HUMANAI
The Master Plan
THE IDEA YOU
CAN'T UNHEAR
Everyone is asking the wrong question about AGI.
They're asking: How do we build a model smart enough to do anything?
Wrong question.
The right question: What does AGI feel like to the person using it?
The answer is simple.
You describe what you need. It happens.
Not "here's a tool." Not "here's a workflow." Not "here's a chatbot."
Just: done.
That's AGI. Not the model. The experience.
THE TRILLION-DOLLAR
MISDIRECTION
The biggest AI companies are spending billions training models. They're betting that if they make the model smart enough, AGI emerges.
Maybe. Maybe not.
But here's what they're missing: even a model that can reason about anything still can't do anything. It can't access your systems. It can't execute your workflows. It can't deliver outcomes.
The model is the engine. There's no car.
We're building the car.
OUR APPROACH
We deliver outcomes. Not tools. Outcomes.
You describe what you need. We make it happen. You don't know—or care—whether a human or AI did the work.
You just know it's done.
Behind the scenes, we orchestrate humans and AI together. Humans handle what AI can't. AI handles everything else. Every time a human steps in, we capture that moment.
That's the data everyone else is missing. Not internet text. Not synthetic examples. Real humans solving real problems in real business contexts.
Over time, we automate what humans used to do. The experience gets closer to magic. And we build the only dataset that matters for AGI: the complete map of how humans actually get things done.
WHY THIS IS
INEVITABLE
AGI won't emerge from a research lab and suddenly know how to do your accounting, manage your operations, or handle your customer service.
AGI will emerge from a system that already does those things—first with humans in the loop, then with fewer, then with none.
We're not waiting for AGI. We're building it by starting.
Every customer is a training environment.
Every workflow is a capability we're automating.
Every human intervention is a data point.
The path to AGI isn't a research breakthrough. It's a business that scales.
THE INSIGHT
We don't sell software. We deliver outcomes that fit into labor budgets.
Software budgets are small and slow. Labor budgets are massive and already being spent.
When we talk to a company, we don't say "buy our platform."
We say: "You're already spending money on people doing X. We'll deliver better results. Less overhead. Start now."
That's not a sales cycle. That's a yes.
We're not competing for software budget. We're offering a better way to spend the budget you already have.
THE FLYWHEEL
More customers → more human-AI interactions → more data on how problems get solved → more automation → better outcomes → more customers.
This flywheel has no natural stopping point.
It ends at AGI—or whatever we call a system that handles any outcome you describe.
Unlike every other AGI effort, ours generates value at every stage.
WHAT WE'RE
BUILDING
Anvil is our orchestration layer. Where outcomes are forged.
It routes tasks between AI and humans. Captures every decision. Learns. Automates. Gets better.
As AI models improve—from any provider—Anvil incorporates them automatically. We're model-agnostic. Capability-accumulating.
Every advance in AI makes us better.
Anvil isn't a product. It's infrastructure for the future of work.
THE FUTURE
WE SEE
Someday, every company operates this way.
Describe what you need. It happens. You don't know or care how.
Work defined by outcomes, not effort. Results, not hours. What got done, not who did it.
This isn't a prediction. It's an inevitability.
The only question is who builds the system that delivers it.
WHY NOW
AI models are good enough
Current models, orchestrated well, handle most tasks. We fill gaps with humans—for now.
Budgets are tight
Every company wants more done with less. We're the answer.
The window is open
Research labs focus on models. Startups focus on tools. We focus on outcomes. No one else is building this.
THE INVITATION
We're looking for customers who want more than a vendor.
You'll get outcomes—problems solved, software built, insights delivered.
But you'll also be part of building the future. Every outcome we deliver makes the system smarter. Every problem you bring teaches us something new.
You're not just a customer. You're a collaborator.
THE CHOICE
Keep hiring. Keep managing. Keep hoping the right people stick around.
Keep buying software. Keep implementing. Keep wondering why it doesn't deliver.
Keep waiting for AGI to arrive.
Or experience the future today.
Describe what you need. Watch it happen.
JOIN US
We're building AGI the only way it can be built.
Real outcomes. Real businesses. Real data. Relentless automation.
We're not waiting for the future. We're forging it.
HUMANAI:
WHERE OUTCOMES ARE FORGED.