How Vizora works
Technical transparency for the technologies actually used at runtime.
Google Gemini
All reasoning, analysis, scoring and generation. Credentials stay server-side.
Parallel Search
Live web research at POST api.parallel.ai/v1/search, called from server functions only.
Postgres
Sessions, sources, opportunities and production plans.
Agent workflow
- 01
Research Director
Plans the investigation and writes targeted web queries (Gemini).
- 02
Web Researcher
Executes real Parallel Search calls and deduplicates results.
- 03
Trend Analyst
Analyses only the retrieved evidence for emerging patterns (Gemini).
- 04
Opportunity Scorer
Scores each dimension; the weighted score is computed in code.
- 05
Creative Director
Turns the strongest opportunity into a creative concept (Gemini).
- 06
Production Director
Builds the scene-by-scene production plan (Gemini).
- 07
Source Verifier
Drops any citation that Parallel Search did not actually return.
Scoring model
- momentum35%
- audience relevance25%
- content gap20%
- freshness10%
- competition10%
Competition is inverted before weighting — a more crowded topic lowers the final score.
Security
The Parallel API key and Gemini credentials live only in server-side environment variables and are read inside server function handlers. Input is validated with Zod, and only URLs returned by Parallel Search are ever rendered as links.