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Make high-stakes prioritization fast, fair, and evidence-based.
I use these best practices with my teams every day.
[https://embed-v2.testimonial.to/badge/darpan-dadhaniya?backgroundColor=513dd9&starColor=ffa500&fontColor=ffffff&fontFamily=Roboto&reviewTerm=review&fontSize=16&avatarSelection=automated&reviewTermPlural=reviews&alignment=center&customTemplate=Loved+by+{total}+teams&data-resize="true" data-resize-width="true" style="width:fit-content"](https://embed-v2.testimonial.to/badge/darpan-dadhaniya?backgroundColor=513dd9&starColor=ffa500&fontColor=ffffff&fontFamily=Roboto&reviewTerm=review&fontSize=16&avatarSelection=automated&reviewTermPlural=reviews&alignment=center&customTemplate=Loved+by+{total}+teams&data-resize="true" data-resize-width="true" style="width:fit-content")
https://testimonial.to/darpan-dadhaniya
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Choose one framework based on your product maturity.
Frameworks | Best For | Formula |
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Value vs Effort | Pre‑PMF | V / E |
Impact Confidence and Effort (ICE) | PMF+ | (I × C) / E |
Reach Impact Confidence and Effort (RICE) | Scale‑ups | (R × I × C) / E |
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What it is: Expected benefit of each initiative against the resources required to deliver it
When to use: Quick sanity check when you lack detailed data. This is the best method for a pre-product market fit stage SaaS when you don’t have enough data.
<aside> <img src="/icons/light-bulb_orange.svg" alt="/icons/light-bulb_orange.svg" width="40px" />
Formula: $Value /Effort$
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Initiative | Value (1–5) | Effort (1–5) | Value ÷ Effort | Priority |
---|---|---|---|---|
One‑Click CSV Export | 5 | 1 | 5.0 | 🥇 High (Now) |
Advanced Analytics Dashboard | 4 | 4 | 1.0 | 🥈 Low (Later) |
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What it is: Lightweight score balancing potential benefit and certainty against cost.
When to use: Products or features with limited reach data. This is the best method for a product market fit stage SaaS when you have some data.
<aside> <img src="/icons/light-bulb_orange.svg" alt="/icons/light-bulb_orange.svg" width="40px" />
Formula: $(Impact * Confidence) / Effort$
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Initiative | Impact (1–5) | Confidence (1–5) | Effort (1–5) | ICE Score | Priority |
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One‑Click CSV Export | 4 | 3 | 2 | (4×3)÷2 = 6.0 | 🥇 High (Now) |
Advanced Analytics Dashboard | 5 | 2 | 4 | (5×2)÷4 = 2.5 | 🥈 Low (Later) |
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What it is: Data‑driven score adding a Reach multiplier to ICE.
When to use: When you can estimate how many users will be affected. This is the best method for a mature stage SaaS when you have a lot of data.
<aside> <img src="/icons/light-bulb_orange.svg" alt="/icons/light-bulb_orange.svg" width="40px" />
Formula: $(Reach * Impact * Confidence) / Effort$
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Initiative | Reach (users) | Impact (1–5) | Confidence (1–5) | Effort (1–5) | RICE Score | Priority |
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One‑Click CSV Export | 10,000 | 4 | 3 | 2 | (10,000×4×3)÷2 = 60,000 | 🥇 High (Now) |
Advanced Analytics Dashboard | 5,000 | 3 | 4 | 3 | (5,000×3×4)÷3 = 20,000 | 🥈 Medium (Later) |
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