Experiments: tested before you spend.
Simulate to remove the weak ideas, prove the rest in the market, keep what wins.
Ideas as a set, not one at a time
Candidates are generated from what the system knows about your market, then cut by checks for distinctness and evidence before a person ever reads them.
The simulated panel only kills
A panel of simulated buyers can remove weak options and is never allowed to crown a winner, because stated preference is not purchase. One idea the panel rated poorly always goes to the real market, so the simulator can be caught being wrong.
Then reality decides
Survivors run against a measure agreed in advance and a condition that stops them. Where volume is too low for a classic test, we measure the things that happen often enough to read: chats started, replies, clicks.
What won gets carried forward
The traits behind a winner, the hook, the proof, the angle, update a written belief and seed the next round. That is the difference between a system that produces and one that compounds.
Questions
How honest is the simulation?
Advisory until it has been checked against real outcomes. The first check is scheduled, and we publish it either way.
What if a test is inconclusive?
It is reported as inconclusive. Thin evidence never moves a belief.