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Lean Product Development

4 Use Cases For AI

February 17, 2025 By mpadmin

We’ve heard a huge amount of hype for AI in recent years. But to achieve wild spread adoption AI needs strong use-cases.

I’ve put together these real-world examples demonstrating how you can leverage AI for significant benefit to your organisation.

1. Productivity

AI enhances productivity in numerous ways by automating repetitive tasks, optimising workflows, and providing intelligent insights

Knowledge Mining

Custom Copilot

Enterprise Conversational Tools

2. Automation

AI automation tools can handle repetitive tasks, allowing workers to focus on more impactful work

Document Processing

Fraud

Digital Inspection

Supply Chain Optimisation

Compliance

3. Creative Content

AI can provide huge benefits to the creative industry. Including Designers, Photographers and Copywriters

AI tools can create endless new possibilities with…

a) Images
b) Video
c) Audio
d) Text

4. Experiences

AI can use data – like order history, behaviour and preferences – to anticipate customer needs and identify potential problems

AI generates detailed reports about a product and user experiences, offering insights into user preferences and the product’s effectiveness

5 Core Principles Of Lean Product Development

November 15, 2024 By mpadmin

Lean product development is a methodology designed to accelerate product creation while minimising waste. Unlike traditional development processes, it breaks down communication barriers between departments, fostering collaboration across all teams from start to finish. This continuous involvement allows the product to evolve and improve more efficiently. The lean approach is guided by five core principles.

1) Deliver value to the customer

2) Identify the value stream and reduce waste

3) Streamline the value-creating steps

4) Empower the team

5) Learn and improve

While Management remains informed about the viability of investments and project progress, the focus is on removing obstacles to maximise team efficiency and effectiveness.

DISCOVERY

Collect IdeasFund Strategic IdeasEarly Risks UnderstoodEarly Product/Market Testing

DEFINITION

Product/Market fit confirmedAgile Team FormedStories WrittenBusiness Plan Approved

DESIGN

Proof Of Concept CreatedDevelopment PlannedAgile Process ContinuesProduct Design

DEVELOPMENT

Product Is Feature CompleteProduct Quality Is AssuredAgile Development ContinuesGo To Market Plan Finalised

Minimum Viable Process

An efficient way to apply Lean Product Development (LPD) and eliminate non-value-added activities is by streamlining the traditional product development process.

This streamlined approach is known as the Minimum Viable Process. It empowers teams to create the best possible prototypes and products with minimal oversight from senior management.

3 Key Check Ins

Instead of the typical six or seven phases with multiple approval gates, this approach reduces it to just three key check-ins between the team and Management. These check-ins focus on:

Definition Check-in

Ensuring product-market fit

Design Check-in

Validating the proof of concept

Development Check-in

Confirming the final product feature set and go-to-market strategy

34 KPIs For Your Startup

November 15, 2024 By mpadmin

Key Performance Indicators (KPIs) measure progress toward long-term business objectives. Unlike general metrics, KPIs focus on the critical priorities and initiatives that drive your business, allowing you to set the course for success.

For startups, KPIs serve as benchmarks for specific targets or goals that your team is striving to achieve. These indicators are typically built around key metrics that have the most significant impact on reaching your overarching business objectives.

1) MRR (Monthly Recurring Revenue)

The amount of revenue you make that recurs monthly

2) ARR (Annual Recurring Revenue)

The amount of revenue you receive that recurs yearly

3) ARPA (Annual Revenue per Account)

MRR / Total # of Customers

4) Gross Profit

Total revenue minus the cost of goods sold

5) TCV (Total Contract Value)

Value of one-time and recurring charges

6) ACV (Annual Contract Value)

The value that a contract will bring to your business annually

7) LTV (Lifetime Value)

Prediction of the net profit from the entire future relationship with a customer

8) Deferred Revenue

Amount that was received by a company in advance of earning it

9) Billings

Current quarterly revenue + deferred revenue from the previous quarter

10) CAC (Customer Acquisition Cost)

How much it costs, on average, to acquire a customer

11) CCR (Customer Concentration Risk)

Revenue from largest customer / total revenue

12) DAU (Daily Active Users)

The number of users that return to your startup’s site or app on a daily basis

13) MAU (Monthly Active Users)

The number of users that return to your startup’s site or app on a monthly basis

14) Number of Logins

The amount of times users have logged in to your portal

15) Activation Rate

Number of users taking a specific action to get value out of a product

16) MoM (Month-on-Month Growth)

The rate of growth from month to month, comparing the the current month or past 30 days to the previous month or last 31 to 60 days.

17) CMGR (Compounded Monthly Growth Rate)

(Latest Month/First Month) ^ (1 / # of Months) – 1

18) MCR (Monthly Churn Rate)

Lost customers this month / prior month total

19) Retention by Cohort

% of original installed base (1st month) that are still transacting

20) GCR (Gross Churn Rate)

MRR lost in a given month / MRR at the beginning of the month

21) Net Churn

(MRR lost – MRR from upsells) this month / MRR at the beginning of the month

22) Monthly Cash Burn Rate

How much money you spend per month (gross)

23) Net Burn Rate

Revenues – gross burn

24) Gross Burn

Monthly expenses + any other cash outlays

25) TAM (Total Addressable Market)

Revenue opportunity available for a product

26) ARR (Annual Run Rate)

Projection of current MRR into the future, annualised

27) Gross Margin

Difference between revenue and cost of goods sold

28) Sell-Through Rate

Number of units sold in a period/number of items at the beginning of the period

29) Network Effects

Effect of one user on the value of that product to other people (example: Metcalfe’s Law)

30) Virality

Viral coefficient = average number of invitations sent existing user * conversion rate of invitation

31) NPS (Net Promoter Score)

How likely user is to recommend your product to a friend

32) Platform Risk

Dependence on a specific platform or channel

33) Direct Traffic

Traffic coming directly to your site via a link or entering the URL

34) Organic Traffic

Unpaid traffic from search results

The 5 W’s of Effective Product Management

November 14, 2024 By mpadmin

Product Management is a challenging and dynamic role that requires juggling a wide range of demands from customers and internal stakeholders like Sales, Engineering, and the C-Suite.

A poor Product Manager may become overwhelmed and disorganised under pressure, but a great Product Manager uses a simple yet effective framework to navigate complexity.

The 5 W’s provide a straightforward Product Management framework to maintain focus, sift through complexity, and prioritise the work that truly matters.

They help distinguish between noise and signal, enabling Product Managers to zero in on what is essential.

1. Who (Users and Value)

This question helps identify the users and the value they expect from a feature request or project.

Who are you building this product for?

Who are you solving a problem for?

Who is the user, the buyer, or the stakeholder?

Who is impacted, and how significant is the impact?

Customer research and segmentation are often necessary to fully understand the users and the value they seek.

2. Why (Problem Statement and Justification)

This is the most crucial “W.” Misunderstanding the “Why” is a common cause of failure, even if you know your users well.

Why are you developing this product, feature, or project?

What are the compelling needs of your users?

Why is solving this problem important, whether for an enterprise client or a consumer?

If you can’t answer this clearly, you risk building the wrong product or feature—a situation no Product Manager wants to find themselves in.

3. What (Solution Set and Scope)

This question defines the scope of the problem and the solution.

What actions does the user need to take to solve their problem?

What is the proposed solution, and what is its scope?

What are the benefits and features that this solution will offer?

Defining “What” ensures that the product addresses the right problems with the right features.

4. Where (Context and Usage)

This question focuses on understanding the context in which the solution will be used.

Where and when do the user’s problems arise?

Where and how will the solution be used?

Does the solution need to support mobility?

How frequently will users engage with the solution, and in what contexts?

Understanding “Where” ensures that the product fits seamlessly into the user’s environment and usage patterns.

5. When (Priority, Urgency, and Timelines)

Every user problem has a priority, and solving it requires a timeline. If solutions are delayed, users might turn to alternatives, closing the window of opportunity.

When is this solution needed?

How urgent is it, and what are the timelines?

What is the priority of this feature compared to others?

The “When” helps drive the prioritisation of product development, assuming the other W’s are well-understood.

First 90 Days For A Product Manager

November 14, 2024 By mpadmin

Embracing Creativity in Product Strategy

Starting a new role can be overwhelming. You’re bombarded with new faces, systems, and processes.

One of the greatest challenges in product management is breaking free from cognitive biases that stifle innovation. 

As outlined by Tony McCaffrey and Jim Pearson in their essay Find Innovation Where You Least Expect It, biases like functional fixedness limit our ability to see beyond the obvious uses of a tool or idea.

They recommend the “generic parts technique,” which involves breaking down an object into its fundamental components to unlock new use cases. eg viewing a candle not just as a single item, but as wax and wick, opens the door to novel applications.

Applying this concept to product management, Product Managers should focus on breaking down existing resources and strengths to find innovative solutions.

Creativity in this context is about generating useful, novel ideas—a form of “combinatorial play” as Einstein described it.

Identifying the unique strengths and weaknesses of your new company can set the stage for creative breakthroughs.

A SWOT analysis (Strengths, Weaknesses, Opportunities, Threats) can be an invaluable tool here.

Days Areas   Deliverables
1 to
15
Product Strategy
Stakeholder Management
  1st Draft SWOT Analysis
1st Draft Stakeholder Diagram
16 to
25
Product Dev Discovery   Brainstormed list of solutions
26 to
30
Product Dev Prioritisation   Roadmap
31 to
90
Product Dev Execution
Product Strategy
Stakeholder Management
  Product Requirements Document
Deliver on early win
2nd Draft SWOT Analysis
2nd Draft Stakeholder Diagram

90 DAY ACTION PLAN

1) FIRST 30 DAYS

1.1) Use Your Products

Spend 2 hours daily getting hands-on experience with your new company’s products to understand their architecture and user experience.

1.2) Interview Long-Timers

Schedule 3 coffee chats a week with veteran team members. Dive into company lore, industry trends, and learn from their experiences.

1.3) Industry Research

Dedicate 2 hours daily to exploring competitors and industry benchmarks.

By the end of the first month, you should have a clear SWOT analysis that highlights where your company excels and where it needs improvement.

This groundwork will help you identify opportunities for creative solutions that align with your product strategy.

1.4) Building Relationships with Stakeholders

A significant portion of your success in the first 90 days will depend on effective stakeholder management. 

From team members to external partners, knowing who to involve and when is crucial.

Here, a stakeholder diagram can help map out your interactions:

Core: Your immediate product team like engineers and designers. Your day-to-day collaborators.

Contributors: Impact your project directly but aren’t involved in daily decision-making.

Observers: Just need updates. Keeping them informed with minimal effort is key.

Evaluators: Inspired by Pixar’s “creative brain trust,” this group can serve as a sounding board for feedback on your product vision without being deeply invested in the project.

2) DAYS 30-60

2.1) Map Your Stakeholders

After each coffee chat, categorise individuals using the stakeholder diagram. Adjust this map as you learn more about each person’s role and influence.

2.2) Set Expectations with Core Team

Understand how your team members work. Ask about their processes, preferences, and pain points to align your approach.

By the 60-day mark, you should have built strong relationships with key stakeholders, setting the stage for collaborative success in your product initiatives.

2.3) Secure Early Wins

As Michael Watkins emphasises in The First 90 Days, early wins are crucial for building momentum. But how do you identify and execute on these quick wins? Start by looking for patterns in stakeholder feedback. Focus on unfinished projects that have been sidelined due to lack of time or resources—these can be prime candidates for early victories.

3) DAYS 60-90

3.1) Discovery

Use your SWOT analysis and stakeholder insights to identify a high-impact project that can be completed quickly.

3.2) Prioritisation

Use creative goal-setting techniques, such as exploring hyponyms (more specific synonyms), to refine your project goals. For example, changing “improve API usage” to “increase API key generation” can sharpen focus.

3.3) Execution

Implement the solution with a small team, aiming for a quick turnaround. Apply the “satisfice” principle—seek solutions that are good enough within your time constraints rather than perfect.

As Rick Rubin famously said, “There is no connection between how long something takes and how good it is.” By focusing on delivering something impactful within 60 days, you demonstrate your ability to drive results.

Summary of Your 90-Day Plan

The role of a Product Manager is inherently cross-functional, demanding expertise in strategy, stakeholder management, and product development. For a Product Manager, the first 90 days are an opportunity to leverage unconventional thinking tools like brainswarming (a structured approach to brainstorming) and combinatorial play to solve complex problems.

DAYS 1-30

Focus on product strategy by using tools like SWOT analysis and generative techniques to identify opportunities.

DAYS 30-60

Build stakeholder relationships and map out a clear stakeholder diagram for better project alignment.

DAYS 60-90

Secure an early win by leveraging creative problem-solving and rapid execution techniques.

By following this plan, you build trust, establish your creative approach, and lay a solid foundation for future product innovations.

The first 90 days are your chance to demonstrate that creativity and structured problem-solving can coexist, paving the way for long-term success in your role as a Creative Product Manager.

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