How Aurale Analyzes Your Profile

Our photo analysis pipeline evaluates each image across multiple practical dimensions that affect whether a profile photo is clear, varied, and easy to understand:

• Facial Expression Analysis: We detect and review visible expression and approachability cues. These are subjective observations, not biometric or psychological diagnoses.
• Photo Composition: Rule-of-thirds alignment, subject framing, crop, and background distractions are reviewed so the main subject stays easy to identify.
• Lighting Quality: We review exposure, color cast, and harsh shadows when recommending which photos to keep or replace.
• Photo Variety Scoring: We evaluate whether your gallery has enough variety, including solo vs. social, indoor vs. outdoor, casual vs. dressed-up.

Your written content is analyzed with a language model for clarity, specificity, tone, and opportunities to start a conversation:

• Tone Classification: We classify your bio across axes like humor, sincerity, confidence, and aggression, while recognizing that humor and confidence are culturally and personally subjective.
• Red Flag Detection: Negative language patterns such as demands, negativity, or passive aggression are flagged with specific replacement suggestions.
• Conversation Hook Score: We evaluate whether your bio provides clear, low-friction opening lines for potential matches to use when messaging.
• Cliché Detection:Overused phrases (“love to travel,” “looking for my partner in crime”) are identified and alternative suggestions provided.

Every analysis produces a structured SWOT (Strengths, Weaknesses, Opportunities, Threats) report. Presentation scores are directional model estimates based on:

• The visible strengths and weaknesses found in the submitted profile
• The role of photos, prompts, and bios on the selected platform
• Model uncertainty and the limited context available from a profile alone

“Aurale does not estimate clicks, matches, or dates. Test the suggested changes on your app and judge them by your real experience.”

Trust requires transparency about data handling. Here is our complete policy:

• Private Storage: Uploaded photos are stored in private cloud storage so your saved report remains viewable. You can request deletion of the account, report, and photos.
• No Aurale Model Training: Aurale does not use your profile content to train its own models.
• Encryption: All data transmitted between your browser and our servers is encrypted in transit.
• Third-Party Processors: AI inference is processed by infrastructure and AI providers required to deliver the service. We do not sell profile data to advertisers or data brokers.

Limitations & Biases

No AI system is perfect. We are transparent about our current limitations:

• General-purpose AI models may reflect demographic and cultural biases. Treat scores as a critique aid, not an objective measure of a person's worth or attractiveness.
• Photo analysis accuracy decreases with heavily filtered, low-resolution, or group photos where the primary subject is ambiguous.
• Cultural context matters because humor and attraction vary across people and cultures. The current experience is written primarily for English-language dating profiles.