← All sections

View on GitHub

AI & Machine Learning for CGEdit

Generative AI and ML tools across image, video, 3D, texture, audio. AI mocap lives in §3 (dual-listed).

Machine Learning for CG

ML fundamentals and courses for CG artists.

Image Generation

text-to-image models and platforms.

Software Description License Tags Best For
Adobe Firefly 3 Commercial-safe, deep Creative Cloud integration.
See also: Software Reference → AI Image & Texture Generation Software
Paid Commercial-Safe · Adobe CC Commercial-safe Adobe workflows
Aga Miko/pixel Character Generator Generating retro pixel game characters with Generative Adversarial Networks. Dataset "TinyHero" included.
See also: Software Reference → AI Image & Texture Generation Software
Open Source
FLUX.2 (Black Forest Labs) Open-weight photorealism with Kontext editing.
See also: Software Reference → AI Image & Texture Generation Software
Freemium Open Weight · Photoreal Open-weight photorealism
GPT Image (OpenAI) Instruction-following image model with strong text rendering. GPT Image 1.5.
See also: Software Reference → AI Image & Texture Generation Software
Paid OpenAI · Text Rendering Instruction following
Grok Aurora (xAI) Photorealistic image gen integrated into Grok.
See also: Software Reference → AI Image & Texture Generation Software
Paid xAI · Photoreal Photorealism in Grok
HunyuanDiT (Tencent) Open-source DiT-based, strong Chinese text.
See also: Software Reference → AI Image & Texture Generation Software
Open Source Tencent · DiT Chinese text rendering
Ideogram 2.0 Best-in-class typography and text rendering, canvas mode.
See also: Software Reference → AI Image & Texture Generation Software
Freemium Typography · Text Rendering Typography in images
Imagen Google photoreal image model via Gemini and Vertex.
See also: Software Reference → AI Image & Texture Generation Software
Paid Photoreal · Google Photoreal image gen
Jimeng / Dreamina (ByteDance) High quality, integrated with video pipeline.
See also: Software Reference → AI Image & Texture Generation Software
Freemium ByteDance · Video Pipeline Integrated image + video pipeline
Kolors (Kuaishou) Open-source, bilingual Chinese/English.
See also: Software Reference → AI Image & Texture Generation Software
Open Source Open Source · Bilingual Bilingual open model
Krea AI Real-time generation, upscaling, and style transfer platform.
See also: Software Reference → AI Image & Texture Generation Software
Freemium Real-time · Upscaling Real-time + upscaling
Leonardo AI Real-time generation with artistic control.
See also: Software Reference → AI Image & Texture Generation Software
Freemium Real-time · Controlled Controlled artistic generation
Midjourney v7 Industry-leading artistic coherence and stylized output.
See also: Software Reference → AI Image & Texture Generation Software
Paid Artistic · Subscription Artistic and stylized imagery
Nano Banana Pro (Google Gemini) Instruction-based editing with character and product consistency across edits.
See also: Software Reference → AI Image & Texture Generation Software
Freemium Consistency · Editing Consistency editing
Playground v3 Mixed-mode design canvas for graphic design.
See also: Software Reference → AI Image & Texture Generation Software
Freemium Design Canvas · Mixed-mode Graphic design canvas
Recraft V3 Design-oriented gen. Vector, icons, brand assets.
See also: Software Reference → AI Image & Texture Generation Software
Freemium Design Focus · Vector Design assets, vectors
Reve Image model with strong prompt adherence.
See also: Software Reference → AI Image & Texture Generation Software
Freemium Prompt Adherence Prompt adherence
Snowpixel Generate Images/Videos/Animations/Audio/Music/3D Objects with Text and/or Image. Upload your own data to create custom models.
See also: Software Reference → AI Image & Texture Generation Software
Freemium
Stable Diffusion 3.5 Open-source diffusion (Large, Medium, Turbo sizes).
See also: Software Reference → AI Image & Texture Generation Software
Open Source Open Source · Self-Host Self-hosted image gen
Visual Electric AI image generator aimed at designers. Freemium AI Image

Related:

Video Generation

AI video generation platforms and models.

Software Description License Tags Best For
Cog Video X Tsinghua/Zhipu open-source, multiple sizes.
See also: Software Reference → AI Video Generation Software
Open Source Open Source · Tsinghua Research open-source video gen
Drawstory Cinematography and story sequencing with strong character continuity.
See also: Software Reference → AI Video Generation Software
Freemium Cinematography · Continuity Character continuity
Frameo Script to cinematic video with scenes, characters, audio, and timeline assembly.
See also: Software Reference → AI Video Generation Software
Freemium Script to Video · Timeline Structured film pipeline
Genmo Mochi 1 Open-source video gen model.
See also: Software Reference → AI Video Generation Software
Open Source Open Source · Genmo Open-source video gen
Google Flow Filmmaking app over Veo with scenebuilder and ingredients-to-video.
See also: Software Reference → AI Video Generation Software
Paid Filmmaking · Scenebuilder Veo filmmaking app
Hailuo AI / MiniMax "Director" model. Strong motion and character consistency.
See also: Software Reference → AI Video Generation Software
Freemium Director Model · Character Consist Directed motion
Haiper Ex-DeepMind team, animation and video-to-video modes.
See also: Software Reference → AI Video Generation Software
Freemium Ex-DeepMind · V2V Video-to-video
HeyGen AI avatar marketing videos with a talking-head focus.
See also: Software Reference → AI Video Generation Software
Freemium Avatars Avatar videos
HunyuanVideo 1.5 Open-source 8.3B params, runs on 14GB VRAM.
See also: Software Reference → AI Video Generation Software
Open Source Open Source · 14GB VRAM Self-hosted video gen
InVideo AI Prompt to video for marketing and social content.
See also: Software Reference → AI Video Generation Software
Freemium Marketing Marketing and social video
Kling 3.0 Up to 5min clips, strong human motion. Motion Brush control.
See also: Software Reference → AI Video Generation Software
Freemium 5min Clips · Motion Brush Long clips, human motion
LTX Studio Pre-production to video pipeline with storyboards, character consistency, and timeline.
See also: Software Reference → AI Video Generation Software
Freemium Pre-production · Storyboards Script to video pipeline
LTX-2 (Lightricks) Fast open video model. LTX-2 Fast ranks top-3 in the arena.
See also: Software Reference → AI Video Generation Software
Open Source Open Source · Fast Fast open-source video gen
Luma Dream Machine Atmospheric image-to-video. Ray3 is the first native 16-bit HDR video model.
See also: Software Reference → AI Video Generation Software
Freemium HDR · Atmospheric Atmospheric video gen
Mootion Idea to a 2-minute cinematic video in one tool.
See also: Software Reference → AI Video Generation Software
Freemium All-in-one Fast all-in-one film
Morphic AI film studio for story-driven video.
See also: Software Reference → AI Video Generation Software
Paid Film Studio Story-driven film
Pika 2.0 Extended video gen with improved consistency.
See also: Software Reference → AI Video Generation Software
Freemium Extended Gen · Stylized Stylized video
PixVerse Style-specific modes (anime, 3D, realistic), character consistency.
See also: Software Reference → AI Video Generation Software
Freemium Style Modes · Consistency Style-specific video gen
Runway Gen-4.5 Motion brushes and scene consistency on the GWM-1 world model.
See also: Software Reference → AI Video Generation Software
Freemium Motion Brushes · Consistency Motion control
Seedance 2.0 (ByteDance) High raw quality video gen with audio. Tops the Artificial Analysis ranking.
See also: Software Reference → AI Video Generation Software
Paid Top Quality · Native Audio Top raw quality
Stable Animation SDK Text-to-animation SDK for developers by Stability AI. Paid
Veo 3.1 (Google DeepMind) Top leaderboard, native audio, 60s+ clips.
See also: Software Reference → AI Video Generation Software
Paid Top Leaderboard · Native Audio Top-quality video gen
Vidu 16s clips, strong human motion (Shengshu).
See also: Software Reference → AI Video Generation Software
Freemium 16s · Human Motion Long human-motion clips
Wan 2.2 (Alibaba) Cinematic MoE diffusion, 8GB+ VRAM. Open source.
See also: Software Reference → AI Video Generation Software
Open Source Open Source · MoE Diffusion Cinematic open-source video gen

Related:

3D Generation

AI tools for generating 3D models from text or images.

Software Description License Tags Best For
3DTopia Open-source text-to-3D pipeline (coarse → refined).
See also: Software Reference → AI 3D Generation Software
Open Source Coarse→Refined · Open Source Text-to-3D open-source
Ashawkey/stable Dreamfusion A pytorch implementation of text-to-3D dreamfusion, powered by stable diffusion. Open Source
InstantMesh Fast single-image-to-3D reconstruction.
See also: Software Reference → AI 3D Generation Software
Open Source Fast · Image→3D Fast image→3D
Intangible Prompt and drag-drop to 3D scenes for previz. No-code.
See also: Software Reference → AI 3D Generation Software
Freemium Previz · No-code No-code 3D previz
Kaedim Image-to-3D with hybrid AI plus artist cleanup for production quality.
See also: Software Reference → AI 3D Generation Software
Paid Hybrid AI+Artist · Production Production-quality via hybrid AI+artist
Luma Genie Text/image to 3D, integrated with Dream Machine.
See also: Software Reference → AI 3D Generation Software
Freemium Luma · Integrated Luma-integrated 3D gen
Meshy v4 Production-reliable, improved topology and PBR textures.
See also: Software Reference → AI 3D Generation Software
Freemium Production-Reliable · PBR Production-ready AI 3D
Rodin Gen-2 (Hyper3D) 10B params, photorealistic, free generation tier.
See also: Software Reference → AI 3D Generation Software
Freemium 10B Params · Free Tier Photorealistic AI 3D
Sloyd Procedural 3D generation with parametric control.
See also: Software Reference → AI 3D Generation Software
Freemium Procedural · Parametric Parametric procedural 3D
Spline AI Generate 3D objects and textures from text prompts in-editor.
See also: Software Reference → AI 3D Generation Software
Freemium In-Editor · Text→3D In-editor AI 3D
Stability SPAR3D Open-source single-image 3D reconstruction.
See also: Software Reference → AI 3D Generation Software
Open Source Stability AI · Open Source Single-image open-source 3D
TRELLIS.2 (Microsoft) Full PBR materials, complex topologies.
See also: Software Reference → AI 3D Generation Software
Open Source Microsoft · PBR + Open Source PBR AI 3D (open source)
Tripo v3.0 Sculpture-level precision, clean quad topology.
See also: Software Reference → AI 3D Generation Software
Freemium Clean Quads · Sculpt-level Clean topology AI 3D
TripoSR Tripo/Stability collab. Fast open-source image-to-3D.
See also: Software Reference → AI 3D Generation Software
Open Source Open Source · Fast Fast open-source image→3D
Unique3D High-quality mesh from single image (NeurIPS 2024).
See also: Software Reference → AI 3D Generation Software
Open Source Single-Image · NeurIPS Single-image open-source 3D
Wonder3D++ Cross-domain diffusion, textured meshes in 2-3min.
See also: Software Reference → AI 3D Generation Software
Open Source Fast · Textured Mesh Fast textured mesh gen

Related:

Texture & Material Generation

AI-generated PBR textures and materials.

Software Description License Tags Best For
Adobe Firefly Textures Prompt-to-edit texture workflows.
See also: Software Reference → AI Image & Texture Generation Software
Paid Adobe · Prompt-to-Edit Adobe-integrated AI textures
InstaMAT Material authoring with AI workflows (Substance alternative).
See also: Software Reference → AI Image & Texture Generation Software
Paid Substance-alt · AI Workflows AI-assisted material authoring
Meshy Textures Integrated with 3D pipeline.
See also: Software Reference → AI Image & Texture Generation Software
Freemium Meshy Pipeline · Integrated Textures tied to Meshy 3D
Poly AI-generated PBR textures and materials, tileable with full map sets.
See also: Software Reference → AI Image & Texture Generation Software
Freemium AI PBR · Tileable AI PBR textures
Ponzu AI texture gen from text prompts for uploaded meshes.
See also: Software Reference → AI Image & Texture Generation Software
Freemium Mesh-aware · Text→Tex Mesh-aware AI textures
Scenario Game-ready PBR materials, full map sets.
See also: Software Reference → AI Image & Texture Generation Software
Paid Game-Ready · Full Maps Game-ready AI materials

ComfyUI Ecosystem

Node-based AI generation. ComfyUI and its ecosystem.

Software Description License Tags Best For
ComfyUI Node-based AI generator for image/video/3D/audio.
See also: Software Reference → AI Image & Texture Generation Software
Open Source Node-based · Multi-modal Node-based AI workflows

Related:

AI-Assisted CG Tools

AI tools that augment traditional CG workflows.

Software Description License Tags Best For
Autodesk Flow Studio (Wonder Dynamics) AI VFX, auto CG characters in live footage, USD export.
See also: Software Reference → AI-Assisted CG Software
Paid Auto CG Chars · USD Export AI CG characters in live plates
Blockade Labs Skybox AI AI-generated 360° skyboxes/HDRIs from text.
See also: Software Reference → AI-Assisted CG Software
Freemium AI Skybox · 360° AI skyboxes/HDRIs
Gigapixel AI AI photo enlargement that adds detail to upscaled images.
See also: Software Reference → AI-Assisted CG Software
Paid Detail-preserving upscaling
Let's Enhance Photo upscaler up to 16x with a free tier.
See also: Software Reference → AI-Assisted CG Software
Freemium Photo Upscale Photo upscaling
Magnific AI Creative upscaler that adds detail. Folded into Freepik plans Apr 2026.
See also: Software Reference → AI-Assisted CG Software
Paid Creative Upscale · Freepik Creative AI upscaling
Rosebud AI Vibe coding platform for creating 3D games and interactive web apps with AI.
See also: Software Reference → AI-Assisted CG Software
Freemium AI Game Builder · Vibe Coding
Topaz Photo AI / Video AI Upscaling, denoising, and sharpening. Topaz Bloom adds unlimited creative upscaling.
See also: Software Reference → AI-Assisted CG Software
Paid Upscale · Denoise Upscale/denoise
UneeQ Digital Humans Cloud platform for real-time interactive digital humans. Paid
Unity Muse Unity in-editor AI for texture, sprite, and animation generation.
See also: Software Reference → AI-Assisted CG Software
Paid Unity AI Suite
Upscayl Open-source desktop upscaler that runs locally at no cost.
See also: Software Reference → AI-Assisted CG Software
Open Source Open Source · Local Free local upscaling

Related:

AI Audio & Music

AI music generation, voice, TTS, and SFX.

Software Description License Tags Best For
ACE Studio AI singing voice synthesizer with expression control.
See also: Software Reference → AI Audio & Music Generation Software
Freemium Singing · Expression AI singing synthesis
AIVA AI composition, good for orchestral/cinematic scoring.
See also: Software Reference → AI Audio & Music Generation Software
Freemium Orchestral · Scoring Orchestral/cinematic scoring
DiffRhythm Open-source full-song gen with vocals from lyrics.
See also: Software Reference → AI Audio & Music Generation Software
Open Source Open Source · Lyrics→Song Open-source song gen with vocals
ElevenLabs Voice cloning, narration, music generation.
See also: Software Reference → AI Audio & Music Generation Software
Freemium Voice Cloning · TTS Voice cloning, TTS
F5 TTS Open-source zero-shot voice cloning TTS.
See also: Software Reference → AI Audio & Music Generation Software
Open Source Zero-Shot · Voice Clone Zero-shot voice cloning
Fish Audio Open-source TTS with voice cloning, fast and multilingual.
See also: Software Reference → AI Audio & Music Generation Software
Open Source Open Source · Multilingual Open-source TTS
Suno v5 Full song generation, 100M+ users.
See also: Software Reference → AI Audio & Music Generation Software
Freemium Song Gen · 100M users Full song generation
Udio Strong electronic/pop, licensed for commercial use.
See also: Software Reference → AI Audio & Music Generation Software
Freemium Electronic/Pop · Commercial Commercial-licensed AI music

Related:

Open-Source Models (HuggingFace)

Notable open-source generative models.

Research Papers

Research papers on ML for CG, generative 3D, neural rendering, and related topics. Each entry: title (the plain-English summary), year, and venue/links in the description.

AI Image & Texture Generation Software

Also in Software Reference → AI Image & Texture Generation Software

Software Description License Tags Best For
Adobe Firefly 3 Commercial-safe, deep Creative Cloud integration. Paid Commercial-Safe · Adobe CC Commercial-safe Adobe workflows
Adobe Firefly Textures Prompt-to-edit texture workflows. Paid Adobe · Prompt-to-Edit Adobe-integrated AI textures
Aga Miko/pixel Character Generator Generating retro pixel game characters with Generative Adversarial Networks. Dataset "TinyHero" included. Open Source
ComfyUI Node-based AI generator for image/video/3D/audio. Open Source Node-based · Multi-modal Node-based AI workflows
FLUX.2 (Black Forest Labs) Open-weight photorealism with Kontext editing. Freemium Open Weight · Photoreal Open-weight photorealism
GPT Image (OpenAI) Instruction-following image model with strong text rendering. GPT Image 1.5. Paid OpenAI · Text Rendering Instruction following
Grok Aurora (xAI) Photorealistic image gen integrated into Grok. Paid xAI · Photoreal Photorealism in Grok
HunyuanDiT (Tencent) Open-source DiT-based, strong Chinese text. Open Source Tencent · DiT Chinese text rendering
Ideogram 2.0 Best-in-class typography and text rendering, canvas mode. Freemium Typography · Text Rendering Typography in images
Imagen Google photoreal image model via Gemini and Vertex. Paid Photoreal · Google Photoreal image gen
InstaMAT Material authoring with AI workflows (Substance alternative). Paid Substance-alt · AI Workflows AI-assisted material authoring
Jimeng / Dreamina (ByteDance) High quality, integrated with video pipeline. Freemium ByteDance · Video Pipeline Integrated image + video pipeline
Kolors (Kuaishou) Open-source, bilingual Chinese/English. Open Source Open Source · Bilingual Bilingual open model
Krea AI Real-time generation, upscaling, and style transfer platform. Freemium Real-time · Upscaling Real-time + upscaling
Leonardo AI Real-time generation with artistic control. Freemium Real-time · Controlled Controlled artistic generation
Meshy Textures Integrated with 3D pipeline. Freemium Meshy Pipeline · Integrated Textures tied to Meshy 3D
Midjourney v7 Industry-leading artistic coherence and stylized output. Paid Artistic · Subscription Artistic and stylized imagery
Nano Banana Pro (Google Gemini) Instruction-based editing with character and product consistency across edits. Freemium Consistency · Editing Consistency editing
Playground v3 Mixed-mode design canvas for graphic design. Freemium Design Canvas · Mixed-mode Graphic design canvas
Poly AI-generated PBR textures and materials, tileable with full map sets. Freemium AI PBR · Tileable AI PBR textures
Ponzu AI texture gen from text prompts for uploaded meshes. Freemium Mesh-aware · Text→Tex Mesh-aware AI textures
Recraft V3 Design-oriented gen. Vector, icons, brand assets. Freemium Design Focus · Vector Design assets, vectors
Reve Image model with strong prompt adherence. Freemium Prompt Adherence Prompt adherence
Scenario Game-ready PBR materials, full map sets. Paid Game-Ready · Full Maps Game-ready AI materials
Snowpixel Generate Images/Videos/Animations/Audio/Music/3D Objects with Text and/or Image. Upload your own data to create custom models. Freemium
Stable Diffusion 3.5 Open-source diffusion (Large, Medium, Turbo sizes). Open Source Open Source · Self-Host Self-hosted image gen

AI Video Generation Software

Also in Software Reference → AI Video Generation Software

Software Description License Tags Best For
Cog Video X Tsinghua/Zhipu open-source, multiple sizes. Open Source Open Source · Tsinghua Research open-source video gen
Drawstory Cinematography and story sequencing with strong character continuity. Freemium Cinematography · Continuity Character continuity
Frameo Script to cinematic video with scenes, characters, audio, and timeline assembly. Freemium Script to Video · Timeline Structured film pipeline
Genmo Mochi 1 Open-source video gen model. Open Source Open Source · Genmo Open-source video gen
Google Flow Filmmaking app over Veo with scenebuilder and ingredients-to-video. Paid Filmmaking · Scenebuilder Veo filmmaking app
Hailuo AI / MiniMax "Director" model. Strong motion and character consistency. Freemium Director Model · Character Consist Directed motion
Haiper Ex-DeepMind team, animation and video-to-video modes. Freemium Ex-DeepMind · V2V Video-to-video
HeyGen AI avatar marketing videos with a talking-head focus. Freemium Avatars Avatar videos
HunyuanVideo 1.5 Open-source 8.3B params, runs on 14GB VRAM. Open Source Open Source · 14GB VRAM Self-hosted video gen
InVideo AI Prompt to video for marketing and social content. Freemium Marketing Marketing and social video
Kling 3.0 Up to 5min clips, strong human motion. Motion Brush control. Freemium 5min Clips · Motion Brush Long clips, human motion
LTX Studio Pre-production to video pipeline with storyboards, character consistency, and timeline. Freemium Pre-production · Storyboards Script to video pipeline
LTX-2 (Lightricks) Fast open video model. LTX-2 Fast ranks top-3 in the arena. Open Source Open Source · Fast Fast open-source video gen
Luma Dream Machine Atmospheric image-to-video. Ray3 is the first native 16-bit HDR video model. Freemium HDR · Atmospheric Atmospheric video gen
Mootion Idea to a 2-minute cinematic video in one tool. Freemium All-in-one Fast all-in-one film
Morphic AI film studio for story-driven video. Paid Film Studio Story-driven film
Pika 2.0 Extended video gen with improved consistency. Freemium Extended Gen · Stylized Stylized video
PixVerse Style-specific modes (anime, 3D, realistic), character consistency. Freemium Style Modes · Consistency Style-specific video gen
Runway Gen-4.5 Motion brushes and scene consistency on the GWM-1 world model. Freemium Motion Brushes · Consistency Motion control
Seedance 2.0 (ByteDance) High raw quality video gen with audio. Tops the Artificial Analysis ranking. Paid Top Quality · Native Audio Top raw quality
Veo 3.1 (Google DeepMind) Top leaderboard, native audio, 60s+ clips. Paid Top Leaderboard · Native Audio Top-quality video gen
Vidu 16s clips, strong human motion (Shengshu). Freemium 16s · Human Motion Long human-motion clips
Wan 2.2 (Alibaba) Cinematic MoE diffusion, 8GB+ VRAM. Open source. Open Source Open Source · MoE Diffusion Cinematic open-source video gen

AI 3D Generation Software

Also in Software Reference → AI 3D Generation Software

Software Description License Tags Best For
3DTopia Open-source text-to-3D pipeline (coarse → refined). Open Source Coarse→Refined · Open Source Text-to-3D open-source
InstantMesh Fast single-image-to-3D reconstruction. Open Source Fast · Image→3D Fast image→3D
Intangible Prompt and drag-drop to 3D scenes for previz. No-code. Freemium Previz · No-code No-code 3D previz
Kaedim Image-to-3D with hybrid AI plus artist cleanup for production quality. Paid Hybrid AI+Artist · Production Production-quality via hybrid AI+artist
Luma Genie Text/image to 3D, integrated with Dream Machine. Freemium Luma · Integrated Luma-integrated 3D gen
Meshy v4 Production-reliable, improved topology and PBR textures. Freemium Production-Reliable · PBR Production-ready AI 3D
Rodin Gen-2 (Hyper3D) 10B params, photorealistic, free generation tier. Freemium 10B Params · Free Tier Photorealistic AI 3D
Sloyd Procedural 3D generation with parametric control. Freemium Procedural · Parametric Parametric procedural 3D
Spline AI Generate 3D objects and textures from text prompts in-editor. Freemium In-Editor · Text→3D In-editor AI 3D
Stability SPAR3D Open-source single-image 3D reconstruction. Open Source Stability AI · Open Source Single-image open-source 3D
TRELLIS.2 (Microsoft) Full PBR materials, complex topologies. Open Source Microsoft · PBR + Open Source PBR AI 3D (open source)
Tripo v3.0 Sculpture-level precision, clean quad topology. Freemium Clean Quads · Sculpt-level Clean topology AI 3D
TripoSR Tripo/Stability collab. Fast open-source image-to-3D. Open Source Open Source · Fast Fast open-source image→3D
Unique3D High-quality mesh from single image (NeurIPS 2024). Open Source Single-Image · NeurIPS Single-image open-source 3D
Wonder3D++ Cross-domain diffusion, textured meshes in 2-3min. Open Source Fast · Textured Mesh Fast textured mesh gen

AI Audio & Music Generation Software

Also in Software Reference → AI Audio & Music Generation Software

Software Description License Tags Best For
ACE Studio AI singing voice synthesizer with expression control. Freemium Singing · Expression AI singing synthesis
AIVA AI composition, good for orchestral/cinematic scoring. Freemium Orchestral · Scoring Orchestral/cinematic scoring
DiffRhythm Open-source full-song gen with vocals from lyrics. Open Source Open Source · Lyrics→Song Open-source song gen with vocals
ElevenLabs Voice cloning, narration, music generation. Freemium Voice Cloning · TTS Voice cloning, TTS
F5 TTS Open-source zero-shot voice cloning TTS. Open Source Zero-Shot · Voice Clone Zero-shot voice cloning
Fish Audio Open-source TTS with voice cloning, fast and multilingual. Open Source Open Source · Multilingual Open-source TTS
Suno v5 Full song generation, 100M+ users. Freemium Song Gen · 100M users Full song generation
Udio Strong electronic/pop, licensed for commercial use. Freemium Electronic/Pop · Commercial Commercial-licensed AI music

AI-Assisted CG Software

Also in Software Reference → AI-Assisted CG Software

Software Description License Tags Best For
Autodesk Flow Studio (Wonder Dynamics) AI VFX, auto CG characters in live footage, USD export. Paid Auto CG Chars · USD Export AI CG characters in live plates
Blockade Labs Skybox AI AI-generated 360° skyboxes/HDRIs from text. Freemium AI Skybox · 360° AI skyboxes/HDRIs
Gigapixel AI AI photo enlargement that adds detail to upscaled images. Paid Detail-preserving upscaling
Let's Enhance Photo upscaler up to 16x with a free tier. Freemium Photo Upscale Photo upscaling
Magnific AI Creative upscaler that adds detail. Folded into Freepik plans Apr 2026. Paid Creative Upscale · Freepik Creative AI upscaling
Rosebud AI Vibe coding platform for creating 3D games and interactive web apps with AI. Freemium AI Game Builder · Vibe Coding
Topaz Photo AI / Video AI Upscaling, denoising, and sharpening. Topaz Bloom adds unlimited creative upscaling. Paid Upscale · Denoise Upscale/denoise
Unity Muse Unity in-editor AI for texture, sprite, and animation generation. Paid Unity AI Suite
Upscayl Open-source desktop upscaler that runs locally at no cost. Open Source Open Source · Local Free local upscaling

AI Creative Canvas Software

Also in Software Reference → AI Creative Canvas Software

Software Description License Tags Best For
Flora Node canvas for image and video gen with 50+ models and Style DNA. Freemium Node Canvas · Multi-model Visual node workflows
Freepik Spaces Node workflows tied to the Freepik stock library. Freemium Node Workflows · Stock Library Node workflows with stock
Higgsfield Canvas Node editor chaining prompts, style transfer, motion, and render across image and video. Freemium Node Editor · Image + Video Image to video pipeline
Kaiber Unified canvas for image and video generation and editing. Superstudio. Paid Unified Canvas · Image + Video Unified gen canvas
Weavy Node canvas with pro editing for compositing, matte, and relighting. Acquired by Figma. Freemium Node Canvas · Pro Editing Node canvas plus editing
Wireflow AI workflow canvas with a developer lean. Freemium Workflow Canvas Dev-leaning AI canvas

AI Design Viz Software

Also in Software Reference → AI Design Viz Software

Software Description License Tags Best For
Arko.ai Arch-viz AI renderer for sketch and 3D model screenshots. Freemium Architecture Arch-viz rendering
LookX Arch-viz AI renderer with style references. Freemium Architecture Arch-viz rendering
Mnml.ai Arch-viz AI renderer from sketch and 3D screenshot input. Freemium Architecture Arch-viz rendering
NewArc Sketch to render for product, fashion, and automotive design. Freemium Sketch to Render Product and fashion render
SketchPro Sketch, SketchUp, and massing to render for architecture. Freemium Architecture Architecture massing render
Visualizee Sketch and 3D screenshot to render for architecture and interiors. Freemium Architecture · Sketch to Render Architecture rendering
Vizcom Sketch to render for industrial, product, and footwear design with line control. Freemium Sketch to Render · Product Design Industrial design sketching

AI Product Photography Software

Also in Software Reference → AI Product Photography Software

Software Description License Tags Best For
Claid.ai Catalog image cleanup and AI product shots at ecommerce scale. Freemium Ecommerce · Product Shots Catalog cleanup at scale
Emersya 3D and AR product experiences from ideation to ecommerce. Paid 3D + AR 3D and AR product viz
Flair.ai AI product photography canvas. Drag products into staged scenes. Freemium Product Photography Staged product scenes
Omi 3D digital twins of products for virtual photoshoots. Built for CPG brands. Paid Digital Twins · Product Shots CPG product twins
Photoroom Marketplace-first mobile app for batch product listing images. Freemium Mobile · Batch Batch listing images
Threekit Enterprise 3D twins with photoreal renders and configurators from one file. Paid Enterprise · Configurators Enterprise 3D twins