Gemini 3 Pro AI Chat Assistant

Category frame: meeting capture plus follow-up automation. Pattern: incumbents compete on transcription accuracy and integrations. Gap: small agencies need client-ready summaries and action ownership. Risk: privacy concerns can block adoption. Opportunity: position around client handoff quality, not generic notes.

Purpose: count users who opened or used a prompt template in the selected window. Join risk: events may duplicate users unless the query deduplicates by user id. Filter risk: locale and anonymous sessions may change the denominator. Performance: index event_name and created_at before running this on full history.

Intent: users want reusable prompts and examples before generating audio. Angle: focus on voiceover, dialogue, sound effects, and cleanup workflows. Sections: model choice, prompt anatomy, example expectations, and managed media notes. Internal links: audio models, prompt gallery, and Studio workflow pages.

Cluster A: users want examples that show output shape before running. Cluster B: users need model recommendations explained in plain language. Cluster C: users worry about media rights and final example quality. Action: add example status labels and clearer model-fit notes.