From Static Checklists to Living Strategy
The current standard for "Responsible AI" is broken. It relies on one-size-fits-all frameworks that ignore the two biggest constraints builders face: Capital and Context.
Why Standard "AI Checklists" Fail
The "Unlimited Funds": Standard advice does not account for your runway. Following it can cause you to burn through runway before you ever ship
Our Solution: Viability First. Our engine prioritizes your deployment strategy on your actual capital so you can afford to be responsible
Context Blindness: Different industries have different needs. Generic checklists risk solving the wrong problems, while missing nuanced frictions
Our Solution: Vertical-Specific. We augment our checklists with industry-specific recs to focus your limited resources on the most relevant risks
Theoretical Advice: Most roadmaps aren't written by builders. They rely on marketing claims and academia over actual on the ground experience
Our Solution: Community-powered. Our recommendations are powered by a living dataset of real-world friction and execution from builders like you
Same Budget. Different Realities.
See how builders from different industries may allocate the same budget differently
The "Living Standard Loop"
6 Core Principles
Same technology; different budgets based on contexts
Our Neutrality Charter
NO
PAY-TO-PLAY
We do not accept payment, equity, or kickbacks to rank specific vendors in your budget. If we recommend a tool, it’s because it works, not because they paid us.
DATA SOVERIENGTY
Our recommendations are augmented by aggregated user data. We do not store any personal info without consent. Your IP is not sold, used as training data, or otherwise distributed.
Pro-Builder
Not Pro-AI
Ai poses significant risks. Our ethos is centered around safely evolving with the techology rather than advocating for its use.












