Large Language Models
Jobs Being Augmented
- Manipulating language, code, and/or images
How It Works
- Transformer Architecture (Predict the next token)
Value
- People generate language, code or images more quickly and/or in novel ways
World Models
Jobs Being Augmented
- Machines navigating and/or interacting with the physical world and doing physical tasks
How It Works
- Image Joint Embedding Predictive Architecture (Predict the consequences of physical actions by machines)
Value
- Physical actions by machines get done more accurately, quickly, and/or under hazardous or arduous conditions
tanzle.ai
tanzle.ai
Jobs Being Augmented
- People collecting information about the real world to understand and act
How It Works
- SMART Architecture (Predict intelligent actions that mitigate risk and discover opportunities)
Value
- People collecting information about the real world to understand, take intelligent measurable actions, mitigate risk, and discover opportunities far more insightfully, accurately, and quickly
Property & Real Estate
Utilities & Infrastructure
Property & Real Estate
Energy & Mining
Utilities & Infrastructure
Property & Real Estate
Utilities & Infrastructure
Utilities & Infrastructure
Utilities & Infrastructure
Reinsurance & Insurance
Utilities & Infrastructure
Supply Chain & Logistics
Capital Markets & Enterprise
Agriculture & Livestock
Ocean Health & Fisheries
Agriculture & Livestock
Science & Medical
Ocean Health & Fisheries
Agriculture & Livestock
Ocean Health & Fisheries
Ocean Health & Fisheries
Ocean Health & Fisheries
All Hazards & Wildfires
Education (Formal & Informal)
Ocean Health & Fisheries
Real-Time Hazard Alerts
Education (Formal & Informal)
Education (Formal & Informal)
Education (Formal & Informal)
Education (Formal & Informal)
Education (Formal & Informal)
Syncing Mental Models
As people use tanzle.ai, they gain clarity by bringing their mental models into closer alignment with reality. This is exactly the discipline shared by exceptional thinkers such as Charlie Munger, who built extraordinary wealth through sound judgment and Nobel Prize–winning physicist Richard Feynman, whose breakthroughs came from a relentless commitment to understanding the world as it truly is.
Mental models are the foundation of human intelligence: internal representations we use to interpret external reality. Unlike natural phenomena, which simply exist, mental models are human-made approximations of the world. Their value depends on how accurately they reflect reality.
Keeping mental models aligned with reality requires significant time, effort, and cognitive energy. Tanzle.ai reduces this burden by helping people process complexity, lower cognitive load, and make better decisions faster. Examples of cognitive shortcomings tanzle.ai helps reduce:
Shamal Technologies
Shamal Technologies is a fully Saudi-owned geospatial data and drone technology company headquartered in Jeddah, Kingdom of Saudi Arabia. The company delivers end-to-end spatial intelligence solutions, covering data acquisition, processing, visualization, and analytics to enable data-driven decision-making and operational cost reduction.
Shamal supports Saudi Vision 2030 through strong localization, with over 93% Saudi workforce, continuous talent development, and deployment of world-class technologies across national and mega projects.
Tanzle is partnered with Shamal Technologies to use tanzle.ai for unifying vast amounts of data for real estate & AECO, mining & exploration, aerial survey, asset inspection, agricultural monitoring, construction, environmental, GIS & remote sensing, bathymetric & underwater, security & special projects.
ALERTCalifornia
ALERTCalifornia is a statewide University of California San Diego–led initiative that deploys advanced cameras, sensors, and AI to monitor wildfires and natural hazards. It provides real-time data to firefighters and emergency managers, enabling faster detection, smarter decisions, and improved community safety across California.
"The threat of catastrophic wildfire is escalating, and we must meet it with immediate action. I am calling on you to join ALERTCalifornia in building a more resilient future. We must act now — together." – Dr. Neal Driscoll
Tanzle is partnered with the renowned Dr. Neal Driscoll, founder of ALERTCalifornia, to use tanzle.ai for unifying vast wildfire and cascading effects data across a 1,600+ sensor network. Plus, tanzle.ai provides wildfire prevention with a unique business model that enables them to be sustainable and profitable.
DOER Marine
DOER Marine's mission is to be a leader in the exploration of the world’s underwater realms. They provide working access to the ocean through responsible and sustainable design, manufacture, and deployment of cutting-edge submersibles and related technologies.
"No ocean, no life. No blue, no green. If you think the ocean isn't important, imagine Earth without it. It's like Mars." – Dr. Sylvia Earle
Award winning TED Talk: "My Wish: Protect Our Oceans"
Tanzle is partnered with the renowned Dr. Sylvia Earle, founder of DOER Marine and Mission Blue (Hope Spots®) to use tanzle.ai for unifying vast amounts of ocean data. Plus, tanzle.ai provides ocean research efforts with a unique business model that enables them to be sustainable and profitable.
In the News
Dr. Sylvia Earle's 2026 TED Talk: We're keeping the ocean wild — and you can join us
"It's time to seriously scale up. Hope Spots are helping. Tanzle.ai is visualizing Hope Spots with global data on temperature, chemistry, fishing pressure, whale migration routes and land-based information to better understand the problems and context of the whole world." — Dr. Sylvia Earle
Dr. Sylvia A. Earle — Legendary oceanographer, National Geographic Explorer and 2009 TED Prize winner — has spent decades leading more than 100 underwater expeditions, setting solo dive records and building the science behind why healthy oceans are essential for a livable planet. As founder of Mission Blue, she is turning that knowledge into action: a growing network of 170 marine protected Hope Spots across 115 countries, each sustained by ardent local champions.
Digital Asset Economy Within tanzle.ai
Real-world data, AI Agents, algorithms, analytical models can become owned and controlled digital assets. Owners decide what stays private, what is shared or licensed, and what can be monetized or, where appropriate, tokenized.
Digital assets can be created, shared, monetized, and securely managed. As a result, creators retain full ownership and control over their digital assets, with support for market-driven pricing, authentication, attribution, auditability, anonymity, and accountability.
The digital asset economy uses proven licensing models from the open-source community. These digital assets may be offered in either unlimited or limited in production. Unlimited production means that the owner can generate any quantity, while limited production means only a finite number are made available — for example NFTs.
Architecture Innovations
Unified Competency-based AI Network
Set Methodology for Tokenizing Real-World Data
Set Methodology for Tokenizing Real-World Data
The network is the AI — where the hierarchical competency network is capturing, characterizing and computing natural phenomena in real time (how nature behaves)
Set Methodology for Tokenizing Real-World Data
Set Methodology for Tokenizing Real-World Data
Set Methodology for Tokenizing Real-World Data
Method for characterizing real-world data in a nature-like way as a dynamic emergent holarchy (how nature operates)
Computational Irreducibility Compute
Set Methodology for Tokenizing Real-World Data
Computational Irreducibility Compute
Software computes the areas of interest in the dynamic emergent holarchy in a nature-like fashion using computational irreducibility (how nature computes)
Analog Quantum Processor
Set Methodology for Tokenizing Real-World Data
Computational Irreducibility Compute
Hardware computes the captured natural phenomena in a nature-like fashion using analog quantum-level processing (how nature processes)
AI Sensor Network
The tanzle.ai platform links to any existing sensor network and enables a new class of AI Sensor Network Devices. This new class provides for processing real-world data and AI within the sensors themselves at far greater accuracy, ultra-fast processing, and ultra-low energy costs.
This new capability enables users to more quickly and easily sync their mental models with vast amounts of self-learning unified real-world data. Thereby achieving greater comprehension and insight for taking intelligent actions for mitigating risk and discovering opportunities.
Tanzle.ai and the sensor network are specifically architected to seek out and unify vast amounts of real-world data (vs narrative data), which is measurable and based on metrology (the science of measurement). For example, consider a thermometer that reads 75 degrees (real-world data) vs. Joe saying it feels warm today (narrative data).