Audience: practitioners · Evidence class: mixed
Descriptions in this appendix prioritise workflow characteristics and deployment constraints over superlatives or leaderboard language.
| Tool | Description |
|---|---|
| Midjourney v7 | Strong stylistic control with Discord and web-based image workflows. |
| DALL-E 3.5 | ChatGPT-integrated image generation with reliable prompt following and text rendering. |
| FLUX 2 | Open-weight image models aimed at photorealistic output and flexible deployment. |
| Stable Diffusion 3.5 | Open-source. ControlNet, LoRAs, ComfyUI ecosystem. |
| Adobe Firefly 3 | Licensed data only. Commercial indemnification. Photoshop. |
| Google Imagen 4 | Photorealistic image generation exposed through Google's AI tooling. |
| Ideogram v3 | Strong text rendering for logos, posters, and design-heavy image outputs. |
| Leonardo AI | Multi-model. Realtime Canvas. 3D gaming assets. Canva-owned. |
| Recraft | Design-focused. Vector art, brand consistency. |
| Tool | Description |
|---|---|
| Sora 2 | Video generation focused on longer-form scene consistency and motion realism. |
| Google Veo 3.1 | High-fidelity video generation with native audio and Vertex AI integration. |
| Runway Gen-4.5 | Video generation and editing suite with motion-directed controls. |
| Kling 3.0 | Longer-form 4K video generation with API access and native audio. |
| Seedance 2.0 | Quad-modal input. Lip sync. 2K resolution. |
| Pika 2.5 | Beginner-friendly. Pikaswaps. Fast renders. |
| Luma Dream Machine | 4K HDR. Physics simulation. 3D/cinematic. |
| HaiLuo AI | Budget video. 10 free/day. MiniMax. |
| Wan 2.1 | Open-source video generation model suitable for self-hosted experimentation. |
| HunyuanVideo | Tencent OSS. Consumer GPU. Multi-style. |
| LTX Video | OSS. Licensed data. Clear commercial terms. |
| Tool | Description |
|---|---|
| Suno | Text-to-song generation with full tracks and vocal production. |
| Udio | High-fidelity music gen. Fine control. |
| ElevenLabs Music | Vocals, instrumentals. Sectional editing. Stem separation. |
| Stable Audio | High-quality. Commercial license. |
| Meta AudioCraft | OSS. MusicGen + AudioGen. |
| Tool | Description |
|---|---|
| Meshy | Text/image to 3D. Game assets, products. |
| Tripo AI | Fast 3D from text/images. Multi-format export. |
| Vizcom | Real-time AI rendering for industrial designers. |