Then why do we do that with data?
Databases show you an atom when you should be doing the opposite. Observing.
YouDAG puts you in the data so you can traverse it—and have it talk to you.
Same graph. Different perspectives. Click an observer to see what THEY see.
The universe expands and never stops. Your data shouldn't either. Observe, don't organize—the universe already knows where everything goes. You don't pause the cosmos to understand it. You watch. You participate. Let the answers connect themselves.
A tree doesn't wait for you to fall. A baby isn't born when you query it. The sun rises whether or not you asked. Reality just happens.
So why should data? Databases are stagnant. You ask, they answer. You don't ask, nothing moves.
Do you tell a magnet to attract? Do you instruct gravity to pull? No. Physics just does.
When data enters YouDAG, it finds its own place. Its own connections. We didn't invent this—the universe already provided the blueprint.
Define schemas. Build indexes. Force consistency. Query what you anticipated.
Data arrives. Data connects. Patterns emerge. Truth surfaces. You observe.
Imagine asking your doctor: "What's the cure?" And instead of a guess, they see the journey—the paths of everyone who felt the same way and found their way out.
→ 1M journeys analyzed. Your pattern matches the 89% success group.
Recommended: Drug X with sleep protocol.
Just as you don't feel the Earth turning—you just see its beauty—you won't feel YouDAG working.
You'll just see the truth. The patterns. The predictions. The actions taken before you knew to ask.
Real benchmarks. Real hardware. Real discoveries.
Operations per second (log scale). Same hardware, same queries.
* Log scale visualization. Vector similarity search across 1M+ embeddings. Benchmarked on Apple M3 Ultra.
🦊 Speed isn't about bragging rights. It's about what becomes possible.
When analysis takes hours, you batch it nightly. When it takes milliseconds, you do it on every click, every event, every decision.
Every domain has journeys. Every journey has patterns. Every pattern has actions waiting to be taken.
Don't just prescribe. Observe 1 million patient journeys and find the path that worked for people exactly like this one.
Don't flag transactions. Watch the entire journey and know if it's fraud before the transaction completes.
Don't search logs. Observe the journey backward from the error to the root cause.
Don't wait for cancellation. Watch engagement drift and act before they even think about leaving.
Agents watching agents. Learning from success. Promoting what works. Eliminating what doesn't.
Don't guess. Watch 10,000 similar journeys and know when, what, and how much they'll spend.
No schema. No indexes. No queries. Just observe.
Events flow in from any source. No schema required. No ETL. Just raw events with timestamps and relationships.
YouDAG automatically connects events into journeys, finds similar patterns across millions of paths, and builds understanding.
Observers see what they need. Predictions fire. Actions trigger. The system produces truth and acts on it.
You don't query YouDAG. You observe it. The universe already knows where everything goes.
Serial entrepreneur (70 companies, millionaire at 23). President & Co-Founder of OneMe, where we discovered a 65-fold signal in Parkinson's patient microbiomes that traditional methods missed—not by asking better questions, but by observing patterns across 6,000+ patient journeys.
YouDAG is the technology that made that discovery possible. Now we're making it available to everyone.
Graph databases show you connections at a moment in time—a snapshot. YouDAG shows you journeys over time with patterns, predictions, and automatic actions. It's the difference between a photograph and watching someone's life unfold.
An observer is any perspective on the data—a customer seeing their journey, a developer seeing security events, marketing seeing attribution, AI seeing patterns. Same underlying data, different views, different insights, different actions. The data doesn't change. The observer determines what's visible.
No. Events arrive with relationships. YouDAG figures out where they belong, how they connect, and what patterns they form. You don't organize the universe—it organizes itself.
Observers only see what they're permitted to see. A customer sees their journey. A developer sees system events. An external auditor sees compliance data. The connections exist everywhere, but visibility is controlled by the observer definition. Security isn't a feature—it's fundamental to how observation works.
Real. We used this technology to analyze 6,000+ patient samples and discovered a 65-fold depletion signal in Parkinson's microbiomes. The benchmarks (100B+ ops/sec, <400μs latency) are measured on actual hardware. We're not selling a vision—we're sharing what we built.
Databases ask for a pixel in a scene.
Graphs show you a frozen frame.
YouDAG lets you watch the journey unfold.
You Observing the Universe.
Early access coming 2026.