The Pipeline Overview
When you click Generate, TrendScribbr runs a multi-step pipeline:
- Trend Analysis — Pulls Reddit/Twitter data for your topic
- Outline Generation — Creates a structured article outline
- Content Writing — Writes each section using Gemini 2.0 Flash
- Post-processing — Applies brand voice, CTA, and formatting rules
Job Status
Each generation is a background job. You can monitor progress in Jobs. If a job fails (e.g. due to API limits), you can retry it from the job detail page.
💡 Generation typically takes 30-90 seconds depending on article length.
LLM Fallback
If the primary model (Gemini) is unavailable, the system automatically retries using the OpenAI fallback. If neither is available, the job fails and you'll get a notification so you can retry later.