For practical teams putting AI into real work

Use AI when it fits. Know when it does not.

Understand the task, choose the right approach, set safe boundaries, and verify the result.

Built for founders, operators, marketers, agencies, and teams that need useful AI guidance without a dedicated AI governance function.

Try the AI Task Fit Check See worked scenarios Learn the basics

Public beta. The content, methodology, and tool behavior are owner-reviewed. Independent domain review and moderated target-user validation are not complete. See the current review status.

Multiple workflow paths passing through review gates and converging on an approved path.

The decision layer

Six questions before choosing an AI tool

Should AI be used?

Start with task suitability, consequences, and verifiability.

Would ordinary software work?

Prefer deterministic rules when they solve the problem reliably.

What pattern fits?

Choose prompts, context, retrieval, tools, or bounded agents by need.

What data is safe?

Classify information before placing it in any AI environment.

How much autonomy?

Limit decisions and actions according to risk and reversibility.

What proves success?

Define evidence, acceptance criteria, review, and stop conditions.