How StackRefine decides what is worth changing.

Affiliate payout should never decide the recommendation. The V1 decision engine is intentionally simple and transparent.

1. Start with the bottleneck

If editing is what costs you five hours every week, another scripting subscription is unlikely to be your best next move. We rank changes by their relevance to the problem you actually selected.

2. Check what you already have

StackRefine maps overlapping capabilities across your current tools. If a tool you already pay for can handle the job, a second subscription has to clear a higher bar.

3. Measure repeat value

A monthly subscription is easier to justify when it saves time every week. Low-frequency tasks are more likely to receive a “skip for now” result.

4. Respect cost and learning friction

A more powerful product can still be a worse recommendation if it exceeds your additional budget or creates too much switching and learning cost.

5. Recommend one next move

StackRefine can show multiple Keep / Replace / Add / Skip notes, but it highlights at most one primary action. Sometimes that action is simply: don't buy anything yet.

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