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Universal Search

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Universal Search is your AI-powered shortcut to navigating MC² Finance. Find tokens, strategies, and insights in seconds—without sifting through endless pages.

The problem with traditional search

Keyword-based search is outdated – It struggles with understanding intent, leading to irrelevant or incomplete results.
No AI-powered filtering – Standard searches lack smart ranking, making it hard to find the most valuable insights.
Disconnected from Albert Insights – Most search tools don’t integrate personalized trading intelligence into the results.

MC² Finance’s AI-driven Universal Search

We’ve built a vectorized search engine, powered by AI embeddings, to deliver hyper-relevant results across all MC² Finance tools.
Context-aware search – AI understands what you mean, not just what you type.
Albert-powered insights – Albert factors in your portfolio, past searches, and trading behavior to tailor results.
Instant results from multiple sources – Token pages, portfolio analytics, strategy breakdowns, and more—all in one place.

How it works

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User enters a query → AI vectorizes it into an embedding → Typesense’s vector index finds the most relevant results → AI refines & ranks them → You get precise answers in seconds.
📊 Albert Insights Integration: When searching for a token, Albert automatically pulls relevant signals—like its hype score, whale activity, and top portfolio allocations.

Why Universal Search is a game-changer

💡 No more wasted time – Find the insights you need without manual filtering. 🔍 Trade smarter – Get context-rich results, curated for your strategy. 🚀 AI-powered efficiency – Faster, smarter, and more intuitive than any other DeFi search tool.

Case Study: AI search in action

📌 Scenario: A trader searches for “Best performing DeFi tokens”
Traditional search → Returns a generic list of DeFi tokens with no clear ranking.
MC² Universal Search → Instantly finds:
  • Top DeFi tokens based on real-time performance
  • Trending tokens in expert portfolios
  • Albert Insights on token strength, liquidity, and hype score

Smarter search. better trades.

With Universal Search, you’re not just searching—you’re discovering insights that matter. 🚀