tanzle.ai — Foundational Insights
Tanzle’s leadership team has a long history developing new computing paradigms. This background enabled a key insight --- there are two distinctly different data categories, natural language (narrative) and natural phenomena (real-world).
Today’s popular AI is LLM based, which was specifically developed for narrative data (linear & symbolic). But there was no AI specifically developed for real-world data (dynamic, emergent & multi-dimensional). These are literally opposites.
What was revealed is a massive, unmet need for an AI that unifies and operates upon real-world data. Here are the cumulative insights that lead to and expand upon this revelation.
- The internet contains vast amounts of narrative data (not real-world data)
- Narrative data is 16 - 45% not trustworthy (Is AI Eating Itself?)
- Vast amounts of real-world data are locked up in silos (not unified)
- When unified, in one AI environment, real-world data is of immense value to every person & use-case (releasing tremendous value)
- What people need from this AI is to sync their mental models with real-world data for taking intelligent actions (exemplified by Charlie Munger & Richard Feynman)
- To develop this new AI required a new technical & business architecture, built from the ground up, for real-world data & natural phenomena (tanzle.ai).
Partner Verticals — Driven by Science & Knowledge
Energy & Mining
Utilities & Lifelines
Security & Insurance
Renewable, low-carbon sources ensuring efficiency, low cost, access and equality that meets today’s needs without compromising future generations
Security & Insurance
Utilities & Lifelines
Security & Insurance
Manage, mitigate and spread risk, enabling sustainable investment and providing a safety net for individuals, businesses and governments
Utilities & Lifelines
Utilities & Lifelines
Utilities & Lifelines
Resilient systems (power, water, transport, communications, etc.) that minimize environmental impact and ensure reliable and affordable service
Supply Chain
Science & Medical
Utilities & Lifelines
Optimized, low-carbon supply chains that are cost efficient, resilient, transparent, secure and minimize resource consumption
Science & Medical
Science & Medical
Science & Medical
Create pathways of innovation for human well-being, access to care, prosperity, resilience and stewardship of our planet’s future
Ocean Health
Science & Medical
Science & Medical
Balancing ecological integrity with human needs, creating harmony between nature and society, maintaining biodiversity, productivity and ecosystem function
Wildfires
Learning & Contributing to Science
Cognitive Cities
Proactive, ecosystem-based management that enhances ecological resilience, quick response, community safety and fast recovery
Cognitive Cities
Learning & Contributing to Science
Cognitive Cities
Optimize resource use, improve resilience and enhance the quality of life and affordability for citizens
Learning & Contributing to Science
Learning & Contributing to Science
Learning & Contributing to Science
Advances the knowledge, values and skills needed to create a just, resilient, resourceful and thriving world for all
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 mining and exploration, aerial survey, asset inspection, agricultural monitoring, construction, environmental, GIS and remote sensing, bathymetric and underwater, security and special projects data.
Plus, tanzle.ai provides these sectors 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 aim to 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.
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.
Coastal Environments Inc.
Coastal Environments Inc. is a unique multidisciplinary oceanographic, coastal engineering, and environmental consulting firm. They integrate scientific, regulatory, and operational field expertise to solve complex environmental challenges. Their team has conducted successful projects around the world for over 25 years, providing a comprehensive range of services to private industry, local, state and federal governments, and non-governmental organizations.
"The most expensive project you will ever undertake is the one designed without proper data. By investing in real-time monitoring of our coastal health today, we avoid the multi-million dollar costs of emergency repairs and ecological failure tomorrow. A healthy ocean isn't a luxury; it’s the most cost-effective infrastructure we have." – Dr. Hany Elwany
Tanzle is partnered with the renowned Dr. Hany Elwany, founder of Coastal Environments Inc., to use tanzle.ai for unifying vast coastal data and risk reduction data worldwide. Plus, tanzle.ai provides coastal environment protection efforts with a unique business model that enables them to be sustainable and profitable.
tanzle.ai — In the News
Dr. Sylvia Earle's 2026 TED Talk: *** Video Link Coming Soon! ***
"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 168 marine protected Hope Spots across 115 countries, each sustained by ardent local champions.
New Class of AI (not LLM) — tanzle.ai
Tanzle.ai is a new class of AI (not LLM), which is science-based (US Genesis Mission) and a marketplace for monetizing digital assets for intelligent actions towards profitable sustainability through leveraging phones, drones, sensors and robots.
Tanzle.ai is fundamentally different than today's LLM hallucinogenic AI (Is AI Eating Itself?). While LLMs are useful for some natural language‑centric tasks, they are poorly suited for characterizing real‑world systems (real-world data & natural phenomena) — where data is dynamic, non‑linear and not symbolic in nature.
Tanzle.ai is built specifically to address use cases that are driven by science and knowledge. Rather than treating the real world as text, tanzle.ai is designed to model real-world data and natural phenomena directly by characterizing reality as a Dynamic Emergent Holarchy, an architecture informed by principles from quantum mechanics, high‑energy physics and quantum biology.
This distinction between natural language and natural phenomena is a critical insight. Applying natural language‑based AI (LLMs) to natural phenomena and real-world data is analogous to using the wrong mathematical approach for the problem: it may produce surface‑level results, but it fundamentally limits accuracy, scalability and insight.
tanzle.ai Digital Asset Market
The tanzle.ai digital asset market includes real-world data, AI Agents, simulations and representations of digital assets, missions of exploration (called Quests) and more. Essentially any and all digital assets are monetizable.
Digital assets can be created, shared and monetized, and are fully secured. This means that the creators of digital assets have complete ownership and control of their assets, providing them with market driven pricing, authentication, attribution, auditability, anonymity and accountability.
The digital asset market uses proven licensing models from the open-source community. These assets can be either unlimited or limited in production. Unlimited means that tanzle.ai can produce any amount for use by others, while limited in production means there is a finite number available to others (for example NFTs).
Digital assets are not stored in tanzle.ai. The assets can be located anywhere such as AWS, Azure, on prem, etc. Tanzle.ai simply links to digital assets and retrieves them upon request. This is automated, real-time curation, and driven by users having interactive conversations with the data, AI Agents and all other digital assets.
tanzle.ai vs LLMs
tanzle.ai — Built for Real-World Data (Natural Phenomena)
Tanzle.ai is fueled by real-world data (not LLM-based, no hallucinations, no lack of trust). Why LLMs hallucinate and always will (Is AI Eating Itself?).
Technology Domain Innovations
Unified Competency-based AI Network
S.M.A.R.T. Characterization Language
S.M.A.R.T. Characterization Language
The network is the AI — where the hierarchical competency network is capturing, characterizing and computing natural phenomena in real time (how nature behaves)
S.M.A.R.T. Characterization Language
S.M.A.R.T. Characterization Language
S.M.A.R.T. Characterization Language
Method for characterizing natural phenomena data in a nature-like way as a dynamic emergent holarchy (how nature operates)
Computational Irreducibility Compute
S.M.A.R.T. Characterization Language
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
S.M.A.R.T. Characterization Language
Computational Irreducibility Compute
Hardware computes the captured natural phenomena in a nature-like fashion using analog quantum-level processing (how nature processes)
Syncing Mental Models
In tanzle.ai human intelligence is defined as how well a person syncs their mental models with reality. This syncing with reality enables people to take intelligent actions to enjoy profitable sustainability across all human endeavors.
Intelligent actions — The more people’s mental models are in sync with reality, the more intelligence they use when taking actions. Examples are the legendary Charlie Munger (made billions) and Nobel Prize winner Richard Feynman (major contributions to quantum physics), who attribute their incredible success to syncing their mental models with reality. This mental model syncing approach is applicable to all human endeavors.
Mental Models — They are the superstructure of human intelligence and are internal representations of external reality, as opposed to natural phenomena, which “just are,” with no human interpretation. These mental model internal representations are approximations of the real world and can be more or less in sync with reality.
Mental Costs — The mental energy and time costs for people to sync their mental models with reality are incredibly high and can be literally uncomfortable and even physically painful. To address these costs, tanzle.ai radically reduces high cognitive loads via new technological innovations built from the ground up. In contrast, LLMs have no such ability and suffer from:
Value — Syncing Mental Models
Leveling Up Everyone
Enabling Action Communities
Amplifying Human Insight
Tanzle.ai is a new 100% trusted AI platform (not LLM) — to level up everyone — elevating each person's inherent abilities through syncing mental models with real-world data.
Amplifying Human Insight
Enabling Action Communities
Amplifying Human Insight
Tanzle.ai amplifies human insight, connecting people to both the big picture and the details via intelligent real-world data conversations and actions.
Enabling Action Communities
Enabling Action Communities
Enabling Action Communities
Tanzle.ai empowers individuals to form communities to leverage their collective intelligence, expertise and creativity to take decisive meaningful and measurable actions.
Helping Everyone Prosper
Enabling Action Communities
Enabling Action Communities
Tanzle.ai has a built-in Digital Asset Economy that enables people to prosper and become profit centers from the value of their own data, intelligence and creativity.
tanzle.ai AI Sensor Network
Tanzle.ai includes a new foundational class of AI Sensor Network devices. These devices can be added to any existing sensor network. They provide 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 AI sensor network 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.
Tanzle.ai and its sensor network are specifically developed 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).
Real-world data includes all types of sensor-based data (ocean, wildfires, atmosphere, financial, supply chain, chemistry, biology, physics, engineering, etc.) and verifiable social contracts (ownership, insurance, medical information, etc.), which can be real-time or historical.
Action Communities — The Power to Act
Action Communities are foundational in tanzle.ai. They are groups of people with varied backgrounds and expertise, bringing their passion, intelligence, creativity and leveraging financial resources to take action, achieving their purpose with meaningful, measurable, concrete results. Action Communities can form within or outside of organizations or government entities.
Unlike today's social media platforms, where posting is the main activity, tanzle.ai Action Communities are about taking intelligent actions to achieve measurable goals and become profit centers by scaling their activities within an organization or worldwide. This is accomplished by syncing the users' mental models with self-learning unified real-world data to collectively take action.
Action Communities can span across all verticals such as energy, manufacturing, finance, research, national security, policy and education. Specific use cases include mining, supply chain, wildfires, insurance, science, lifelines, ocean health and more.