| Written reference content |
Strong fit for policies, short references, release notes, checklists, API docs, and formal written documentation. |
Can support articles with screenshots or step captures. |
Works alongside articles, documents, PDFs, transcripts, and supporting guides. |
| Product demos and walkthroughs |
Often requires screenshots, writer interviews, and manual article updates. |
Good for clean step capture. |
Strong fit for product demos, feature explainers, onboarding recordings, and searchable source moments. |
| Training sessions, webinars, meetings |
Usually becomes a summary, transcript, or follow-up article. |
Usually not built for long-form recorded knowledge. |
Strong fit for publishing, organizing, asking, replaying, and reusing recorded expertise. |
| Support and troubleshooting |
Good for short written fixes and self-service articles. |
Good for repeatable step-by-step flows. |
Strong fit when users need to see the fix, ask a question, and jump to the exact visual step. |
| Ask across videos and documents |
Usually article search first. |
Usually guide-level search. |
VideoGPT lets users ask across videos and documents, get grounded answers, and jump to the exact moment or asset. |
| Content roadmap |
Often depends on tickets, writer backlog, search logs, or page feedback. |
Often depends on manually selected workflows. |
Repeated questions, weak answers, and missing topics show what should be improved or created next. |