FAQ

CNAPS STUDIO is a no-code, drag-and-drop platform for building AI-powered image and video workflows. Connect 150+ specialized AI models visually — image, video, multimodal language, OCR, segmentation, generation, and editing — and create production-ready workflows in minutes without any coding. Available as a cloud platform, an Easy UI single-click interface for non-technical users, and as on-premise or edge device deployments for enterprise.

Access a curated library of open-source and external AI models across multiple categories:

• Image generation, editing, and enhancement
• Object detection and segmentation
• Background removal and replacement
• Image upscaling and restoration
• ControlNet structure-locked generation
• Multimodal language understanding
• OCR and document understanding
• Video generation and upscaling

CNAPS STUDIO bundles open-source models from global leaders — Meta (SAM2/SAM3/SAM3.1), Alibaba (QWEN), Google (Gemma), Black Forest Labs (FLUX), Z.ai (GLM), ByteDance (SeedVR2), BiRefNet — alongside external AI integrations via API: OpenAI (ChatGPT, Sora, GPT Image), Anthropic (Claude), Google (Gemini, VEO), and Nano Banana.

• AI Model Hub

Not at all. CNAPS STUDIO provides a visual pipeline builder — just connect the processing steps you need. No Photoshop skills, no ComfyUI complexity, no command line required.

Easy UI is a single-click interface that lets you use AI immediately — no canvas, no node wiring needed. Pre-built AI cards cover the most common tasks: Video Super Resolution (VSR), Text-to-4K, SOTA Image Editing, VLM, Beyond Upscaling, Identity Redaction, Virtual Try-On, OCR, and more. Power users can open the full CNAPS Studio canvas directly from any card.

Marketers, operations teams, and non-technical users who need AI results without learning a visual workflow builder. Existing Studio users can also use Easy UI for faster access to single-step tasks.

Yes. CNAPS STUDIO supports Batch Run out of the box. Build your pipeline once, then run it across hundreds or thousands of images automatically. Supports multi-input workflows with Batch / Shared / Flow Value modes per input node, plus CSV export/import for pairing inputs.

That's exactly what CNAPS STUDIO is built for. Connect any combination of steps — background removal → upscaling → resize → format conversion — and execute them all in a single run. You can also add conditional branching to apply different processing based on classification results.

Yes. Remove the background and apply a clean white backdrop, or composite onto seasonal and campaign-specific scenes. Generate multiple background variations from a single product photo in one batch.

Yes. Since v1.1.4, CNAPS STUDIO supports end-to-end ControlNet workflows. Run any image through the Canny Edge Annotator or Depth Anything Annotator, then connect to ControlNet XL Canny or ControlNet XL Union to regenerate with a new text prompt while preserving the original structure. Use cases: sketch → photorealistic render, pose-locked character generation, style transfer with structure preservation. ControlNet XL Union accepts up to 6 control signals (canny, depth, openpose, and more) simultaneously.

• Open-source: Helios-Distilled (up to 45-second clips), Helios-Base (highest quality).
• External: OpenAI Sora 2, Google VEO 3.1. Use the Video Compare tool to view multiple model outputs side-by-side within a single flow..

Yes. Supported models include SeedVR2-3B and SeedVR2-7B (single-step diffusion upscaling), FlashVSR-v1.1 (fast 4× upscaling), and SparkVSR (keyframe-guided upscaling). The Easy UI VSR card provides one-click access without building a flow.

Yes. Connect multimodal language models — Gemma 4, Qwen3, Claude, ChatGPT, Gemini — with image processing nodes to generate descriptions, classify content, caption images, and extract structured data, all in a single flow.

Yes. GLM-OCR (ranked #1 on document understanding benchmarks), DeepSeek OCR, and PaddleOCR (multilingual) are all supported. Extract structured JSON from invoices, forms, IDs, tables, stamps, and dense document layouts.

CNAPS STUDIO offers five plans: Free, Starter ($20/mo), Pro ($75/mo), Business ($200/mo), and Enterprise (custom). All paid tiers include the full model library and no watermark. For full details, see Pricing.

Flat-rate. Unlike usage-based APIs, your costs stay predictable — even during peak seasons or high-volume campaigns..

Yes. A Free plan is always available. New users can also try the Pro plan free for 2 weeks — full access to advanced usage capacity, all models, and Batch Run — to experience the full feature set before committing..

No. All plans are flat-rate. Your costs stay fixed regardless of volume.

Team workspace, SSO/SAML, webhooks, Flow Versioning, RBAC (role-based access control), and Selective Flow Sharing. $200/month or $2,000/year on annual billing.

On-premise deployment (including air-gapped environments) is the key differentiator — suited for healthcare, finance, defense, legal, and other regulated industries where data cannot leave the network. Pricing is custom. PoC inquiries: support@cnaps.ai.

Team collaboration is available starting from the Business plan, with SSO/SAML, RBAC, and Flow Versioning included.

Yes. CNAPS STUDIO provides API keys that allow you to trigger Batch Run programmatically. Use the API to authenticate requests, automate workflows without the dashboard, integrate AI pipelines into your own applications, and grant third-party tools access to your flows. For setup details, see User Guides → API Integration.

Yes. CNAPS STUDIO runs all models in the cloud — no environment setup needed. Skip the CUDA version conflicts, Docker configurations, and GPU server management. Just open your browser, build a pipeline, and run it.

Through Claude's MCP (Model Context Protocol) integration, you can build and run CNAPS Studio flows entirely from within a Claude chat. Claude understands natural language requests, recommends the right pipeline, selects the best model for the task, diagnoses errors, and completes execution — without leaving the chat.

Yes, on the Enterprise plan. For organizations where data cannot leave the network — healthcare, security, finance, defense — CNAPS STUDIO can be deployed on your own infrastructure in an air-gapped environment. PoC inquiries: support@cnaps.ai.

Yes. Lightweight AI workflow pipelines can be deployed on edge devices for on-device, low-latency inference. No cloud round-trip required — suited for real-time applications, offline environments, and IoT deployments.

Yes. Selective Flow Sharing supports Viewer/Editor roles, link sharing mode, access codes, and email invite notifications. Team workspaces, SSO/SAML, RBAC, and Flow Versioning are available on the Business plan.

Yes. Flow Versioning (Business plan) maintains a history of flow versions and allows rollback to any prior state. RBAC lets you restrict edit permissions by role.

7 languages: English, Korean, Japanese, Chinese, Spanish, Arabic, and French. Switch under Account Settings → Profile → Language.

Uploaded images are never shared externally. For stricter compliance requirements, on-premise deployment is available through the Enterprise plan — data never leaves your infrastructure.

Yes. CNAPS STUDIO uses AI-powered face detection to automatically blur or mosaic faces in images. Batch processing is fully supported, so you can handle hundreds of images in a single run.

Yes. Ultimate Privacy Protection (UPP) is a standalone web app powered by CNAPS Studio AI models. Features include face anonymization, tattoo concealment, license plate blur, text redaction, and body silhouette. Suited for media companies, legal teams, and compliance workflows.

Yes. CNAPS Studio can detect and track brand logos, products, or persons across video footage and report exposure time in minutes and seconds per broadcast segment. Used for sports media analytics, advertising measurement, and sponsorship ROI verification.

Sign up and start your free trial. Select the AI models you need in the pipeline builder, upload your images, and see results instantly. Pre-built templates for common use cases are also available. Here are quick-start tutorials to get you up and running. 🎬

CNAPS Studio's AI server infrastructure is being released as an open-source project, enabling developers to self-host the AI execution layer, inspect the codebase, and contribute. Public repository launch is targeted soon.

You can upgrade or downgrade at any time. Monthly subscriptions cancel at the end of the current billing cycle. Annual subscriptions cancel at the end of the contract term. You can change or cancel your plan here.

n8n is a general-purpose workflow automation platform — great for connecting apps, APIs, and business logic. However, it's not built for vision AI. n8n lacks native support for AI models like object detection, segmentation, or image enhancement, and its image handling is limited to basic operations. CNAPS STUDIO is purpose-built for image and video processing: pre-integrated vision AI models, a visual pipeline builder designed for image workflows, native Batch Runs for thousands of images, and no need to wire up external APIs for core processing tasks.

ComfyUI is a node-based tool for AI image generation using Stable Diffusion. CNAPS STUDIO covers a broader scope: image processing and analysis (background removal, object detection, segmentation, OCR, upscaling) plus video generation and upscaling. ComfyUI requires a local GPU with CUDA setup. CNAPS STUDIO runs entirely in the cloud. CNAPS STUDIO also has Batch Run built in; ComfyUI batch workflows often require custom nodes and manual configuration.

RunwayML and Pika are single-model video generation UIs. CNAPS STUDIO is a workflow-first platform: build custom pipelines combining multiple models, process batches at scale, and control outputs deterministically. Beyond video generation, CNAPS STUDIO chains video upscaling, frame extraction, VLM analysis, and OCR in a single flow.

MindStudio, BuildShip, and Dify are general-purpose AI agent automation or app builders. CNAPS STUDIO specializes in image and video processing with 150+ pre-integrated vision AI models — object detection, segmentation, OCR, video upscaling, and more — all built in, with no external API wiring needed for core tasks.

Zapier automates data movement between apps. CNAPS STUDIO runs AI models on images and videos in batch. They serve different purposes: use CNAPS STUDIO for image and video AI processing, use Zapier for app-to-app workflow automation.

Adobe tools are designer-focused single-image editing UIs. CNAPS STUDIO supports batch automation across thousands of images, a wide selection of open-source models, API integration, and on-premise deployment — suited for operations teams and automated pipelines rather than individual design work.