RICE Prioritization: Guide With Examples

RICE prioritization helps you score features using four factors: Reach, Impact, Confidence, and Effort. Instead of debating opinions in meetings, you get a single number to rank each idea.

Here's how RICE works, with examples and a free template to get started.

You can also view the summary in this video:

If you are looking for a tool to do RICE prioritization, try RICE prioritization software.

What is the RICE Prioritisation Model?

RICE prioritization is a framework that helps product teams rank ideas or features based on Reach, Impact, Confidence, and Effort to determine their overall priority.

The RICE product management framework was developed by Intercom's product team and has gained popularity due to its comprehensive approach.

RICE prioritization helps you make a data-driven guess at priority. It's not perfect, but it helps you figure out which features are awesome and which ones you should probably skip.

RICE stands for four factors:

• Reach: How many people will this impact in a given time period?
• Impact: How much does this help us reach our goals?
• Confidence: How sure are we that this will actually work?
• Effort: How much time will it take to implement this?

How do you calculate RICE priority?

RICE Score = (Reach x Impact x Confidence) / Effort

It's like the classic impact/effort analysis, but with reach and confidence thrown in for good measure.

Let's break down each component and then we'll walk through the process of using RICE for prioritization.

Components of RICE

Reach

Reach measures how many people your feature or project will affect within a specific time frame (usually a quarter). This could be the number of customers, users, or transactions.

Here's a suggested scale for Reach:

Examples

• Feature A: Add dark mode (Reach score: 8). This could affect 80,000 users per quarter
• Feature B: Implement AI-powered recommendations (Reach score: 10). This could impact all 150,000 active users

Impact

Impact measures how much a feature contributes to your goals. Before scoring impact, ensure your goals are clearly defined. A great tool for this is the Product Vision Board, which helps you articulate your vision, target group, needs, product, and business goals.

When scoring impact, use a 1-10 scale. Here's an example scale:

Examples

• Feature A: Add dark mode (Impact score: 6). This will improve user experience for some users, but it's not transformative
• Feature B: Implement AI-powered recommendations (Impact score: 9). This could significantly increase user engagement and retention

Confidence

Confidence helps distinguish between data-backed ideas and mere opinions. It's crucial to involve your team when determining confidence scores, as different perspectives can reveal potential concerns.

Here's a scale you can use for Confidence:

(Source: Itamar Gilad)

Effort

Effort is all about how hard it is to implement something. Think of this as the traditional effort factor. How many person-months will it take to build?

Here's an example scale for Effort:

Examples

• Feature E: Fix a minor UI bug (Effort score: 1). This is a quick fix that can be done in less than a month
• Feature F: Integrate a new payment gateway (Effort score: 3). This requires significant backend work and testing, estimated at 2-3 months

The RICE Prioritization Process

Now that we understand the components, let's walk through the process of using RICE for prioritization.

1. List features, enablers, regulatory items

First things first, make a list of all the tasks and features you're thinking about.
Try to keep things MECE (Mutually Exclusive, Collectively Exhaustive). This means your items should not overlap (mutually exclusive) and should cover all possibilities (collectively exhaustive).

For example, "SSO login" and "Tagging" are on the same level and don't overlap. But "Change button color" and "Build a whole new app" are definitely not on the same level.

Take your time to make a good list. It's a pain when you're halfway through prioritizing and someone throws in a new idea. I usually ask customers, partners, and coworkers for their input using surveys or a feedback tool.

Let's add the list in the Score-based Prioritization module:

2. Score each component

Now, go through your list and score each item on Reach, Impact, Confidence, and Effort using the scales we discussed earlier.

In our RICE product management tool, we make decisions based on how many votes a feature gets. We also look at conversion, which is likes divided by views. Even though the SSO login feature has fewer votes, it has the highest conversion rate, showing it's important.

3. Calculate scores

Now it's time to do some math! The RICE score calculation is:

Priority = (Reach x Impact x Confidence) / Effort

After entering all the data, the tool automatically calculates the RICE score. You can also use this online RICE score calulator.

With the RICE scores calculated, we can reorder the list to view features from highest to lowest priority. This helps in identifying which features should be addressed first.

4. Review with team and stakeholders

After calculating the scores, it's important to review the results with your team and key stakeholders. This step helps catch any oversights and ensures everyone is aligned on the priorities.

5. Finalize and make roadmap

Finally, with all the data entered, we can use this input to determine the roadmap.

We review each item on the list. In ProductLift, we can change the status of the items we have reviewed. This step immediately updates users that voted for the feature request.

As we update the statuses of the items, they are automatically added to our roadmap. This ensures that our roadmap is always up-to-date with the latest priorities and statuses.

Instead of using a tool like ProductLift, you can also use our Google Sheets RICE template or our Excel RICE template and we even have a PowerPoint template.

RICE in Action: Real-World Examples

Many successful companies have used RICE to drive their product development. Here are a couple of examples:

Routespring, a fast-growing startup optimizing business travel management for centralized payments, uses a modified version of the RICE model called SU-RICE (Source-User RICE) for prioritizing their product features. By focusing on ideas that score highest in their adapted framework, Routespring has been able to develop features that streamline travel booking processes and improve user experience for their corporate clients.

Intercom, the messaging software company that originally developed the RICE framework, used it to improve their internal decision-making processes for product development. By implementing RICE, Intercom was able to objectively determine which features to build first, based on their potential value and the effort required. This approach helped Intercom grow rapidly and become a leader in the customer communication platform space.

RICE Framework with AI

While the RICE framework is a powerful tool, it can be time-consuming to implement manually, especially for a large number of features. This is where AI-powered prioritization can come in handy.

The AI prioritization feature helps us decide which features to focus on in 30 seconds.

We start by setting up our product vision and adding features we want to consider. As users vote on their favorites, the AI analyzes this data and our vision to find the top 5 features.

Benefits and Drawbacks of RICE

Benefits:

1. It helps you avoid making decisions based on gut feeling or emotions.
2. It focuses your time and resources on the most impactful tasks or features.
3. It aligns your work with your business goals.
4. It improves communication and collaboration in your team by providing a standard way to evaluate ideas.
5. It includes a reach factor, which helps prioritize features that affect more users.

Drawbacks:

1. The factors can be subjective. Who decides what's a 1 or a 2?
2. It can be more time-consuming to implement than simpler frameworks.
3. Scores can change over time. You'll need to regularly review and update your factors.
4. It may not be suitable for all types of projects or features.

RICE vs. ICE: Which is Better?

ICE is another popular prioritization framework that stands for Impact, Confidence, and Ease. The main difference is the absence of the Reach factor in ICE.

So which is better? It depends on your needs:

• The ICE method is simpler and faster to use, making it great for quick decisions or when you don't have detailed user data
• RICE is more comprehensive and can be more accurate, especially for consumer products where reach is a critical factor

In general, if you're just starting out or need to make quick decisions, ICE prioritization might be a good choice (try the free ICE calculator). As your product matures and you have more data about your users, RICE can provide more nuanced prioritization.

For a detailed comparison of both frameworks, see our RICE vs ICE guide.

Do's and don'ts of RICE

The RICE prioritization framework can be a powerful tool for product managers, but it's important to use it properly. Here are some do's and don'ts to keep in mind when applying RICE:

Do:

• Start by clearly defining your objectives and goals
• Involve the right stakeholders in the prioritization process
• Use the RICE prioritisation score to prioritize features or ideas, but also consider other factors such as resources, technical feasibility, and market demand
• Revisit and update your RICE priority regularly as new information becomes available or priorities change
• Communicate your prioritization decisions transparently and explain the rationale behind them
• Use a RICE template and agree on scales across the team(s)

Don't:

• Rely solely on the RICE methodology to make decisions. Use it as one of several inputs in your prioritization process
• Ignore feedback from users or other stakeholders just because a feature or idea scored low on the RICE scale
• Rush through the RICE prioritization method without giving it enough time and attention
• Base your RICE scores solely on your own opinions or assumptions. Use data and insights from multiple sources to inform your scores
• Use RICE as a one-size-fits-all solution. Different projects or products may require different prioritization frameworks or approaches

Frequently asked questions

What is the RICE method of prioritization?

RICE prioritization is a framework that helps product teams rank ideas or features based on Reach, Impact, Confidence, and Effort to determine their overall priority.

What is RICE in prioritization?

RICE in prioritization is a framework used to rank ideas or features based on four factors: Reach, Impact, Confidence, and Effort. It helps teams prioritize tasks to maximize value while considering the resources required.

What is the RICE Formula Priority?

The RICE formula priority is calculated by multiplying Reach, Impact, and Confidence, then dividing by Effort. This formula provides a score that helps product teams prioritize features based on potential value and feasibility.

What does RICE stand for?

RICE is an acronym that stands for Reach, Impact, Confidence, and Effort.

How does the RICE scoring model work?

The RICE scoring model assigns a numeric value to each component of the acronym (Reach, Impact, Confidence, and Effort) and multiplies them together to calculate a final score. This score helps prioritize ideas or features, with higher scores indicating higher priority.

What is 'Reach' in the RICE scoring model?

'Reach' refers to the number of users or customers who will be affected by implementing a particular idea or feature. It helps determine the potential audience size for a given initiative.

What is 'Impact' in the RICE scoring model?

'Impact' refers to the expected positive outcome or benefit that implementing a particular idea or feature will bring to users or customers. It helps assess the magnitude of the potential change.

What is 'Confidence' in the RICE scoring model?

'Confidence' refers to the level of certainty or belief that the estimated Reach and Impact of a particular idea or feature will actually occur. It helps account for uncertainties in the evaluation process.

What is 'Effort' in the RICE scoring model?

'Effort' refers to the resources, time, and effort required to implement a particular idea or feature. It helps evaluate the feasibility and practicality of executing a given initiative.

How are the components of the RICE scoring model weighted?

The components of the RICE scoring model are typically weighted on a scale from 1 to 10, with 10 being the highest. The specific weights assigned to each component may vary based on the organization's priorities and context.

Can the RICE scoring model be customized?

Yes, the RICE scoring model can be customized to fit the specific needs and goals of a product management team. The weights assigned to each component can be adjusted, and additional factors can be included in the evaluation process if desired.

What is the benefit of using the RICE scoring model?

The RICE scoring model helps product managers make informed decisions by providing a systematic and quantitative approach to prioritize ideas or features. It allows teams to focus on initiatives with high potential impact and feasibility, leading to better resource allocation and improved product outcomes.

Related Frameworks

• ICE Scoring: Simpler 3-factor alternative to RICE | ICE Calculator
• MoSCoW Prioritization: Category-based prioritization
• Impact/Effort Matrix: Visual prioritization for fast decisions
• All Prioritization Frameworks: Compare 10 methods
• Framework Comparison Table: RICE vs ICE vs MoSCoW side-by-side
• How to Choose a Framework: Decision guide
• Real-World Examples: 6 case studies with actual scores

Conclusion

Prioritizing features is tough and takes time and discipline. The RICE scoring model helps you make a data-driven estimate of priority. Now you have the tools to do this for your product.

Remember to revisit your RICE scores regularly, as your experience, goals, and confidence will change over time.

Finally, share your priority outcomes with your customers and stakeholders using your product roadmap or kanban board. This keeps everyone aligned and excited about what's coming next!