| Max Single Video Duration | ≈ 45 mins (with audio) ≈ 1 hour (no audio) | 5 minutes (Total length across all uploaded videos) | 1 hour (Total length across all uploaded videos) | Segmentation & Chaining: Split into 45-minute chunks, analyze, and feed the summary of the previous chunk to the next prompt. |
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| **Gemini API / Vertex AI** | ≈ 1 hour (Default resolution) | **SUCCESS.** Easily analyzable via the Files API or YouTube URL. | ≈ 108,000 tokens (6 mins × 300 tokens/s) – Uses only ≈ 10% of the 1M token window. |
| **ChatGPT (GPT-4o / GPT-4V)** | Indirect / Image count-based | **SUCCESS (Indirect).** Must be uploaded as a full Transcript and/or a few Screenshots. Cannot be uploaded as a raw video file. | **Text Only:** The transcript will be a low token count (≈ 6,000 tokens) and is easily analyzed in the 128K–200K token window. |
| **Claude (Opus / Sonnet)** | Indirect / Token-based (Extremely High) | **SUCCESS (Indirect).** Must be uploaded as a full Transcript. The long context window handles this text easily. | **Text Only:** The transcript is very small relative to Claude’s huge context window (200K–1M tokens), making analysis fast and easy. |
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* **Runway ML** - https://runwayml.com
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* **Invideo AI** - https://invideo.io/ai
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* **Pika Labs** -https://pika.art
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* **Kapwing AI** -https://www.kapwing.com/ai
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* **Canva AI Video** -https://www.canva.com/ai-video
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* **Genially** - https://www.genially.com
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## **13\. Some API options**
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* **Shotstack **– A cloud-video-editing API: you send JSON to control timeline, clips, overlays, text, etc. Shotstack+1
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* **Example**: their “Add Text to Video” guide shows exactly how to programmatically add text overlays. Shotstack
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* **Creatomate** – Another API for automated video/image generation & editing via templates. creatomate.com+1
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* **Banuba** – Offers an AI video editing SDK/API (for mobile/web) that supports features like text, overlays, filters. banuba.com
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* **Cloudinary** – Has a “Video Editing API” feature that includes adding text overlays and other transformation capabilities. Cloudinary+1
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## **14\. What you should check / consider**
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* Does the API allow text overlay at a specific time, position, animation etc? (Yes — Shotstack has a guide.)
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* Does it support your required video formats, size (for social media maybe 9:16) and output quality?
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* Are there template / automation capabilities (useful if you’ll generate multiple videos)
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* What’s the pricing & scalability (if you’ll generate many videos)
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* Does the API require that media is uploaded to their cloud or can you point to external sources?
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* **Integration ease:** languages supported (Node.js, Python etc)
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## **15\. The best AI video editing software**
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* **Google Veo ** - for end-to-end video creation
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* **Runway** - for generative AI video with advanced tools
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* **Sora** - for community-driven inspiration and remixing
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* **Descript** - for editing video by editing the script
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* **Wondershare Filmora** - for polishing video with AI tools
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* **Capsule** - for simplifying video production workflows with AI
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* **invideo AI** - for social media videos
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* **Peech** - for content marketing teams
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* **Synthesia** - for using digital avatars
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* **HeyGen** - for interactive avatars
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* **Vyond** - for animated character videos from a prompt
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* **revid.ai** - for AI-powered templates
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* **Luma Dream Machine** - for brainstorming with AI