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LenseAI overview

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Overview

Guided flow with a step-by-step progress indicator: Select Products → Select Model → Select Poses → Select Background → Summary Users can navigate back to completed steps at any time. Optimized for desktop and mobile, with real-time status updates during generation.

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Prerequisites

Active Typelense account and available credits Product images in JPG / PNG / WEBP, up to 10 MB, sRGB One garment per file (avoid collages), neutral background recommended

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Step-by-step workflow

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Step 1 — Product upload & analysis

  • Upload methods: drag-and-drop or file picker
  • Validation: JPG/PNG/WEBP up to 10 MB
  • AI analysis: auto-detects clothing type and category (upper / lower / dress / under)
  • Results shown: detected type & category, confidence score, text/logo detection
  • UI: professional scanning animation during processing
  • Trigger: suggested when the primary garment implies a set (e.g., top → recommend bottom)
  • Options:
    • Upload a complementary garment
    • Select from predefined garment library
    • Skip
  • Smart suggestions: recommended types based on the primary category
  • Validation: same AI checks as the primary garment
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Step 2 — Model selection

  • Gallery: grid with optimized previews & metadata (name, age, gender)
  • Filters: gender, age ranges (18–25, 26–35, 36–45, 46–55), hair color, ethnicity
  • Indicators: pro/premium labels
  • Favorites: star models for quick access
  • Performance: caching & preloading for smooth browsing
  • Selection: choose one model; visual confirmation on selection
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Step 3 — Pose selection

  • Dynamic loading: poses fetched for the selected model
  • Display: 9:16-optimized grid
  • Auto-selection: first pose is preselected when a model is chosen
  • Validation: pose/model compatibility checks
  • Performance: prioritized loading for visible poses
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Step 4 — Background selection

  • Categories: Studio, Outdoor, Lifestyle, etc.
  • Preview: high-quality thumbnails with style names
  • Pro assets: premium backgrounds clearly marked
  • Selection: single background with instant visual feedback
  • Admin: background management tools available for administrators
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Step 5 — Summary & generation

  • Visual summary: side-by-side of product(s), selected model pose, and background
  • Details shown:
    • Model info & preview
    • Pose name/preview
    • Background style
    • Garment analysis (type, category, text detection)
  • Credits: real-time calculation (1 credit per image)
  • Validation: checks that all selections are complete
  • Project selection: choose an existing project or create new to store results
  • Credit verification: system confirms sufficient balance
  • Generation: initiates LenseAI pipeline.

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Generation progress & monitoring

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Real-time tracking

Progress bar with percentage and live elapsed time Statuses:
  • Analyzing Product — AI garment analysis & prompt building
  • Generating Image — base image creation
  • Enhancing Quality — upscaling & refinements
Cancel option: users can cancel an in-flight job Errors: clear messages with suggested actions and retry guidance

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Phases under the hood

  • AI Analysis: product understanding & constraints
  • Image Generation: base on-model render
  • Upscaling: automatic enhancement via external service
  • Storage: final asset saved to Supabase with metadata

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Results & completion

Auto-redirect to the project detail page on completion Immediate access to generated images Downloads: multiple formats and resolutions Quality versions: original + upscaled variants

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Accessibility & reliability

Accessibility: screen-reader labels, keyboard navigation, focus states State persistence: progress is preserved across sessions Error recovery: informative modals, safe retries, and non-blocking validation

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Metrics that matter

Generation success: error-free outputs per attempt User satisfaction: perceived quality of generated images Credit efficiency: credits per successful output Performance: average time from upload → final image
Next up: learn about Plans & Credits to choose the right subscription and manage your balance.