Topic · Conversion and CRO
ICE prioritization framework
Impact, Confidence, Ease. Sort your CRO backlog.
DefinitionConversion and CRO
What is ice prioritization framework?
ICE is a prioritization framework that scores each potential change on three axes: Impact (expected effect on the metric), Confidence (how sure we are it'll work), and Ease (how cheap it is to ship). Each axis scored 1-10. The product (or weighted average) ranks experiments. Used heavily in CRO, growth, and product backlogs.
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Industries that care about this
Sector relevance
- VerticalB2B SaaSB2B SaaS in 2026 buys through ChatGPT and Perplexity before it ever sees Google. If your brand isn't cited in AI answers, demos don't book.
- VerticalDTC e-commerceDTC in 2026 wins on creative volume, not creative quality. AI pipelines that produce 40-80 vertical-video variants per week beat brands that produce 8.
FAQ
Common questions about ice prioritization framework
Should ICE scores be multiplied or averaged?
Multiplied is the common form (max 1000). Averaging (max 10) is easier to read but loses signal at the extremes.
Who scores the ICE?
Run a small group: product, marketing, design. Solo scoring overweights confirmation bias.
What's a typical priority threshold?
Score above 200 (or 7 averaged) is a go. 100-200 needs more cheap validation. Below 100 is a parking lot item.
Is RICE better than ICE?
RICE adds Reach as a fourth axis. Useful for product teams; ICE is enough for most CRO/marketing backlogs.
Does ICE work for non-CRO work?
Yes. Use it on content backlogs, ad-creative briefs, and partnership decisions.
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