Technologies under the hood
Visioant is a Flask API on GCP with Postgres, orchestrated LangGraph agents, and first-class integrations. Each tool billed and logged, not a black box. Click a mark for how we use it. View the live stack map →
LLMs & routing
Search & SEO data
Agent runtime
Data & billing
Observability
Technology questions
Why these providers, and how they show up in day-to-day SEO work.
Why OpenRouter instead of a single model vendor?
OpenRouter is how Visioant lets teams opt into capable cheaper models for volume work, then step up to Opus, GPT-5.6, or Gemini flagships when the job needs it, same tools, allowlisted IDs, live €/token estimates.
How is DataForSEO billed?
SERP, keywords, and related calls settle at actual provider cost into the org wallet with markup. No surprise flat “SEO data” fee.
What is Cloud NLP used for?
Google Cloud Natural Language runs entity salience on crawled pages, the live path behind Labs entity maps and agent entity tools.
Do I need Playwright for every page?
No. HTTP + BeautifulSoup is the default. Playwright renders JS-heavy pages when audits, RAG Labs, or forensics need the painted DOM.
Where can I see how tools wire together?
Open the live stack map for execution types, or click any chip above for an in-page explainer.