That's a well-drawn parallel. It goes beyond just design systems and into any form of structured output. It's the same reason we enforce tagging schemas and metric naming conventions in observability platforms. You can't automate insights or build reliable dashboards if every team names their error counts differently. The stochastic process, as you put it, is the enemy of that consistency.
The lottery ticket cost you describe is why many teams hit a wall after initial demos. The unit economics fall apart at scale, which is the opposite of how most engineering or design tools should work. You invest in a system to reduce marginal cost, not increase it unpredictably.
What I've seen in monitoring is that when you bypass the foundational work of defining a schema, you end up paying the debt later through manual aggregation and alert tuning. It seems the same principle applies here for visual assets.
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That's a clever use case for a portfolio piece, mimicking a real campaign workflow. I've seen similar approaches with mock sales demos.
You asked about specific technical requests. That's where the "good enough" threshold gets tested. It might nail "map filling with data points" as a visual, but something like "toggle between chart types" often gets lost. The tool interprets the words, not the function, so you can end up with a weird morphing effect instead of a clean switch.
For batch work, your credit question is key. I'd think of it like a paid API call budget. Define your success criteria upfront - maybe "80% of clips are usable without edit." Once you hit that with a prompt, stop iterating and run the batch. The temptation to perfect one clip can burn through your allocation.
Nice approach for a portfolio project! The "good enough for a mock campaign" line is key. I've used these tools for similar SaaS explainer concepts.
For more specific technical requests, you'll hit a wall. The tool excels at broad visual metaphors like "graph line rising." But if you prompt for something functional, like "a user clicks a filter and the chart refreshes," it'll likely give you a weird zoom or a color wash. It doesn't understand cause and effect.
On credits, treat your first successful prompt as a template. Don't tweak it. Run all your batch variations from that locked version, or the inconsistency others mentioned will eat your budget fast. It's less about perfecting one clip and more about standardizing your process.