TNE.ai — Enterprise AI Transformation Platform

AI Promises Are Everywhere — Results Are Not

From pilot to production in 90 days — trained, automated, private

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Pilots stall, trust erodes, costs spiral — and your window is closing

Executive reviewing enterprise AI analytics results

Vision

PC. Mobile. Cloud. We were there for all of it. AI is the biggest yet — and unlike every revolution before it, you can build it yourself. We see 10x productivity today. We believe 1,000x is coming. Your data is the real gold — the vast majority of it is private, behind your firewall. Use the multiplier to grow. Not just cut costs. Your competitors will.

More on Our Vision

Productivity: 10x Today, 1,000x Coming

We see 10x gains today. Self-learning agents push that to 100x in 12–18 months. Agents that spawn agents make 1,000x possible in 24–48 months — for every organization, not just the largest.

Foundation: Your Data Is the Real Gold

~1.5% of the world’s valuable data lives on the public internet. The rest is yours — behind your firewall, inside your systems. Train on your own data and you build a moat your competitors cannot copy.

Growth: Use It to Grow, Not Just Cut Costs

There is no fixed limit to GDP. Use 1,000x productivity to find new markets, build better products, and reach customers in ways that were previously impossible. Your competitors will.

Mission

Accelerate your Think — Navigate — Execute cycle for becoming AI native (your TNE.ai). We make the transformation to a high-growth, high-profit AI-native enterprise faster and easier — with the software, the AI agents, and the private infrastructure to do it on your terms.

More on Our Mission

Enable You and Your Organization

Become AI-native with Catalyst, your private AI partner. Catalyst teaches you and your team — not through courses, but by co-building real plans, real code, and real business outcomes alongside you every step of the way.

Industry Applications Fast

No more 24-month deployments. Build modular industry applications from pre-designed components using Compass AI agent collections — purpose-built fleets for financial services, private markets, and customer experience.

Own Your AI

Private AI that runs cross-platform, cross-cloud, cross-model with no lock-in. Your data stays behind your firewall. Orion OpenCore means you own the foundation — any vendor, any model, any infrastructure.

Benefits

Three numbers that define the opportunity: 10x productivity gains available today, 90 days from planning to production, and zero vendor lock-in so your AI stays yours.

More on Benefits

10x and Compounding

We’re already seeing 10x productivity gains — fewer people per project, faster turnaround — and it’s still accelerating.

90 Days to Production

Planning to production in as few as 90 days. Not 18 months of pilots. Working applications before the next board meeting.

Minimal Lock-In

Your AI, your data, your infrastructure. Switch platforms freely. Your agents come with you.

Catalyst Drives Your Transformation

Catalyst is our approach to helping you get high Return on AI Investment. We deploy our AI Architects into your organization to find and solve a concrete, high-RoAI problem — in weeks, not years. We then take what we learn back to identify recurring structural challenges and abstract them into our core product offerings.

More on Catalyst

Catalyst Starter

Your data. Your first working AI use case. Catalyst Starter brings business and technical leaders together for a hands-on-keyboard session — no slides, no demos on someone else’s data. You leave with a running proof of concept and a production rollout plan your team owns.

Catalyst Pro

For business professionals ready to build beyond prompting. Bring a real departmental problem — hands on keyboard, you build a production-grade solution on Catalyst: hallucination-protected, reusable across your team, with a business case ready to approve.

Catalyst Enterprise

For development teams. Pair-program with TNE forward-deployed engineers on your actual codebase. Output is production-grade Compass fleet deployments and Orion configurations — working code your team owns and runs independently from day one.

TNE Industries

AI solutions for industry-specific problems — modular and designed to integrate on top of your existing data and systems. Pre-built agent fleets adapted to your sector: financial services, private markets, customer experience, supply chain, marketing, and market research.

Explore Industries

TNE Financial Services

AI agents built for banking, insurance, and wealth management. SEC, MiFID II, and HIPAA compliance built in. Most of the regulatory framework is already done — you customize for your data and workflows.

TNE Private Markets

From deal sourcing to portfolio monitoring — AI that handles the data-heavy work so your team focuses on judgment calls. Built for the speed and precision PE and VC demands. Enterprise trust built in.

TNE Customer Service

AI agents that know your brand, learn from every interaction, and handle the volume that would require 10x the headcount. Measurable revenue improvements from day one — not just cost savings.

TNE Marketing

Customer analysis, audience targeting, virtual focus testing across AI-simulated buyer personas, campaign execution, and agentic reach — so your marketing output scales without scaling your team.

TNE Signals

Always-on agents watch your defined business signals continuously — competitive pricing moves, regulatory changes, demand shifts, and customer sentiment — and surface alerts only when something crosses a threshold worth acting on.

TNE Supply Chain

Operations AI that monitors your supply chain continuously — tracking supplier risk, inventory signals, logistics delays, and demand shifts in real time. Disruptions are flagged before they become shortfalls.

Orion Platform

For your developers and IT team. Governance’s five independent lines of defense eliminate hallucinations with a full audit trail — built for regulated industries. Cuts inference costs 50–80% with automatic model routing. Deploys anywhere: on-premise, private cloud, or air-gapped sovereign infrastructure. Your data never leaves your control.

Explore the Platform

Orion Cross Platform

Models and software from data center to edge. Runs any combination of open source or commercial models on-premise, private cloud, or air-gapped sovereign infrastructure — your data never leaves your control.

Orion Governance

Regulatory, compliance, safety, security, cost, and quality in one layer. Five independent lines of defense eliminate hallucinations with a full audit trail — built for regulated industries and mission-critical deployments.

Orion Meta Framework

Open source curated release for the whole AI stack. Your agents run across any framework — Microsoft, Salesforce, Google, or your internal systems — with automated prompt tuning and fine-tuning. Sovereign by design, model-agnostic by architecture.

Why TNE.ai?

Three decisions that separate AI transformations that ship from ones that stall: agentic applications over chatbots, sovereign infrastructure over cloud dependency, and a structured 90-day path to production instead of another pilot.

See Why TNE.ai

Agentic AI, Not Chatbots

Most AI vendors sell you a conversation. We deploy working applications — domain-specific agent fleets that produce decisions, documents, and actions, not text replies.

Sovereign Infrastructure, Not Cloud

Most platforms require your data on their servers. Orion runs on yours — on-premise, private cloud, or air-gapped. Your models, your IP, your control.

Production in 90 Days, Not Pilots

80% of AI initiatives never ship. We start with Catalyst to align stakeholders and prove value in a day — then follow a structured 90-day path to production.

Ready to Become a Total Neural Enterprise?

One day. Your team. A working AI proof-of-concept and a 90-day production plan. Let’s find your highest-value opportunity and get you moving.

Latest Insights

Practical AI analysis from a team that has lived through every platform revolution. What’s working, what’s not, and what it means for your business.

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AI Predictions That Happened with Steve Suarez on LinkedIn Live

on 15 May 2025

So much has happened in the first half of 2025, but a big part of success is predicting the future, so you can design technology that is right for today and ready for tomorrow. We’ve been really fortunate to have Steve Suarez working with us and we spent an hour talking about the future and what it means for everyone. A great session and learning for all.

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Deepseek Moment and Implications for the Global South

on 19 March 2025

A great conversation with Will Poole of Capria Ventures and an incredible collection of companies in the Global South who are at the cutting edge.

DeepSeek is not just about technology, but about the broader implications of Open Research and Open Source on the ecosystem. The Internet runs on Open Source for a reason.

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Deepseek Moment and implications for you

on 25 February 2025

A live conversation with Steve Suarex on what the DeepSeek moment means for you and the industry. The short note is that AI is now a global phenomenon and keeping track of all the things going on is complicated.

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AI Stack 2025 Business Recommendations

By Rich Tong, Steven Gottlieb on 6 February 2025

Using our predictions for AI in the year 2025, we thought it’d valuable to also offer recommendations for businesses trying to navigate the evolving landscape.

At the foundational model level, we believe there is value in dialing-a-new-mode per month—and switching if it breaks. On the design side, retarget your UX to talk and type, first. This will enhance user engagement and improve usability. As you fine tune your models, invest in figuring out what works for you! If it doesn’t work for you, it won’t for others.

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