ModelRefs / Video Script Generation — Canonical Workflow
Video Script Generation — Canonical Workflow
Video Script Generation: provisional AI workflow implementation reference with candidate models, providers, tools, and architecture.
Overview
Video script generation takes a product brief and produces a structured script grounded in approved positioning documents. The pipeline creates a hook, narrative arc, key message beats and a call-to-action, with each claim traced to a source in the product knowledge base. A second model produces a matching B-roll suggestion list and shot-list with timing notes. The output is a reviewer-ready script package that a video producer can approve, revise or expand without starting from a blank page.
Implementation profile
| Category | multimodal-models |
|---|---|
| Implementation maturity | production |
| Primary use cases | summarization, video-ai |
| Deployment options | managed-api, hybrid |
| Architectures | serverless-api, managed-container, hybrid-private-cloud |
Candidate models with published references
- BGE-M3
- GPT-5
- GPT-5 Mini
- Claude Sonnet 4.5
- Claude Opus 4
- Gemini 3 Pro
- Llama 4 Scout
- DeepSeek R1
- Mistral Large 2
- Command R+
- o3
- o4 Mini
Coverage means the model is a candidate worth evaluating for this workflow, not a ranking or a recommendation. Models whose reference pages are still in review are omitted.
Benchmarks relevant to this workflow
- IFEval — Instruction-following evaluation with verifiable constraints.
- MT-Bench — LMSYS multi-turn chatbot benchmark across 8 categories, GPT-4 graded 1–10.
- MMLU — Massive Multitask Language Understanding — 57 academic and professional subjects.
These are the benchmarks whose task shape bears on this workflow. Each one only describes its own protocol and date, so confirm the harness matches your workload before treating a score as evidence.
Continue your research
Use these connected ModelRefs sections to compare alternatives, inspect implementation paths, and review the evidence and governance boundaries relevant to Video Script Generation — Canonical Workflow.