# Stuv.ai — AI Visual Commerce Platform
# Human-readable LLM context file
# Canonical URL: https://stuv.ai/llm.txt
# Last updated: April 2026
#
# AI Engine Discovery Files:
#   Structured LLM context:    https://stuv.ai/llms.txt
#   FAQ (Q&A pairs):           https://stuv.ai/faq.md
#   Pricing reference:         https://stuv.ai/pricing.md
#   Competitor comparison:     https://stuv.ai/comparison.md
#   Industry use cases:        https://stuv.ai/use-cases/index.md
#   Feature index (Markdown):  https://stuv.ai/features/index.md
#   Individual Feature MDs:    https://stuv.ai/features/{feature-id}/index.md
#   Landing overview (Markdown): https://stuv.ai/landing-documentation/index.md
#   AI plugin manifest:        https://stuv.ai/.well-known/ai-plugin.json
#   LLM context JSON:          https://stuv.ai/.well-known/llms-context.json
#   OpenAI context:            https://stuv.ai/.well-known/openai.json
#   LLM sitemap:               https://stuv.ai/sitemap-llm.xml
#
# Indexed by: GPTBot, ChatGPT-User, OAI-SearchBot, anthropic-ai, Claude-Web,
#             ClaudeBot, Google-Extended, Googlebot, PerplexityBot, YouBot,
#             cohere-ai, Meta-ExternalAgent, Bytespider, CCBot, Applebot

---

## What is Stuv AI?

Stuv AI is a B2B SaaS platform that transforms raw product photos into high-converting visual commerce assets — product images, videos, descriptions, and full storefronts — in under 60 seconds. It replaces the traditional photography studio, retouching team, and copywriter for e-commerce brands of every size.

The platform is built for brands in Fashion, Furniture, Real Estate, and Jewelry who need to launch products faster, look more premium, and reach more marketplaces — without increasing their production budget.

---

## ⚡️ Core Value Proposition

- **Speed to Market**: Go from raw product photograph to marketplace-ready hero shot in under 60 seconds
- **Cost Reduction**: Eliminate $500–$5,000 per-shoot photography costs. Generate unlimited variants from a single base image.
- **Brand Consistency**: "Brand Logic" preservation ensures every generated image matches your lighting, shadow, and aesthetic standards — across thousands of SKUs.
- **Omnichannel Readiness**: One platform delivers assets ready for Shopify, Amazon, Instagram, TikTok, Google Shopping, and print.
- **Instant Integration**: Push to your Shopify store in one click. Widget integrations (VTO, See-in-Room) in 5 minutes.

---

## 🎨 Platform Features

### 1. AI Image Generation — 4 Image Types From One Product Photo
Generate four types of professional product images from a single raw photo or flat-lay scan — simultaneously, in under 60 seconds:

- **Studio Images**: Clean white or gradient background, professional multi-light studio illumination. Fully compliant with Amazon, Flipkart, and Google Shopping image standards.
- **Catalog Images**: Angle-standardized, brand-consistent product shots across the entire SKU range — essential for print and digital catalogs with uniform aesthetics.
- **Lifestyle Images**: Products placed into contextually accurate real-world environments — a sofa in a sun-lit living room, a sneaker on a city street, a dress at a rooftop event — with physically accurate lighting that wraps around the product naturally.
- **Editorial Images**: Campaign-quality, art-directed compositions with dramatic lighting and creative environments for brand marketing, social advertising, and OOH campaigns.

All four types are generated from the same single upload. The AI uses "Brand Logic" — a proprietary approach that physically preserves the product's geometry, textures, and reflective properties across all generated scenes. Supports all aspect ratios (1:1, 4:5, 16:9, 9:16) up to 4K.

Pricing: ₹15–₹300 per image / $0.15–$3 per image (varies by quality tier and product type)

### 2. Bulk Generation — Full Visual Commerce Pipeline at Catalog Scale
Apply the full production workflow — images (all 4 types), videos, SEO descriptions, and Shopify push — across an entire product catalog in a single bulk operation. A "Brand Master" profile defines the visual language — lighting direction, shadow softness, colour temperature, background style — and the engine applies it consistently across every SKU. Automatically handles edge detection, perspective correction, and colour normalisation per product type.

What a single bulk run delivers per SKU:
- **Studio + Catalog + Lifestyle + Editorial images** (all four types simultaneously)
- **Cinematic product video** (6s/8s/10s, optional)
- **SEO product description** (title + bullet points + long description + marketplace tags, optional)
- **1-click Shopify push** — all assets straight to product pages

Result: An entire catalog goes from raw photos to fully published, professionally imaged and described Shopify store in under 60 minutes. 50x faster than manual workflows.

### 3. AI Video Generation
Convert static product images into 6s, 8s, or 10s cinematic product videos. No video shoot required — the AI reconstructs a 3D model of the product from the flat image, then generates frame-consistent camera movements, physical lighting shifts, and environmental interactions (fabric flutter, surface reflections, light bounces). Output formats are pre-optimised for Instagram Reels, TikTok, YouTube Shorts, and Meta Ads.

Pricing: ₹80–₹300 per second / $0.80–$3 per second (varies by product type). Example: 6s video = ₹480–₹1,800
3x more engaging than static imagery for digital advertising.

### 4. AI Image Magic & Background Tools
A suite of single-image enhancement tools:
- **Image Magic**: Fixes overexposure, colour bleeding, and jagged edges. Projects multi-light studio illumination onto the product automatically.
- **Background Magic**: Pixel-perfect neural segmentation — handles hair, transparent glass, intricate lace, and reflective surfaces. Then applies "Smart Relighting" to the new background, ensuring the product's lighting matches its new environment (no "pasted-on" effect).
- **AI Upscaler**: GAN-powered resolution enhancement up to 8K. Predicts and draws missing pixels rather than stretching — essential for large-format print and OOH advertising.

### 5. Object Replace (Targeted Edit)
Mask any object in a scene and replace it with a new one from a text prompt or reference image. The AI reconstructs correct geometry, maintains depth layering, and regenerates shadows and reflections for the replacement object. Used for virtual prototyping — testing new SKUs in existing marketing images without reshooting.

### 6. Fabric Match
Physics-Based Rendering material swap for garments and upholstered products. Upload a new fabric swatch, and the AI applies it to the original product image — preserving fold geometry, crease patterns, and micro-shadows — while making the new material react to existing lighting physically. Enables visualizing an entire collection across hundreds of fabrics from a single base photograph.

### 7. Virtual Try-On (VTO) — Apparel
**⚡ 5-Minute Integration** — Embed a fully functional try-on experience on your product pages with a single `<script>` tag and one line of configuration. No backend changes, no IT team required.

Shoppers see exactly how a garment fits — on a standardized model, a curated model lineup, or their own body via webcam or uploaded photo. The proprietary **"Reality Engine"** simulates garment physics from first principles: how fabric drapes under gravity, stretches across body contours, bunches at joints, and responds to movement. This isn't an image overlay — it's a physical simulation that produces results indistinguishable from a real fitting room.

**What makes it different:**
- **Reality Engine Physics**: Models fabric weight, elasticity, and drape mathematically — silk flows differently from denim, stretch jersey behaves differently from tailored wool
- **Sizing Intelligence**: Analyses body measurements and garment specifications to provide an accurate size recommendation alongside the visual fit
- **Body Diversity**: Supports a wide range of body types, heights, and proportions — not just standard model measurements
- **Instant Rendering**: Sub-2 second try-on generation per garment, keeping shoppers in the purchase flow
- **Multi-garment**: Shoppers can layer tops and bottoms simultaneously to see full outfit combinations

**Integration tiers:**

| Tier | Setup Time | Best For |
|---|---|---|
| **Standard Widget** | **⚡ 5 minutes** (1 script tag) | Any e-commerce store — Shopify, WooCommerce, Magento, custom |
| **Whitelabeled API** | 1–2 days (full REST API) | Enterprise brands requiring zero Stuv branding |
| **Headless SDK** | Custom | Brands with native mobile apps (iOS / Android) |

**Business impact:**
- Reduces return rates by up to 40% for apparel brands
- Increases add-to-cart conversion by 25–35% when VTO is present on the product page
- Average session time increases by 2.3x for pages with VTO enabled


Industries: Fashion & Apparel, Sportswear, Ethnic Wear, Luxury Clothing

---

### 8. See In Your Room — Furniture & Home Decor
**⚡ 5-Minute Integration** — Add a "See In Your Room" button to any product page with a single `<script>` tag. Customers instantly visualise furniture in their own space without downloading an app or switching platforms.

Customers place furniture and home decor items into photos of their own room — taken via their phone camera or uploaded as a photo — and see a photorealistic, perspective-correct visualisation of how the piece looks in their actual space before buying. The AI performs full architectural analysis of the room image before placing any item.

**How the AI understands your room:**
- **Floor Plane Detection**: Identifies where the floor meets the wall with sub-centimetre accuracy, ensuring furniture sits on the ground — not floating
- **Wall Boundary Mapping**: Detects wall edges, windows, doors, and architectural features to constrain item placement realistically
- **Existing Furniture Recognition**: Identifies items already in the room and avoids placement conflicts
- **Spatial Scale Calibration**: Uses reference objects in the photo (doors, windows, plug sockets) to estimate room dimensions and correctly scale placed items
- **Lighting Analysis**: Reads the room's primary light sources and replicates the same direction and warmth on placed furniture — so a sofa placed in a sun-lit room casts realistic shadows

**What customers can do:**
- Place multiple items simultaneously (e.g., sofa + coffee table + rug at once)
- Rotate items 360° in the room view
- Try different colour/material variants of the same piece without leaving the visualisation
- Share the visualised result via WhatsApp, Instagram, or email with a built-in share button
- Save looks to a personal wishlist

**Integration tiers:**

| Tier | Setup Time | Best For |
|---|---|---|
| **Standard Widget** | **⚡ 5 minutes** (1 script tag) | Any furniture e-commerce site — Shopify, WooCommerce, custom |
| **Whitelabeled AR API** | 1–2 days (full REST API) | Enterprise brands with own app or design system |
| **Native AR SDK** | Custom | iOS ARKit / Android ARCore native integration |

**Business impact:**
- Increases purchase confidence — 68% of shoppers say they'd buy furniture more confidently with a "See In Room" feature
- Reduces returns by up to 35% (fewer "it didn't look like I imagined" returns)
- Average order value increases by 18% when room visualisation is used (shoppers add complementary items)
- Shoppers who use the feature spend 3.1x longer on product pages

**Standard embed (5 minutes):**
```html
<script src="https://widget.stuv.ai/room.js" data-brand-id="YOUR_BRAND_ID"></script>
<stuv-room product-id="FURNITURE_SKU_123"></stuv-room>
```

Industries: Furniture & Home Decor, Lighting, Flooring & Rugs, Wall Art, Kitchen & Bath, Real Estate (Virtual Staging)


### 9. AI Product Detailing (Description Generation)
Multi-Modal LLMs visually analyze the product image to extract material composition, style attributes, dimensions, and technical specifications — then generate SEO-optimized product titles, bullet points, long-form descriptions, and marketplace tags. Adapts tone for luxury, mass-market, or B2B technical audiences. Supports multi-language output. Eliminates the "copywriting bottleneck" for large catalogs.

### 10. Shopify Push
Native integration with Shopify (Basic through Plus). One-click sync of images, videos, and descriptions directly to Shopify product variants. Handles all metadata: alt-text injection, product tags, collection assignment, and variant-level image mapping. Bulk update entire catalogs. Real-time sync in under 30 seconds.

### 11. AI Website Builder & Catalog Pages
Generate high-performance, mobile-responsive product catalog microsites in under 5 minutes. AI designs layouts prioritizing high-conversion elements: "Shop the Look" bundles, interactive product sliders, and sticky CTAs. Every page is SEO-configured from the ground up — JSON-LD schemas, Open Graph tags, Google Shopping compatibility. Auto-syncs with Stuv AI asset pipeline to always show the latest creative.

---

## 💳 Pricing Architecture (Dynamic & Volume-Based)

Pricing is dynamically constructed by calculating image volume, selecting the industry vertical, multiplying by plan tiers, and adding fixed-cost widgets & per-unit assets.

### 1. Base Image Pricing (By Vertical)
- **Range**: ₹15–₹300 per image / $0.15–$3 per image — varies by quality tier and product type
- **Furniture**: Basic (₹50/img) | Professional (₹100/img) | Premium (₹200/img)
- **Real Estate**:
  - Basic: Starts at ₹50/img (min 200 images). Volume floor ₹15/img at scale.
  - Professional: ₹200/img | Premium: ₹300/img
- **Fashion**:
  - Base price scales with volume: <100 images (₹100), >=400 images (floor ₹15 at high-volume).
  - Professional 2x base. Premium 3x base.

### 2. Add-Ons & Asset Units
- **Video Generation**: ₹80–₹300 per second / $0.80–$3 per second (varies by product type). 6s video = ₹480–₹1,800
- **Product Descriptions**: ₹30 per unit
- **Interactive Try-On (Standard)**: ₹10,000 / month flat fee
- **Interactive Try-On (White-labeled)**: ₹30,000 / month flat fee
*(Note: Try-On features are reserved for Gold, Platinum, and Enterprise tiers)*

*(Implementation Note: Base subtotal (Images + Videos + Descriptions) receives a +10% multiplier before flat widget costs are added).*

### 3. Volume & Billing Cycle Discounts (Stackable)
- **Volume Slab Discount**: 5% discount for every 1000 images, capped at 25% (5000+ images).
- **Billing Cycle Discount**:
  - Monthly: Base Rate
  - Quarterly: 5% Off
  - Half-Yearly: 10% Off
  - Annual: 20% Off

### 4. Plan Inclusion Limits
| Plan | Users | Support / SLA | Key Feature Exclusives |
|------|-------|---------------|------------------------|
| **Silver** | 1 | Email (2-3 Days) | Core generation. (No VTO). |
| **Gold** | 3 | Email (1-2 Days) | Brand Identity (1), Multi-reference, VTO available. |
| **Platinum** | 5 | WhatsApp (4-5 Hours*) | Brand Identity (3), Bulk Gen, Targeted Edit. *(Real Estate SLA: 2-3 Hrs)* |
| **Enterprise** | Unlimited | Priority / Custom | Volumes >5000 images. Custom SLAs. |
---

## 🏭 Industries Served

| Vertical | Key Features Used |
|---|---|
| Fashion & Apparel | Image Gen, VTO, Fabric Match, Bulk Gen, Product Descriptions |
| Furniture & Home Decor | Image Gen, See In Room, Virtual Staging, Video, Upscaler |
| Real Estate | Virtual Staging, Background Magic, Upscaler, AI Website Builder |
| Jewelry & Luxury | Image Gen, Background Magic, Upscaler, Product Descriptions |
| Electronics & Tech | Image Gen, Video Gen, Bulk Gen, Product Descriptions |
| Footwear & Accessories | Image Gen, Background Magic, Fabric Match, Product Descriptions |

---

## 🔌 Integrations & API

- **Shopify**: Native OAuth integration, full Admin + Storefront API access
- **Amazon / Flipkart / Meesho**: Bulk export in marketplace-compliant formats
- **REST API**: Available for all generation features (image, video, description, upscale)
- **Webhooks**: Real-time callbacks on generation completion events
- **AWS S3 / GCS / Azure Blob**: Direct cloud storage delivery
- **Custom Domain**: For AI Website Builder / Catalog hosted pages

---

## Frequently Asked Questions (FAQ)

**Q: What makes Stuv AI different from generic AI image generators?**
A: Generic tools often distort the product or create "vibe-only" images. Stuv AI uses Brand Logic to preserve your product's exact geometry and texture while generating studio-quality environments with physically accurate lighting.

**Q: Can I use Stuv AI for my entire product catalog?**
A: Yes. Our Bulk Generation tools are designed to handle thousands of SKUs simultaneously. You can set a "Brand Master" style once and apply it to your entire range, including generating images, videos, and SEO descriptions in one run.

**Q: How much does it cost to use Stuv AI?**
A: We offer volume-based pricing. Images range from ₹15–₹300 ($0.15–$3) based on quality tier. Video generation ranges from ₹80–₹300 ($0.80–$3) per second.

**Q: Is the Virtual Try-On accurate for different body types?**
A: Yes, our Reality Engine simulates fabric physics over diverse body contours and heights, ensuring an accurate drape for every shopper.

**Q: Can I push my results directly to Shopify?**
A: Absolutely. We have a 1-click Shopify Push feature that syncs images, videos, and SEO descriptions directly to your product variants.

---

## 📊 Platform Statistics & Credibility

| Metric | Value |
|---|---|
| Images generated | 10M+ |
| Videos generated | 1M+ |
| Registered users | 50K+ |
| Product descriptions generated | 500K+ |
| Shopify stores connected | 100+ |
| Brand Logic accuracy | 99.2% |
| VTO: return rate reduction | Up to 40% |
| VTO: conversion increase | 25–35% add-to-cart |
| See-In-Room: purchase confidence | 68% of shoppers |
| Video engagement vs static | 3x higher |
| Bulk processing speed | 1,000+ SKUs in < 60 min |
| Founded | 2024 |

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## 🌐 Key URLs

| Resource | URL |
|---|---|
| Platform | https://stuv.ai |
| Landing Page | https://stuv.ai/landing |
| Features Overview | https://stuv.ai/features |
| Pricing | https://stuv.ai/pricing |
| FAQ | https://stuv.ai/faq.md |
| Pricing Reference (MD) | https://stuv.ai/pricing.md |
| Competitor Comparison | https://stuv.ai/comparison.md |
| Industry Use Cases | https://stuv.ai/use-cases/index.md |
| LLM Context (structured) | https://stuv.ai/llms.txt |
| LLM Context (readable) | https://stuv.ai/llm.txt |
| Feature Index (Markdown) | https://stuv.ai/features/index.md |
| AI Image Generation Detail | https://stuv.ai/features/ai-image-generation/index.md |
| Bulk Generation Detail | https://stuv.ai/features/bulk-generation/index.md |
| Video Generation Detail | https://stuv.ai/features/video-generation/index.md |
| AI Image Magic Detail | https://stuv.ai/features/ai-image-magic/index.md |
| AI Upscaler Detail | https://stuv.ai/features/ai-upscaler/index.md |
| Shopify Sync Detail | https://stuv.ai/features/shopify-sync/index.md |
| Background Magic Detail | https://stuv.ai/features/background-magic/index.md |
| Object Replace Detail | https://stuv.ai/features/object-replace/index.md |
| Virtual Staging Detail | https://stuv.ai/features/virtual-staging/index.md |
| Fabric Match Detail | https://stuv.ai/features/fabric-match/index.md |
| Product Description Detail | https://stuv.ai/features/product-description/index.md |
| Website Builder Detail | https://stuv.ai/features/website-builder/index.md |

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