How It Works
[TECHNICAL]From raw data to actionable predictions in three steps.
Augury transforms unstructured life data into structured predictions using ontology-based modeling and ensemble machine learning. The system learns continuously from validated outcomes to improve accuracy over time.
The Three-Step Process
For Personal Predictions:
- Basic profile (age, location, goals)
- Optional: LinkedIn, calendar, bank, email
- Optional: Fitness, location history
For Business Predictions:
- Business type and size
- Optional: POS, scheduling, inventory
- Optional: Reviews, analytics, website
All data encrypted. You control everything. Disconnect anytime.
What Happens:
Ontology Mapping
System maps your data to universal structures, identifies entities and relationships
Pattern Analysis
Foundation models analyze your patterns, compare to 10M+ similar cohorts
Relationship Discovery
AI finds connections you didn't know existed in your data
Model Calibration
Tunes prediction algorithms to your specific patterns
Daily Predictions:
Personal:
- Career opportunities
- Relationship health
- Financial alerts
Business:
- Demand forecast
- Staffing needs
- Inventory orders
On-Demand Predictions:
- Ask any question anytime
- Get answer in 10-60 seconds
- See reasoning and confidence levels
- Track outcomes and improve
System gets smarter with every prediction. Accuracy increases over time.
The Ontology Engine
What happens behind the scenes when you ask a question
Example: “Should I take this job?”
Job Offer (Entity)
├─ Salary: $120K (property)
├─ Location: Seattle (property)
└─ Company: TechCorp (property)
Relationships Discovered:
Cascading Effects:
Counterfactuals:
Outcome Prediction:
Happiness
up from 61%
Career
significant improvement
Relationships
risk
Health
neutral
Finances
improvement
73% Take It
Confidence: High (1,247 factors analyzed)
What We Can Connect
Each connection is optional. More data = better predictions.
But even basic profile gives you 65-75% accuracy.
Career
We learn: Skills, trajectory, network
Finance
We learn: Spending, income, stability
Communication
We learn: Relationships, workstyle
Time
We learn: Priorities, balance
Health
We learn: Energy, stress, patterns
Location
We learn: Mobility, lifestyle
Business
We learn: Sales, customers, timing
Business
We learn: Labor, efficiency
Business
We learn: Sentiment, issues
Social
We learn: Network, engagement
How Good Are the Predictions?
Accuracy varies by prediction type and time horizon
Well-Calibrated Predictions
Our predictions are well-calibrated. When we say 80% probability, it happens 79-81% of the time.
This isn't guesswork. This is probability theory applied to your life.