System Architecture

How VibeMetricsAI Works

Explore our 9 specialized relationship intelligence tools designed to boost texting confidence, analyze communication dynamics, and organize your dating life.

1

Opener Engine

Paste a bio or upload a profile screenshot to generate 3 tailored opening lines (Smooth, Bold, Playful) in seconds. Powered by Llama 3.2 11B Vision models, it parses bio prompts and photo context while auto-linking traits into your Smart Matches CRM.

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2

Reply Generator

Craft situation-aware text responses across 5 distinct tones (Chill, Flirty, Funny, Bold, Soft) for tricky dating scenarios. It evaluates your last message exchange and situation context without imposing robotic filler phrases or forced emojis.

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3

Chat Screenshot Analysis

Upload chat screenshots or text logs to get 6 quantitative metrics (Ghosting Risk, Active Interest, Compatibility) and behavioral pattern flags. Using Conversation Recency Prioritization, it places primary weight on your most recent messages to assess momentum.

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4

Smart Relationship Memory

Automatically track hobbies, food preferences, coffee orders, and personal details across all your dating app matches. Extracted traits enter a human approval queue where you review and approve every detail before saving to D1 match profiles.

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5

Interactive Dating Simulator

Practice high-stakes texting with 24 realistic AI character personas before sending real messages to your crush. Test your banter across various attachment styles and receive a post-session Structured Relationship Autopsy Report.

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6

24/7 AI Dating Coach

Get instant, domain-restricted dating advice on texting tactics, social confidence, and date planning whenever you need clarity. Choose between Supportive, Brutal Honest, or Playful coaching tones with a 20-message conversation history window.

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7

Dating Profile Optimizer

Audit your complete profile payload—photos, bio text, Hinge prompts, and dating goals—for consistency and completeness. System rules explicitly prohibit auto-rewriting bios, providing objective 1-100 audit scores and conversation hook highlights.

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8

Matches Intelligence Dashboard

Manage all active dating connections, conversation history, stage progression, and analysis notes in one private relationship CRM. Approved facts automatically populate profile records, with full match profile deletion support (`DELETE /api/matches/:id`).

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9

First Date Ideas Generator

Build evidence-based date blueprints tailored to your match's verified preferences, location, and budget (Moderate, Casual, Premium). Blueprints include curated local venue maps, buffer timelines, and custom conversation guides.

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Unified Relationship CRM Pipeline

All 9 tools share a unified data pipeline: facts extracted during openers or chat analyses flow into an approval queue, updating your Smart Matches CRM and feeding directly into custom date blueprints.

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