Talk it through with Aurelius
Library›Aurelius›The problem
Aurelius · Work & Leadership
Knowledge + Guidance

How do I know an AI system is reliable enough to ship?

You can build the system. It runs. It answers. It does what you designed it to do. Then you ask if it's reliable enough. Or cheap enough to run at scale. And you freeze. You reread the same benchmarks. You ask other people what they would do. Nothing resolves it. This is not a gap in your knowledge. You already have that. This is a gap in your reps. You have not yet made a hundred small calls on the reliability-versus-cost line and lived with what happened after. Judgment is built by deciding, not by learning more. So the work here is not another paper on evaluation metrics. It is choosing, this week, on one real system, what 'good enough' means. Then shipping it before you feel ready.

◆ How this problem reads on the two dials
GuidanceKnowledge
More coaching
A little to learn
1:1 with AureliusWith others (a Pod)
Mostly you & the coach
A little with peers
The gap here is judgment built through repeated real decisions, not missing information, so coaching carries most of the weight, with just enough framing to name the tradeoff clearly.
How the two dials adapt to you →
What’s really going on

You will not find this answer by studying more. You already know how to build the thing. What you lack is judgment, and judgment comes only from deciding — under real constraints, again and again. Stop hunting for the perfect threshold. Ship something small, watch what breaks, adjust. That is the method.

🔒 What you’ll build togetherUnlock by starting
A movePick one system you're building right now. Write, in one sentence, what 'reliable enough' means for it — not in general, for this one.
A moveSet a real cost ceiling in dollars before you touch anything else. A number, not a feeling.
A moveShip the smallest version that meets your one-sentence bar. Do not wait for a better version to appear.
A moveLog exactly what breaks after you ship. That log is your reps. Read it before your next decision.
A moveWhen you feel the pull to research more, ask yourself plainly: am I gathering information, or avoiding a choice?

What changes unlock by starting

  • A working definition of 'reliable enough' you can reuse on your next system, not just this one.
  • A cost ceiling you set on purpose, instead of one you discover in a bill.
  • A shipped system with real data on what breaks — worth more than another benchmark.
  • Less time circling the decision. More time making it.

Related problems

One object, two jobs: a public answer to a real problem, and — the moment you start the chat — Aurelius’s live plan for your version of it.