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Integrated Web Search

Real-time knowledge, privately delivered.


 
AI models have a strict knowledge cutoff. Events that occurred after their training date are invisible to them. In business contexts, this gap between what the AI knows and what is actually current can introduce significant operational risk — particularly in regulated industries where legislation, market conditions, and legal precedents change daily.

Numero6 addresses this critical limitation with an integrated, agent-driven Web search capability. Powered by SearXNG — a privacy-respecting, self-hosted meta-search engine running entirely within your isolated infrastructure — our platform aggregates results from dozens of search providers without ever exposing your corporate identity or the true nature of your query.

The result is an AI that reasons with the intelligence of a massive foundational model, but acts with the real-time awareness of a live internet connection, all while maintaining absolute data sovereignty.

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How the routing engine works

When a user or application submits a query, the system does not simply blindly append search results. Instead, it relies on our LangGraph-powered orchestration layer to make intelligent routing decisions:

Intent Recognition: The agentic runtime evaluates the prompt. If the question requires current facts, external validation, or recent news, the model dynamically decides to invoke the Web search tool.
Query Formulation: The AI synthesizes the user's complex request into a series of optimized, targeted search queries, often running multiple searches in parallel to gather diverse perspectives.
Sovereign Retrieval: These queries are routed through your private SearXNG instance. SearXNG strips away identifying metadata and proxies the request to engines like Google, Bing, or DuckDuckGo. The external engines see a generic request from a server; they never see your IP, your user's identity or your corporate network.
Context Synthesis: The raw search results are retrieved, scraped for actual content (not just summaries), re-ranked for relevance, and injected into the LLM's context window.
Grounded Generation: The final model generates the response, citing the exact web sources it used to build its answer.

Benefits of sovereign Web search

Always-current responses — The AI breaks free from its training cutoff. It can instantly reference breaking news, live financial data, newly published legislation, and real-time competitor announcements, ensuring decisions are based on today's reality.
Zero-Footprint Research — Traditional web searches leave a massive data trail. Competitors and data brokers can profile your corporate IP based on what your employees are searching for. Because Numero6 proxies all requests through a stateless, self-hosted engine, your strategic research remains entirely untraceable.
Transparent sourcing & auditability — AI should not act as a black box. Every time the integrated search is used, the response includes explicit, clickable citations linking directly to the source URLs. Users can instantly verify the origin of the information, reducing the risk of hallucination to near zero.
Hybrid Intelligence (Web + RAG) — The true power of the platform emerges when tools combine. The agentic runtime can search the live web for a new regulatory update, and simultaneously query your private RAG Knowledge Base to see how that update affects your specific internal policies — blending public facts with private context in a single, secure workflow.

Practical applications

Compliance & Regulatory Monitoring: — Ask the AI to monitor regulatory bodies for new guidance, summarize the changes, and flag relevant updates privately.
Market & Competitor Intelligence: — Research competitor pricing, recent press releases, and market sentiment without alerting their analytics tools to your corporate IP.
Investment & Financial Analysis: — Pull the latest earnings reports or live market context to enrich internal financial models.
Technical troubleshooting: — Allow the AI to search the latest developer forums, GitHub issues, and documentation to solve zero-day IT infrastructure problems.
Supply chain verification: — Check live news feeds for geopolitical events or logistical disruptions affecting your specific vendors.