Use Case: Real Estate
User's Conversation with tanzle.ai: "I am looking for commercial real estate opportunities based on current and upcoming foreclosures. Cross the notice list with parcels and job densities, score every candidate, and rank the ones worth underwriting. Scan for this and notify me every day."
Use Case: Hazards
User's Conversation with tanzle.ai: "Notify me if there are any wildfires near my home — scan all the data sets that are needed as well as the ALERTCalifornia cameras and evacuation zones and notify me the moment a new fire ignites or grows. Also notify my wife and the kids' school as well."
Use Case: Agriculture
User's Conversation with tanzle.ai: "Find my planting window - read soil moisture, upcoming rain, and temperature together and tell me which are the next days that are workable in the field. Keep doing this task throughout the planting months in my area."
Use Case: Architecture, Engineering, Construction, Operations (AECO)
User's Conversation with tanzle.ai: "Continuously monitor the site’s safety, performance, and compliance and let the entire executive team know if there are any anomalies including concerning weather conditions."
Property, Real Estate, AECO
Property, Real Estate, AECO
Property, Real Estate, AECO
Energy & Mining
Property, Real Estate, AECO
Property, Real Estate, AECO
Utilities & Infrastructure
Property, Real Estate, AECO
Utilities & Infrastructure
Reinsurance & Insurance
Utilities & Infrastructure
Supply Chain & Logistics
Capital Markets
Agriculture & Livestock
Fisheries & Ocean Health
Agriculture & Livestock
Science & Medical
Fisheries & Ocean Health
Agriculture & Livestock
Fisheries & Ocean Health
Fisheries & Ocean Health
Hazards (Mitigation)
Hazards (Alerts)
Education (Formal & Informal)
Education (Formal & Informal)
Education (Formal & Informal)
Mental models are internal representations that help people interpret reality. Their value depends on how accurately they approximate the world. Highly accomplished people have specifically made the point that their success is due to linking their mental models with the real world: Charlie Munger built extraordinary wealth through sound judgment, while Nobel Prize–winning physicist Richard Feynman made breakthroughs by relentlessly seeking to understand the world as it truly is.
People align their mental models with reality by continuously updating them with high-quality evidence, testing them against outcomes, and removing assumptions that no longer predict what actually happens. Tanzle.ai helps reduce flawed assumptions that often arise from:
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.
Use Case: Architecture, Engineering, Construction, Operations (AECO)
User's Conversation with tanzle.ai: "Continuously monitor the site’s safety, performance, and compliance and let the entire executive team know if there are any anomalies including concerning weather conditions."
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
Use Case: Hazards
User's Conversation with tanzle.ai: "Notify me if there are any wildfires near my home — scan all the data sets that are needed as well as the ALERTCalifornia cameras and evacuation zones and notify me the moment a new fire ignites or grows. Also notify my wife and the kids' school as well."
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"
Use Case: Global Eco-tourism ($350B)
User's Conversation with tanzle.ai: "Help me find places where I can spend my time and money to help sea turtle restoration and also where I can see whale sharks to help protect them from finning. Also, I want to help replant sea grass, so manatees have reliable food sources. Plus, I want to help replant coral to restore reefs to protect the coastline and support fish health."
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
Tanzle.ai includes a foundational digital asset market that enables enterprises to leverage global real-world data and monetize their own real-world data — AI Agents, algorithms, analytical models, derived data, etc.
Enterprises decide what stays private, what is shared or licensed, and what can be monetized or, where appropriate, tokenized. Creators retain full ownership and control over their digital assets, with support for market-driven pricing, authentication, attribution, auditability, anonymity, and accountability.
The tanzle.ai digital asset market uses proven licensing models from the open-source community. These digital assets may be made available in unlimited or limited quantities. Unlimited means that the digital asset owner can generate any quantity, while limited means only a finite number are made available — for example NFTs.
Large Language Models
Jobs Being Augmented
- Manipulating language, code, and/or images
How It Works
- Transformer and RL Architecture (Predict the next token given rewards and punishments)
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 real-world data for understanding, analysis, and decision making
How It Works
- SMART Architecture (Predict intelligent actions that mitigate risk and discover opportunities)
Value
- As thought partner, brings intelligence (syncing mental models) for taking actions to generate measurable economic value for enterprises
AI Sensor Network
The tanzle.ai platform links to any existing sensor network, and at the same time, enables a new class of sensors, tanzle.ai AI Sensor Network. This new class provides for processing real-world data, AI agents, and communication at far greater accuracy, ultra-fast processing, and ultra-low energy costs.
The tanzle.ai AI Sensor Network incorporates the tanzle.ai Quantum ID architecture, delivering end-to-end security at the sensor level. This ensures that the natural phenomena being measured are known, trusted, transparent, and verifiable.
This new AI Sensor Network enables sensor providers to deliver a new generation of products. In this ecosystem, tanzle.ai functions as an operating system, unifying the sensor network into an intelligent, connected system. The network is the AI.
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 ID & 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)