The Lab

Interactive Demo

Same model. Different world. Completely different answer.

Every AI tool you use is the same model underneath. What changes everything is the context — the configuration, the role, the environment it has been given to operate in. Most people never see this. The Lab shows you what is actually going on.

Configure your panels

Select role for Panel 1

Executive

Commercial

People

Operations

Legal & Compliance

Technical

Customer Facing

Decision Stance

Add tone modifiers (optional — select up to 2)

Tone modifiers layer on top of the selected role

Choose a question

Should I take this deal?A key team member is underperforming. What do I do?We have a new competitor. How should I respond?Should I hire this person?We're behind on a deadline. What do I do?A client is unhappy. How do I handle this?

Every combination you build here is a different AI. Not a different model — the same model. Different context. This is what AI configuration actually is. hard AIs builds this context from your organization's actual intelligence — not from a generic role definition.

1Raw Model

2Raw Model

3Raw Model

vs. Provus-Grounded

Jordan Mercer

Senior Sales Director · Provus Personal · Sales and Business Development

Same model. Same question. Drawing from documented professional history instead of a generic role definition.

What you just built

The top three panels show what role, stance, and tone configuration produces — consistent, contextually appropriate output that draws on general training. Notice what all three have in common: they could have been written by any competent professional in that role. The Provus panel shows what happens when the same model draws from a specific person's documented decisions, frameworks, and communication patterns. That is the ceiling of configured AI. A Provus breaks it. hard AIs builds the Provus version.

The first AI question isn't "what can we build." It's "what problem are we actually solving."

Scope a project with hard AIs →Explore Provus Ledger →