Deploy Vane on Bifrost: Self Hosted AI Search Engine
Deploy and Host Vane on Bifrost: Self Hosted AI Search Engine with Railway
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Deploy and Host Vane with Bifrost on Railway
Vane, formerly Perplexica, is a self hosted AI search engine. You ask a question, it searches the live web through its own private SearxNG, and an LLM writes a cited answer from what it finds. This template puts Bifrost behind it, an open source AI gateway, so the answering model and the reranker route through one connection that reaches 20+ providers, with failover and cost tracking.
About Hosting Vane with Bifrost
Three services run together. Vane bundles its search engine and storage in a single image and serves the web UI. Bifrost is the AI gateway that Vane sends its model calls through, and Postgres holds Bifrost configuration and request logs over the private network. After deploy, add a provider key in Bifrost, then open the Vane setup wizard and point its OpenAI compatible base URL at Bifrost, choosing a chat model and an embedding model. From then on, every answer is grounded in fresh web results and routed through the gateway, so you control the model and the cost in one place.
Common Use Cases
- A private alternative to paid AI search, with your queries staying inside your own project
- Research over the live web with cited sources, using whichever model you prefer
- A shared team search tool where the answering model and its cost are managed centrally
Dependencies for Vane Hosting
- Bifrost as the AI gateway for the answering and embedding model calls
- Postgres for Bifrost configuration and request log storage
Deployment Dependencies
- Vane: https://github.com/ItzCrazyKns/Vane
- Bifrost docs: https://docs.getbifrost.ai
- Bifrost Docker Hub: https://hub.docker.com/r/maximhq/bifrost
Why Deploy Vane on Railway?
Railway is a singular platform to deploy your infrastructure stack. Railway will host your infrastructure so you do not have to deal with configuration, while allowing you to vertically and horizontally scale it.
By deploying Vane with Bifrost on Railway, you get a private AI search engine connected to every major provider in minutes, with cost control and logging in place.
Template Content
