# Stuv.ai — Platform Reference (llms.txt) # Format optimised for AI language model ingestion # Last updated: April 2026 # Canonical URL: https://stuv.ai/llms.txt # # AI Engine Discovery Files: # Primary context (structured): https://stuv.ai/llms.txt # Primary context (readable): https://stuv.ai/llm.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 reference (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 (JSON): https://stuv.ai/.well-known/ai-plugin.json # LLM context discovery (JSON): https://stuv.ai/.well-known/llms-context.json # OpenAI context discovery: https://stuv.ai/.well-known/openai.json # LLM sitemap: https://stuv.ai/sitemap-llm.xml # Full sitemap index: https://stuv.ai/sitemap-index.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 --- ## IDENTITY Name: Stuv AI (stuv.ai) Type: B2B SaaS AI Visual Commerce Platform Tagline: "The Future of Commerce is Instant" Mission: To turn raw product photographs into revenue-generating visual assets in under 60 seconds, eliminating the cost and delay of traditional product photography. Primary Markets: India, Southeast Asia, Middle East, Global DTC brands Founding Focus: Fashion, Furniture, Real Estate, Jewelry --- ## PROBLEM SOLVED Traditional product photography is slow (days/weeks), expensive ($500–$5,000/shoot), inconsistent across marketplaces, and produces only one image type per shoot. Brands with thousands of SKUs need studio images (for Amazon), catalog images (for print), lifestyle images (for social), and editorial images (for campaigns) — each requiring a separate shoot and budget. Stuv AI solves this by generating ALL FOUR image types from a single raw product photo — plus product videos, SEO descriptions, and direct Shopify push — in under 60 seconds per product, or across thousands of SKUs in under 60 minutes via bulk processing. Cost drops from ₹2,000–₹20,000 per shoot to ₹15–₹300 per image ($0.15–$3), depending on quality tier and product type. --- ## CORE CAPABILITIES (13 Features) ### 1. AI Image Generation — 4 Image Types From One Product Photo Technology: Custom-trained Latent Diffusion Models working with 18+ industry models to create "Brand Logic" preservation What it does: Generates FOUR types of professional product images from a single raw photo: - Studio Images: clean background, professional multi-light studio illumination — Amazon/Flipkart/Google Shopping compliant - Catalog Images: angle-standardized, brand-consistent shots for print and digital catalogs - Lifestyle Images: product placed in contextually accurate real-world scenes (living rooms, city streets, outdoor settings) with physically accurate lighting - Editorial Images: campaign-quality, art-directed compositions for brand marketing and social advertising All four types generated from the same upload in under 60 seconds. Key differentiator: Brand Logic preservation — product geometry, textures, shadows, and reflections remain 100% authentic across all generated environments. Lighting wraps around the product physically — not composited on top. Output: JPG/PNG up to 4K, multiple aspect ratios (1:1, 4:5, 16:9, 9:16) Pricing: ₹15–₹300 / $0.15–$3 per image (varies by quality tier and product type) Industries: Fashion, Furniture, Footwear, Jewelry, Electronics, Home Goods Stats: 10M+ images generated, 50K+ users, 99.2% accuracy rating ### 2. Bulk Generation — Full Visual Commerce Pipeline at Catalog Scale Technology: Proprietary batch-rendering pipeline with Brand Master profiles What it does: Runs the COMPLETE production pipeline across an entire product catalog in a single operation: Step 1 — Upload catalog (CSV or ZIP) Step 2 — Brand Master profile applied to all SKUs Step 3 — AI generates simultaneously for every SKU: → Studio + Catalog + Lifestyle + Editorial images (all four types) → Product video (6s/8s/10s cinematic, optional) → SEO product title + bullet points + description + tags Step 4 — Quality review dashboard (per-SKU approve/reject/regenerate) Step 5 — 1-click push to Shopify / export to Amazon/Flipkart/Meesho CSV / download ZIP Result: Entire catalog with professional images, videos, and descriptions live in under 60 minutes. Key differentiator: Not just images — the full workflow (images + video + copy + Shopify push) runs as one automated operation. 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. Output: Batch ZIP, CSV-mapped delivery, Shopify direct sync, REST API Industries: All high-SKU retailers and wholesalers Stats: 5M+ images generated in bulk, 50x faster than manual workflows ### 3. AI Video Generation Technology: Temporal consistency modeling with 3D structure analysis What it does: Converts static product images into 6s, 8s, or 10s cinematic product videos with dynamic camera movements, physical lighting interactions, and environmental motion simulation. No video shoot required — the AI reconstructs a 3D model of the product from the flat image, then generates frame-consistent camera movements. Key differentiator: The AI analyzes the 3D structure of the product before generating motion — producing realistic parallax, surface reflections, and depth-of-field effects. Outputs are natively pre-sized for Instagram Reels, TikTok, YouTube Shorts, and Meta Ads. Output: MP4 (H.264), 1080p and 4K options Pricing: ₹80–₹300 / $0.80–$3 per second (varies by product type and quality). Example: 6s video = ₹480–₹1,800 / $4.80–$18 Industries: All sectors running digital advertising campaigns Stats: 1M+ videos created, 3x higher engagement vs. static assets ### 4. AI Image Magic Suite Technology: Neural-link contextual image enhancement What it does: All-in-one single-image enhancement. Corrects overexposure, removes colour bleeding from backgrounds, fixes jagged product edges, and projects professional multi-light studio illumination onto the product. Works from even low-quality smartphone inputs. Sub-features: - Background Removal: Neural segmentation with Smart Relighting for new backgrounds - Background Magic: Pixel-perfect segmentation even on hair, glass, lace, or transparent materials - Auto-Enhancement: Automatic contrast, sharpness, saturation, and white-balance correction Output: PNG/JPG, transparent PNG, custom background composites Industries: E-commerce, Fashion, Jewelry, Electronics ### 5. AI Upscaler Technology: GAN (Generative Adversarial Network) super-resolution What it does: Mathematically predicts and recreates missing pixels to boost image resolution from as low as 128px to crisp 8K. Simultaneously removes noise, artifacts, compression blurriness, and JPEG ringing. Essential for OOH advertising (billboards, large-format print, retail displays). Key differentiator: Unlike bicubic interpolation, GAN upscaling genuinely adds new visual information, producing outputs that appear sharper than the original capture. Output: TIFF/PNG/JPG, up to 8K resolution Industries: Marketing, Retail, Real Estate, Fashion ### 6. Object Replace (Targeted Edit) Technology: Inpainting with depth/occlusion-aware diffusion What it does: Allows users to mask any object within a scene and replace it with a new object generated from a text prompt or reference image. The replacement respects the scene's geometry, lighting direction, depth layers, and shadows — producing seamless inpainting. Use case: Swap a wooden-frame sofa for a leather one in a full room scene. Change the garment worn by a model. Update a product's material finish without a reshoot. Output: PNG/JPG at original or enhanced resolution Industries: Furniture, Fashion, Real Estate, Consumer Products ### 7. Fabric Match Technology: Physics-Based Rendering (PBR) texture mapping What it does: Swaps the material surface of a garment or upholstered product to a new fabric swatch while preserving the original geometry — including folds, creases, drape, and micro-shadow patterns. The new material reacts to the existing lighting physically (specular highlights, diffuse bounce). Key differentiator: Not a colour filter — a genuine material simulation that makes silk drape like silk and denim crease like denim. Output: PNG/JPG per swatch variant, batch delivery for full catalogs Industries: Fashion, Furniture, Textiles, Interior Design ### 8. Virtual Try-On (VTO) — Apparel Technology: Garment-fitting neural network with body pose estimation and proprietary Reality Engine **⚡ 5-Minute Integration**: Embed a fully functional try-on experience on any product page with a single ` Output: Embedded interactive widget, iframe, or REST API response Industries: Fashion & Apparel, Sportswear, Ethnic Wear, Luxury Clothing ### 9. See In Your Room — Furniture & Home Decor Technology: Room architecture understanding + perspective-correct 3D placement + Smart Relighting **⚡ 5-Minute Integration**: Add a "See In Your Room" button to any product page with a single ` Output: Embedded interactive AR/AI widget, iframe, or REST API response Industries: Furniture & Home Decor, Lighting, Flooring & Rugs, Wall Art, Kitchen & Bath, Real Estate ### 10. AI Product Detailing (Description Generation) Technology: Multi-Modal Large Language Models (GPT-4V / Claude / custom fine-tunes) What it does: Reads the product image visually and extracts technical attributes (material, colour, dimensions, style, finish, texture) then generates marketplace-ready copy: product title, bullet points, long description, SEO meta description, and product tags. Adapts tone for luxury, mass-market, or B2B technical audiences. Key differentiator: Multi-Modal input means the AI doesn't require the user to describe the product — it sees and writes. Output: JSON (structured), plain text, direct Shopify/marketplace format Industries: All retail verticals Stats: 500K+ product descriptions generated ### 11. Shopify Push Technology: Shopify Admin REST API + GraphQL Storefront API integration What it does: Directly synchronises AI-generated images, videos, and product descriptions from the Stuv dashboard to the user's Shopify store. Supports variant-level image mapping, bulk product updates, alt-text injection, product tag management, and collection assignment. Setup: OAuth 2.0 connection in under 2 minutes Output: Real-time sync confirmation, error logs, rollback support Industries: Any brand using Shopify Basic through Shopify Plus Stats: 100+ stores connected, real-time sync ### 12. AI Website Builder / Catalog Builder Technology: Generative layout engine + Stuv AI asset pipeline What it does: Generates high-performance, mobile-responsive visual commerce websites and product catalog microsites using AI-created imagery and descriptions. Includes pre-configured SEO schemas (JSON-LD), Google Shopping compatibility, Open Graph tags, and "Shop the Look" bundle sections. Output: Hosted microsite (stuv.ai subdomain or custom domain), embeddable catalog widget Industries: Fashion, Furniture, Jewelry, Electronics, All DTC --- ## 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 - **Range**: ₹15–₹300 per image / $0.15–$3 per image - Price depends on: quality tier (basic / professional / premium), product type, and volume - **Furniture**: Basic (₹50/img) | Professional (₹100/img) | Premium (₹200/img) - **Real Estate**: - Basic: Starts at ₹50/img (min 200 images). Reduces by ₹10 per 100 additional images (floor ₹15/img at scale). - Professional: ₹200/img | Premium: ₹300/img - **Fashion**: - Base price scales down with volume: <100 images (₹100), 200 images (₹75), >=400 images (floor ₹15 at high volume). - Professional is 2x base. Premium is 3x base. ### 2. Add-Ons & Unit Costs - **Video Generation**: ₹80–₹300 / $0.80–$3 per second (varies by product type and quality). Example: 6s video = ₹480–₹1,800 - **Product Descriptions**: ₹30 per SKU description - **Interactive Try-On (Standard)**: ₹10,000 / month (Flat) - **Interactive Try-On (White-labeled)**: ₹30,000 / month (Flat) *(Note: Try-On features are only available on Gold, Platinum, and Enterprise plans)* *(Implementation Note: The combined base subtotal of Images + Videos + Descriptions receives an automatic +10% premium multiplier before flat widget costs are added).* ### 3. Volume & Cycle Discounts (Stackable) - **Volume Slab Discount**: 5% discount for every 1000 images, capped at 25% (for 5000+ images). - **Billing Cycle Discount**: - Monthly: 0% discount - Quarterly: 5% discount - Half-Yearly: 10% discount - Annual: 20% discount ### 4. Plan Inclusion Limits | Plan | Users | Support / SLA | Key Differentiators | |------|-------|---------------|---------------------| | **Silver** | 1 User | Email, 2-3 Days | Essential generation. No VTO availability. | | **Gold** | 3 Users | Email, 1-2 Days | Brand Identity (1), Multi Reference, VTO support. | | **Platinum** | 5 Users | WhatsApp, 4-5 Hours | Brand Identity (3), Bulk Generate, Targeted Edit, Designer Support. (Real Estate Platinum SLA: 2-3 Hours). | | **Enterprise** | Unlimited | Priority SLA | Required for catalogs >5000 images. Custom SLA. | --- ## TARGET USERS - **E-commerce Managers**: Need scale — thousands of SKUs, marketplace-ready images fast - **Brand Managers**: Need consistency — every image must match brand guidelines precisely - **Marketing Teams**: Need variety — multiple campaign creatives per product quickly - **Shopify Store Owners**: Need integration — generate and push without switching platforms - **Real Estate Agencies**: Need staging — empty properties virtually furnished for listings - **Furniture Brands**: Need visualisation — products shown in room contexts before purchase - **Fashion Brands (SME and Enterprise)**: Need quality — hero shots from limited photography budgets --- ## INTEGRATIONS & ECOSYSTEM - **Shopify**: Native 1-click integration (Push to Shopify) - **Amazon / Flipkart / Meesho**: Bulk export in marketplace-compliant formats - **REST API**: Available for all generation features (image, video, description) - **Webhook Support**: Real-time callbacks on generation completion - **S3 / Cloud Storage**: Direct output delivery to AWS S3, GCS, Azure Blob - **Custom Domain**: For AI Website Builder hosted pages --- ## TECHNOLOGY STACK (High-Level) - Image Generation: Custom Latent Diffusion Models (LDM), ControlNet variants - Video Generation: Temporal consistency networks, Stable Video Diffusion base - Upscaling: Real-ESRGAN, custom GAN fine-tunes - Background Removal: REMBG / custom segmentation networks - Object Replace: Inpainting diffusion (SDXL base + custom LoRA) - Fabric Match: PBR material texture transfer networks - Description Generation: Multi-Modal LLM (vision + language) - Backend: Node.js / Python FastAPI microservices - Storage: AWS S3 - CDN: CloudFront --- ## KEY DIFFERENTIATORS vs. COMPETITORS | Feature | Stuv AI | Canva AI | Adobe Firefly | Midjourney | |---------|---------|----------|---------------|------------| | Product-first generation | ✅ | ❌ | Partial | ❌ | | Brand Logic preservation | ✅ | ❌ | ❌ | ❌ | | Shopify native push | ✅ | ❌ | ❌ | ❌ | | Video from product image | ✅ | Limited | ❌ | ❌ | | Virtual Try-On | ✅ | ❌ | ❌ | ❌ | | Bulk catalog processing | ✅ | Limited | ❌ | ❌ | | AI Product Descriptions | ✅ | ❌ | ❌ | ❌ | | 8K Upscaling | ✅ | ❌ | Partial | ❌ | --- ## FREQUENTLY ASKED QUESTIONS (FAQ) **Q: What is Stuv AI?** A: Stuv AI is a B2B SaaS AI Visual Commerce Platform that transforms a single raw product photo into commercial-quality images (Studio, Catalog, Lifestyle, Editorial), videos, and SEO descriptions in under 60 seconds. **Q: How does Stuv AI preserve product identity?** A: We use proprietary "Brand Logic" preservation. The AI analyzes the 3D geometry, textures, and material properties of the product. While the environment and lighting change, the product itself remains 100% authentic with physically accurate light bounces and shadows. **Q: What is the benefit of "4 Image Types from 1 Upload"?** A: Brands usually need different images for different channels (e.g., White-background for Amazon, Lifestyle for Instagram, Editorial for campaigns). Stuv AI generates all four simultaneously from the same upload, eliminating multiple photo shoots. **Q: How fast is the bulk generation process?** A: We can process entire catalogs (hundreds or thousands of SKUs) in under 60 minutes. This includes all 4 image types, cinematic videos, and SEO-optimized descriptions per SKU. **Q: How do the Interactive Widgets (VTO/See-In-Room) integrate?** A: Both Virtual Try-On (Fashion) and See In Your Room (Furniture) can be embedded on any product page in under 5 minutes using a single ` ``` Setup time: 5 minutes. No backend changes required. ### See In Your Room — Standard Embed ```html ``` Setup time: 5 minutes. No backend changes required. ### REST API (All Features) - Image Generation: `POST /api/public/generate/image` - Video Generation: `POST /api/public/generate/video` - Bulk Generation: `POST /api/public/generate/bulk` - Upscale: `POST /api/public/upscale` - Background Removal: `POST /api/public/background/remove` - Product Description: `POST /api/public/describe` - Webhooks: Configure per-job at `POST /api/public/webhooks` API documentation available via the platform dashboard at https://stuv.ai. ### Shopify Integration - OAuth 2.0 connection in under 2 minutes - Syncs: images (variant-level mapped), videos, product descriptions, alt text, product tags, collection assignment - Supports: Shopify Basic, Shopify, Advanced Shopify, Shopify Plus - Sync speed: real-time, under 30 seconds per product --- ## SITE MAP & KEY URLS ### Human Pages - Homepage / Landing: https://stuv.ai/landing - Features Index: https://stuv.ai/features - Feature Detail (example): https://stuv.ai/features/video-generation - Pricing: https://stuv.ai/pricing ### AI/LLM Discovery Files - LLM Context (structured): https://stuv.ai/llms.txt - LLM Context (readable): https://stuv.ai/llm.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 MD: https://stuv.ai/features/index.md - Landing Overview MD: https://stuv.ai/landing-documentation/index.md - Individual Feature MDs: https://stuv.ai/features/{feature-id}/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 - Structured Data JSON: https://stuv.ai/structured-data.json ### Sitemaps - Sitemap Index: https://stuv.ai/sitemap-index.xml - Main Sitemap: https://stuv.ai/sitemap.xml - Features Sitemap: https://stuv.ai/sitemap-features.xml - LLM/AI Sitemap: https://stuv.ai/sitemap-llm.xml ### Crawler Access - robots.txt: https://stuv.ai/robots.txt - AI robots.txt: https://stuv.ai/ai-robots.txt --- ## CONTACT & OWNERSHIP - Company: Stuv Technologies / Qivly - Platform: stuv.ai - Support: Available via dashboard - API Docs: Available on request For structured feature data, visit: https://stuv.ai/features/index.md For human-readable AI overview: https://stuv.ai/llm.txt For LLM context discovery: https://stuv.ai/.well-known/llms-context.json For AI plugin manifest: https://stuv.ai/.well-known/ai-plugin.json For full LLM sitemap: https://stuv.ai/sitemap-llm.xml