Bulk AI Video Generator from CSV

GenBatch is a bulk AI video generator for CSV-style workflows. If your video project is already a list of scenes, products, hooks, shots, or ad variants, you can treat the spreadsheet as the production plan and submit it as a batch.

The goal is simple: one row becomes one queued video task.

What a video CSV should contain

You do not need a complicated spreadsheet. Start with a small, predictable structure:

| Column | Purpose | |---|---| | id | A short label for tracking the result | | prompt | The scene, motion, or video instruction | | aspect_ratio | The target format, such as 16:9 or 9:16 | | source_image | Optional, for image-to-video animation workflows | | notes | Optional review or production context |

For text-to-video, the prompt is the core input. For image-to-video, the row should also make clear how the uploaded image should move.

CSV is useful when the project is repetitive

CSV batch generation works best for jobs like:

• 30 B-roll clips for a YouTube script.
• 50 ad variants with different hooks.
• 100 product motion shots.
• A list of scene prompts exported from ChatGPT or Claude.
• Image-to-video animation for a folder of still visuals.

These projects are painful one at a time because the creative task is already done. The remaining work is operational: submit rows, wait, review, retry, download.

No-code CSV vs API automation

| Workflow | Best for | Trade-off | |---|---|---| | GenBatch CSV batch | Creators, marketers, operators, YouTube teams | Less custom backend control | | API automation | Developers building a product or internal pipeline | Requires code and infrastructure | | Manual video tools | One-off creative exploration | Slow for repeated rows |

Use a CSV workflow when you want operational speed without building tooling. Use an API when the generation system itself is part of your product.

Example CSV prompt strategy

Ask ChatGPT or Claude to produce structured rows:

Turn this video outline into 40 AI video rows.
Each row should include: id, aspect_ratio, prompt, motion_notes.
Write prompts for short cinematic B-roll clips.
Keep the style consistent across the full set.

Then review the rows before generation. Remove duplicates, make weak prompts more specific, and group similar scenes so review is easier after the batch finishes.

Common mistakes

• Writing prompts that describe a static image but not motion.
• Mixing aspect ratios without a reason.
• Leaving camera movement vague.
• Creating duplicate rows with slightly different wording.
• Submitting a full production batch before testing 3-5 rows.

For a step-by-step video batch workflow, read how to generate multiple AI videos at once.