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Reconciled, verified, ready to reason over.
Domain-specific knowledge refined into one coherent record. Not raw data you still have to clean — the finished product.
Superintelligence Research
We Optimize
Knowledge.
Nine industries where data is abundant, noisy, and consequential. We turn it into clean, verified intelligence you can act on.
Sectors
Where we work.
Each domain is abundant, noisy, and consequential. Same method, nine fields — the industries are the knowledge.
Markets & macro · Venture funding · Forward view
Financial
Prices, fundamentals, and venture data arrive from dozens of sources and almost never agree. We reconcile them into one clean record and publish research on where things are heading.
Evidence grading · Claims data · Population equity
Medical
Trials, molecular data, and insurance claims that quietly contradict each other. We reconcile the evidence, grade what replicates, and check it across the populations that were actually studied.
Patch diffs · Attribution · Collective defense
Cybersecurity
Ninety-nine alerts in a hundred are noise. We collapse CVE feeds, telemetry, and threat intel into reachable risk — the one vulnerability that's real, exploitable, and yours.
Consensus · Provenance · Narrative detection
Social Knowledge
The same event yields a dozen incompatible accounts. We tell durable consensus apart from manufactured narrative — with provenance, not opinion.
Measurement · Longevity · Outcomes
Mental Health
We live longer, under more stress, and the field can barely agree on definitions. We start with the hardest question — can well-being be measured? — then build the database.
Process transfer · Property space · Cataloguing
New Materials
The next alloy or battery chemistry is probably already implied in what we know. We unify a century of scattered data, map which processes transfer across materials, and revive forgotten techniques.
Coherence · Cross-domain · Reproducibility
Scientific Discovery
A sky survey collects more data in one night than a lab processes in a year. The frontier is limited by coherence and throughput — making the known hold together across fields.
Localization · Biodiversity · Resilience
Agricultural Diversity
Farming knowledge is deeply local and rarely recorded the same way twice. Monoculture wins by being legible, not by being right. We make diversity coherent enough to compete.
Voting records · Polarization · Governance
Politics
What a politician said, how a bill actually moved, whether we're really more polarized. The record exists but is scattered and hard to reason over. We make governance legible.
Services
From raw data to reliable knowledge.
Most industries have plenty of data. What they lack is a clean, verified record they can trust and build on. That's what we deliver — API-first and ready for the age of AI agents.
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Every model, one API, built for agents.
A model-agnostic router designed for the next wave: millions of AI agents that need structured, reliable knowledge through a single endpoint.
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Decisions grounded in verified knowledge.
Agentic systems that reason over the core — the layer between language models and real-world action that most architectures are missing.
Private Preview
Your data, refined against the world's.
A private, optimized core for a person, team, or company. Your knowledge made coherent, kept private, and continuously improved.
Work with us.
Researchers, engineers, and organizations building on clean knowledge.