • 'No drama'
  • 'No scammers'
  • 'No single moms'
Adversarial Dating Framing

Contempt toward any gender or dating pool: 'men are trash,' 'females,' 'all women cheat,' 'all men lie,' 'gold diggers,' 'where are the real men/women,' 'high value.'

  • 'Females'
  • 'All men lie'
  • 'Where are the real men?'
  • 'What do you bring to the table'
Emotional Availability Signal

Warmth, vulnerability, kindness, humor, openness, and relational readiness.

  • Openly names what they care about
  • Invites rather than evaluates
Conversation Initiation Quality

Whether openers reference the recipient's profile vs generic copy-paste.

  • 'Hi beautiful'
  • 'How's your day'
  • 'I saw you love karaoke — what song gets you to the mic?'
Question Reciprocity

Whether each side asks meaningful questions and returns conversational energy.

  • Two-word answers
  • No return questions
  • One-sided interviewing
Follow-Through Reliability

Inconsistent starts, ghosty behavior, asking to chat and disappearing.

  • Gaps of days after 'let's talk soon'
  • Repeated no-shows
Photo/Profile Congruence

Contradictions between the written profile and photos.

  • 'Non-smoker' with cigarette in photo
  • No face photo despite 'open book'
Visual Safety Signals

Image choices that raise safety, judgment, or credibility questions.

  • Kids' faces shown
  • Guns / dead animals
  • Bathroom mirror only
  • Hats & sunglasses in every photo
Lifestyle Compatibility Clarity

Clear signals around hobbies, values, politics, religion, substances, activity level.

  • Names hunting, gym life, activism, travel
  • Explicit substance preferences
Over-Optimization / Insincerity

AI-sounding text, trying too hard, generic polished 'profile consultant' energy.

  • Perfectly balanced tricolons
  • Generic 'best self' phrasing
Adulting / Maturity Signal

Cues around responsibility vs man-child / chaos framing.

  • 'Must not take life too seriously'
  • 'I'm a lot'
  • 'Need someone to handle me'
Openness Without Vagueness

Healthy flexibility versus 'open to anything / whatever happens'.

  • 'Open to anything'
  • 'I'll take what I can get'
Attraction Framing

Prescriptive audition criteria for any gender — height, body type, income, dress code, hair, fitness, sexual availability. Distinguish preference from demeaning demand.

  • 'Fit and sexy only'
  • '6ft+ only'
  • 'Six-figure income required'
  • Dress-code demands
Safety & Privacy Awareness

Early requests for personal info, address pressure, security-question-style prompts, unsafe disclosure.

  • Asks for full name / employer early
  • Pushes for home address
Warmth vs Transactional Tone

Playful/heartfelt/human versus cold, job-listing, checklist-based tone.

  • Reads like a job posting
  • Checklist of requirements with no self-disclosure
Authentic Weirdness / Personality Signal

Real quirks, humor, passions, and specificity versus bland copy-paste presentation.

  • Names a niche obsession
  • Uses their own voice, not templated phrases
Apparent Age Match

Whether the person visible in the photos looks roughly the age stated in the profile text. Use hedged language ('appears to', 'could read as') — never claim certainty.

  • Photos look noticeably younger than a stated age
  • Photos look considerably older than a stated age
  • No clear face to judge
Photo Filters & Face-Tune

Heavy beauty filters, face-tune, skin smoothing, or AR effects that obscure how the person actually looks.

  • Dog / bunny AR filters in most shots
  • Obvious skin smoothing
  • Warped facial proportions
Face Coverage (Sunglasses / Hats)

Whether the face is meaningfully visible or hidden behind sunglasses, hats, masks, or angles in most photos.

  • Sunglasses in every photo
  • Hat + shadow across the face
  • Only side-profile shots
Face Visibility

Whether a clear, well-lit, front-facing photo exists at all — vs. only distant / obstructed / back-of-head shots.

  • No clear face shot
  • Only far-away scenery photos with a small figure
  • Backs / silhouettes only
Photo Variety & Setting

Mix of settings and framings vs. only mirror selfies, only car selfies, only gym-mirror shots, only bathroom shots.

  • Every photo is a bathroom mirror selfie
  • Only gym-mirror shots
  • Only driver's-seat selfies
Trophy Photos

Held-up fish, hunted game, or similar trophy shots. Neutral observation — describe reception, do not moralize.

  • Fish held up to camera
  • Hunted deer / bird
  • Rifle posing photo
Pets in Photos

Whether pets appear (dogs, cats, horses, etc.). Neutral — usually a warmth signal, occasionally a compatibility cue.

  • Dog cuddled in a photo
  • Cat on lap
  • Horse riding shot
Children in Photos

Whether minors appear in photos. Neutral observation focused on privacy of the child, not judgment of the profile owner.

  • Child's face clearly shown
  • Child with face blurred / turned away
  • Family group with kids
Group Photo Clarity

Whether it is clear which person in group shots is the profile owner across the set.

  • Only group photos, subject ambiguous
  • Same person consistently identifiable
  • Wedding-party shots only
Possible AI or Stock Imagery

Signs a photo may be AI-generated, stock, or scraped: uncanny hands, inconsistent backgrounds, watermarks, glossy studio look inconsistent with other photos.

  • Extra fingers
  • Watermark visible
  • Perfect lighting inconsistent with candid shots
Visual Effort & Care

Overall care put into the photo set — lighting, framing, variety, life shown. Green means thoughtful; red means minimum effort.

  • Well-lit varied photos showing hobbies
  • One blurry low-light photo total
  • Every photo is a screenshot
Photo–Bio Congruence

Whether the photos support or contradict what the bio claims (hobbies, lifestyle, pets, kids, smoking, fitness).

  • Bio says 'love hiking' — photos are all indoors
  • Bio says 'non-smoker' — cigarette visible in photo
  • Bio says 'active' — matches climbing / running shots