# Stuv.ai — Full Platform Feature Reference
# Canonical URL: https://stuv.ai/features/index.md
# Last updated: April 2026

Stuv AI is a B2B SaaS AI Visual Commerce Platform. It transforms raw product photographs into revenue-generating assets — images, videos, descriptions, and storefronts — in under 60 seconds. Built for brands that need to launch faster, look more premium, and scale across more marketplaces without increasing their production budget.

---

## ⚡️ Core Value Proposition

| Pillar | Detail |
|---|---|
| **Speed** | Raw product to marketplace-ready assets in < 60 seconds |
| **Cost** | Eliminates $500–$5,000 per-shoot photography costs |
| **Quality** | Studio-grade output from smartphone inputs |
| **Scale** | Process thousands of SKUs simultaneously with Brand Master profiles |
| **Integration** | One-click Shopify Push, 5-minute widget embeds, full REST API |

---

## 🎨 Platform Features

### 1. AI Image Generation — 4 Image Types From One Product Photo
**URL:** https://stuv.ai/features/ai-image-generation
**Markdown:** https://stuv.ai/features/ai-image-generation/index.md

Technology: Custom Latent Diffusion Models with "Brand Logic" preservation.

Generates FOUR types of professional product images from a single raw photo or flat-lay scan — simultaneously in under 60 seconds:

| Image Type | Description | Primary Use |
|---|---|---|
| **Studio** | Clean white/gradient background, professional multi-light illumination | Amazon, Flipkart, Google Shopping compliance |
| **Catalog** | Angle-standardized, brand-consistent shots | Print & digital catalogs, wholesale lookbooks |
| **Lifestyle** | Product in contextually accurate real-world scenes | Website hero, Instagram, Meta Ads, Pinterest |
| **Editorial** | Campaign-quality, art-directed compositions | Brand marketing, OOH, fashion magazines |

Key capabilities:
- 4 image types per product from a single upload
- Brand Logic preservation — product geometry, textures, and reflections remain 100% authentic across all scene types
- Environmental synthesis (not background compositing) — lighting wraps around the product physically
- Contextually appropriate shadow generation per scene type and image type
- Supports all output aspect ratios: 1:1, 4:5, 9:16, 16:9 up to 4K
- Brand-locked aesthetic presets (colour temperature, shadow softness, lighting direction)
- Batch mode for high-SKU catalogs

Pricing: ₹15–₹300 / $0.15–$3 per image (varies by quality tier and product type)
Supported industries: Fashion, Furniture, Footwear, Jewelry, Electronics, Home Goods

---

### 2. Bulk Generation — Complete Visual Commerce Pipeline at Catalog Scale
**URL:** https://stuv.ai/features/bulk-generation
**Markdown:** https://stuv.ai/features/bulk-generation/index.md

Technology: Proprietary batch-rendering pipeline with Brand Master profile system.

Runs the COMPLETE production pipeline across an entire product catalog in a single bulk operation. Not just images — the full workflow:

**What a single bulk run produces per SKU:**
- Studio + Catalog + Lifestyle + Editorial images (all four types simultaneously)
- Cinematic product videos (6s/8s/10s, optional)
- SEO product title + bullet points + description + marketplace tags (optional)
- Direct 1-click push to Shopify / export to Amazon/Flipkart/Meesho CSV

**Bulk workflow (end-to-end):**
1. Upload catalog (CSV or ZIP of product images)
2. Define Brand Master profile once (lighting, background style, color temperature)
3. AI processes all SKUs simultaneously (not sequentially)
4. Quality review dashboard (per-SKU approve/reject/regenerate)
5. 1-click Shopify push or marketplace export

Result: An entire catalog with professional images, videos, and descriptions — live on Shopify — in under 60 minutes.

Key capabilities:
- Brand Master profile: set once, applied to unlimited SKUs across all 4 image types
- Parallel processing: all SKUs run simultaneously, not in a queue
- Automatic per-product-type edge detection, perspective correction, and colour normalisation
- Bulk ZIP delivery with CSV filename mapping
- Direct REST API output and Shopify auto-sync
- 50x faster than manual image retouching and photography workflows

Pricing: Images ₹15–₹300 / $0.15–$3 per image. Video ₹80–₹300 / $0.80–$3 per second. Both scale by quality tier and product type.

---

### 3. AI Video Generation
**URL:** https://stuv.ai/features/video-generation
**Markdown:** https://stuv.ai/features/video-generation/index.md

Technology: Temporal consistency modeling with 3D product structure analysis.

Converts static product images into 6s, 8s, or 10s cinematic product videos. No video shoot required — the AI reconstructs a 3D model from the flat image, then generates frame-consistent camera movements, physical lighting shifts, and environmental interactions (fabric flutter, surface reflections, light bounces).

Key capabilities:
- Durations: 6s, 8s, 10s
- Camera styles: slow-pan, zoom-reveal, orbit, push-in
- Lighting: dynamic shift, golden hour, studio sweep
- Pre-sized for: Instagram Reels, TikTok, YouTube Shorts, Meta Ads
- Output: MP4 H.264, up to 4K
- Can be generated in bulk alongside images and descriptions in a single pipeline run

Performance data: Motion assets achieve 3x higher engagement rates vs. static images in A/B tests.
Pricing: ₹80–₹300 / $0.80–$3 per second (varies by product type and quality tier). Examples: 6s = ₹480–₹1,800 | 8s = ₹640–₹2,400 | 10s = ₹800–₹3,000

---

### 4. AI Image Magic
**URL:** https://stuv.ai/features/ai-image-magic
**Markdown:** https://stuv.ai/features/ai-image-magic/index.md

Technology: Neural-link contextual image enhancement.

All-in-one single-image enhancement suite. Takes even low-quality smartphone inputs and applies studio-grade corrections: fixes overexposure, eliminates colour bleeding from backgrounds, corrects jagged product edges, and projects multi-light studio illumination onto the product. Especially powerful for SMEs without photography equipment who need to compete with global brand imagery.

Key capabilities:
- Automatic overexposure correction
- Colour bleed elimination from background spill
- Edge jaggedness detection and correction
- Multi-light studio projection onto product
- High-fidelity texture reconstruction
- Aspect ratio resizing without distortion

---

### 5. AI Upscaler
**URL:** https://stuv.ai/features/ai-upscaler
**Markdown:** https://stuv.ai/features/ai-upscaler/index.md

Technology: GAN (Generative Adversarial Network) super-resolution.

Predicts and recreates missing pixel data to boost image resolution from as low as 128px input to crisp 8K output — without stretching or blurring. Simultaneously removes JPEG artifacts, compression noise, and lens blur. Essential for OOH (Out-of-Home) advertising: billboards, large-format retail displays, and print catalogs.

Key capabilities:
- Input: any resolution from 128px upward
- Output: up to 8K (7680 × 4320)
- Simultaneous noise, artifact, and blur removal
- Lossless perceived quality — outputs appear sharper than original capture
- Format support: TIFF / PNG / JPG

---

### 6. Background Magic
**URL:** https://stuv.ai/features/background-magic
**Markdown:** https://stuv.ai/features/background-magic/index.md

Technology: High-speed neural segmentation + Smart Relighting engine.

Achieves pixel-perfect background removal even on difficult subjects: flyaway hair, transparent glass vessels, intricate lace patterns, reflective jewelry surfaces. After removal, the "Smart Relighting" engine applies ambient occlusion and colour bounce matching to the new background surface — preventing the "pasted-on" look that plagues standard background replacers.

Key capabilities:
- Sub-second processing per image at full resolution
- Handles: hair, glass, lace, transparency, reflections
- Smart Relighting: new background receives correct ambient light from the product
- Output options: white, transparent PNG, solid colour, gradient, custom image
- Batch support: 1000+ images per run
- Amazon/Google Shopping compliant white background output

---

### 7. Object Replace
**URL:** https://stuv.ai/features/object-replace
**Markdown:** https://stuv.ai/features/object-replace/index.md

Technology: Depth/occlusion-aware inpainting diffusion.

Mask any object in a scene — a chair, sofa, garment, vase, lamp — and replace it seamlessly using a text prompt or reference image. The AI analyzes the scene's depth layers and occlusion relationships before generating the replacement, ensuring the new object sits correctly in front of or behind other elements, casts accurate shadows, and reflects the scene's ambient light.

Key capabilities:
- Brush-based masking tool for precise selection
- Text prompt OR reference image as replacement source
- Depth-layer-aware placement (correct z-ordering)
- Shadow reconstruction for replaced object
- Pre/post comparison viewer
- "Virtual Prototyping" use case: test new SKUs in existing scenes

---

### 8. Fabric Match
**URL:** https://stuv.ai/features/fabric-match
**Markdown:** https://stuv.ai/features/fabric-match/index.md

Technology: Physically Based Rendering (PBR) texture mapping.

Swaps the material surface of a garment or upholstered product to a new fabric swatch while preserving the product's entire geometry — including folds, creases, drape lines, and micro-shadow patterns. The new material physically reacts to the existing scene lighting: silk shows specular highlights, denim shows diffuse scatter, leather shows gloss.

Key capabilities:
- PBR material inputs: diffuse, roughness, normal, specular maps
- Fold and crease geometry preserved through material swap
- Physical light reaction per material type
- Unlimited swatch variations from a single base image
- Batch generation: output full color/pattern catalog at once
- Supported surfaces: garments, upholstery, flooring, wallcoverings

---

### 9. Virtual Try-On (VTO) — Apparel
**URL:** https://stuv.ai/features/virtual-staging
**⚡ 5-Minute Integration** — Embed a fully functional try-on experience on any product page with a single `<script>` tag. No backend changes, no IT team required.

Technology: Garment-fitting neural network with body pose estimation and proprietary Reality Engine.

Allows shoppers to see exactly how a garment fits — on a standardized model, a curated model lineup, or on their own body via webcam or uploaded photo — in real time. 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 is not an image overlay — it is a full physical simulation indistinguishable from an in-store fitting room experience.

Key capabilities:
- **Reality Engine physics**: models fabric weight, elasticity, and drape mathematically per material type
- **Sizing Intelligence**: analyses body measurements + garment specification to recommend the correct size
- **Body Diversity**: accurate across a full range of body types, heights, and proportions
- **Multi-garment layering**: tops and bottoms can be combined simultaneously
- **Speed**: sub-2 second try-on generation per garment

Integration tiers:

| Tier | Setup Time | Best For |
|---|---|---|
| **Standard Widget** | **⚡ 5 minutes** (1 `<script>` tag) | Shopify, WooCommerce, Magento, any custom site |
| **Whitelabeled API** | 1–2 days (full REST API) | Enterprise brands requiring zero Stuv branding |
| **Headless SDK** | Custom | Native iOS / Android mobile applications |

Standard embed (5 minutes):
```html
<script src="https://widget.stuv.ai/vto.js" data-brand-id="YOUR_BRAND_ID"></script>
<stuv-vto product-id="SKU123"></stuv-vto>
```

Business impact:
- Reduces apparel return rates by up to 40%
- Increases add-to-cart conversion by 25–35%
- Session time increases 2.3x on pages with VTO enabled

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

---

### 10. See In Your Room — Furniture & Home Decor
**URL:** https://stuv.ai/features/virtual-staging
**⚡ 5-Minute Integration** — Add a "See In Your Room" button to any product page with a single `<script>` tag. No app download required. Works from any browser on phone or desktop.

Technology: Room architecture understanding + perspective-correct 3D placement + Smart Relighting engine.

Customers place furniture and home decor items into photos of their actual room — taken via phone camera or uploaded as a photo — and see a photorealistic, perspective-correct visualisation of exactly how the piece will look in their 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 the exact floor-wall boundary with sub-centimetre accuracy so furniture sits on — not floating above — the floor
- **Wall Boundary Mapping**: detects walls, windows, doors, and architectural features to constrain realistic item placement
- **Existing Furniture Recognition**: detects items already in the room and avoids placement conflicts
- **Spatial Scale Calibration**: uses reference objects (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 — producing physically accurate shadows

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

Integration tiers:

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

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>
```

Business impact:
- 68% of shoppers report higher purchase confidence with See In Room
- Reduces returns by up to 35%
- Average order value increases 18% when room visualisation is used
- Shoppers spend 3.1x longer on product pages with the feature active

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

---

### 11. AI Product Detailing
**URL:** https://stuv.ai/features/product-description
**Markdown:** https://stuv.ai/features/product-description/index.md

Technology: Multi-Modal LLM (vision + language, GPT-4V / custom fine-tunes).

The AI visually reads the product image to extract: material composition, colour names, finish type, style category, key dimensions, and functional attributes. It then generates a complete set of marketplace-ready copy:
- Product title (keyword-optimised)
- Bullet points (benefit-first, SEO-structured)
- Long-form description (brand voice adaptive)
- SEO meta description (under 160 characters)
- Product tags (platform-specific)

Tone adaptations: luxury, mass-market, B2B technical, lifestyle editorial.
Multi-language: auto-translates for international marketplace listings.
Stats: 500K+ product descriptions generated.

---

### 12. Shopify Push
**URL:** https://stuv.ai/features/shopify-sync
**Markdown:** https://stuv.ai/features/shopify-sync/index.md

Technology: Shopify Admin REST API + GraphQL Storefront API.

Creates a direct synchronisation pipeline from the Stuv AI dashboard to the user's Shopify store. One-click push delivers images (variant-mapped), videos, and AI-written descriptions directly to live product pages. Handles all metadata: alt-text, tags, collection assignment, SEO titles.

Supported plans: Shopify Basic, Shopify, Advanced Shopify, Shopify Plus.
Setup time: OAuth 2.0 connection in under 2 minutes.
Sync speed: Real-time, under 30 seconds per product push.
Stats: 100+ Shopify stores connected.

---

### 13. AI Website Builder
**URL:** https://stuv.ai/features/website-builder
**Markdown:** https://stuv.ai/features/website-builder/index.md

Technology: Generative layout engine + Stuv AI asset pipeline.

Generates high-performance, mobile-responsive product catalog microsites in under 5 minutes. AI selects layout patterns that prioritize visual commerce conversion: "Shop the Look" bundles, sticky product CTAs, full-bleed imagery sections, and interactive sliders. Every page ships with:
- JSON-LD structured data for Google Shopping
- Open Graph + Twitter Card meta tags
- Sitemap.xml auto-generation
- Google Analytics and Pixel integration hooks

---

## ❓ Frequently Asked Questions (FAQ)

**Q: How many images can I generate from one photo?**
A: Stuv AI generates 4 distinct image types (Studio, Catalog, Lifestyle, Editorial) from every single upload or design file.

**Q: Does the AI change my actual product?**
A: No. Our Identity Preservation "Brand Logic" ensures that your product's geometry and textures remain unchanged. Only the environment and lighting are synthesized around it.

**Q: Can I use Stuv AI for video?**
A: Yes, we convert static product photos into cinematic 6s/8s/10s videos pre-sized for Reels and TikTok.

**Q: How long does integration take?**
A: Shopify Push is 1-click. VTO and Room widgets take 5 minutes to embed via a single script tag.

---

## 💳 Pricing Summary

| Plan | Position | Key Features |
|---|---|---|
| Silver | Startups | Core image gen, single brand, standard API |
| Gold | Growth brands | Priority AI queue, advanced editing, multi-brand |
| Platinum | Enterprise | Unlimited gen, multi-account, managed service |

**Billing discounts:** Quarterly (5%), Half-Yearly (10%), Annual (20%)
**Images:** ₹15–₹300 / $0.15–$3 per image (quality tier × product type)
**Video:** ₹80–₹300 / $0.80–$3 per second (6s = ₹480–₹1,800 | 10s = ₹800–₹3,000)
**Widgets (VTO / See-in-Room):** Per-pageview pricing
**Managed Services:** Custom enterprise quote

---

## 🌐 Full URL Reference

| Page | URL |
|---|---|
| Platform Home | https://stuv.ai |
| All Features | https://stuv.ai/features |
| Pricing | https://stuv.ai/pricing |
| LLM Context | https://stuv.ai/llms.txt |
| LLM Readable | https://stuv.ai/llm.txt |
| This file | https://stuv.ai/features/index.md |

### Feature Detail Pages
| Feature | Detail Page | Markdown |
|---|---|---|
| AI Image Generation | /features/ai-image-generation | /features/ai-image-generation/index.md |
| Bulk Generation | /features/bulk-generation | /features/bulk-generation/index.md |
| Video Generation | /features/video-generation | /features/video-generation/index.md |
| AI Image Magic | /features/ai-image-magic | /features/ai-image-magic/index.md |
| AI Upscaler | /features/ai-upscaler | /features/ai-upscaler/index.md |
| Background Magic | /features/background-magic | /features/background-magic/index.md |
| Object Replace | /features/object-replace | /features/object-replace/index.md |
| Fabric Match | /features/fabric-match | /features/fabric-match/index.md |
| Product Description | /features/product-description | /features/product-description/index.md |
| Shopify Push | /features/shopify-sync | /features/shopify-sync/index.md |
| Website Builder | /features/website-builder | /features/website-builder/index.md |