The trouble with product differentiation is that every unique ingredient or feature will be copied. However, a truly authentic and consistent brand identity cannot be copied. This allows brands like Liquid Death to succeed, despite selling a commodity. Companies should invest in brand differentiation by establishing their category and also what they're selling. If you must have product differentiation, do it in multiple ways to make it more defensible.
This piece highlights a case study from Kraft's Cheese & Dairy unit, illustrating how it crafted a category growth strategy across diverse brands. It identifies 4 levels of marketing sophistication: marketing as a cost center, brand building and pricing power, product and business model innovation, and driving marketing capitalization. Price-slashing Philadelphia would've wrecked the cheese's premium status. Cost-cutting on Velveeta would've been a massive opportunity cost. Each Kraft brand required tailored strategies based on their market positions and consumer dynamics.
Building multi-tenant analytics solution at scale is challenging for any team. This Qrvey case study [4] illustrates how one company solved this challenge ↘️
There's no clear divide between "good ideas" and "bad ideas" - it's all about the probability of success. To make responsible progress despite incomplete information, follow these tips: use the sniff test to validate ideas, identify key assumptions, seek signals from existing data, build the smallest viable product, and avoid the sunk cost fallacy.
2024.05.21·
oneknightinproduct.substack.com·7 min read·TLDR Product
This author evolves his approach to PM training by integrating job performance and interview skills. Initially skeptical about focusing on interview prep, his experience with pmcurve led him to see the value in drawing parallels between real job demands and interview scenarios and fostering a holistic skill set that benefits both areas.
Strategies for balancing in-scope decisions with out-of-scope interactions include hiring and defining team assignments, navigating company dynamics, and enhancing collaborative efforts without direct authority.
The VoC is critical in driving product innovation, enhancing customer satisfaction, and fostering a customer-first culture within businesses. By effectively capturing and analyzing both direct and indirect customer feedback, companies can tailor their offerings and predict future trends, ensuring their products meet and exceed customer expectations.
You don't need to build a CSV importer [9]. You don't need to deal with support tickets. You don't need to come up with solutions for edge cases and messy customer data. You need OneSchema [9]. Delight your customers with a frictionless import experience (CSV, XLSX, XML).
Promptframes enhance traditional wireframes by incorporating prompt writing and generative AI, which boosts content accuracy and speeds up the user testing process. It leverages generative AI in UX design. Its team stresses the need to break down content challenges and prioritize thoughtful user-centered decisions.
Abandon multi-year strategies and annual planning. Let go of the quest for false certainty and embrace uncertainty. Accelerate feedback loops and create a culture around iterative learning. Although it may feel unnatural initially, these practices lay the groundwork for future success.
Careers don't need to follow a straight path. Rather than focusing solely on becoming an executive, founder, or any particular role, aim to expand your opportunities. This approach will give you the flexibility to make the best decisions at different stages of your life.
When making big bets, change only one thing at a time to validate it. Separate existing customer feedback from new customer feedback. Accept that predictability for big bets is inherently limited.
For much of his career in PM, this author hesitated to engage in problem discovery with customers, mistakenly believing it was an imposition, until realizing people enjoy discussing their problems, especially when there's a chance for a solution and no sales pitch involved.
This involves starting with empathy, conducting user testing with diverse groups, adhering to accessibility guidelines, running inclusive design workshops, maintaining active feedback loops, and committing to continuous learning and improvement.
Airbnb improved its website's accessibility by implementing font scaling, allowing users to adjust text size independently from page zoom. Unlike browser zoom, which can create layout issues on smaller screens, font scaling only affects text elements, providing a better user experience for those with low vision. Airbnb used rem units for font sizing, as they are relative to the root element and provide more consistent scaling than em units.
Uber migrated a massive amount of ledger data from DynamoDB to LedgerStore. This migration was done using shadow and offline validation to check data completeness and correctness. It rolled out LedgerStore gradually with fallbacks by maintaining backups of the original data.
This blog post explains how xterm, a terminal emulator, handles user input. xterm receives key presses, encodes them using the configured encoding (usually UTF-8), and writes the data into a tty device. Non-printable characters are encoded using ANSI escape sequences.
Laravel is a PHP framework for building web applications that is popular due to its speed and the fact that it includes everything needed for development. It has pre-built user authentication and built-in tools for database interaction, background jobs, and email sending. Deployment is also easy because the framework has dedicated hosting solutions.
Many new AI businesses are wrappers around existing LLMs like ChatGPT, especially in the content marketing space. While there are promising applications of AI, these wrapper businesses are not among them, as they often produce generic, unoriginal content.
Bugs sneak out when less than 80% of user flows are tested before shipping. But getting that kind of coverage — and staying there — is hard and pricey for any sized team.
Microsoft has introduced Copilot+ PCs, a new category of Windows PCs designed for AI with enhanced processors and new AI features like Recall, Cocreator, and Live Captions.
Google CEO Sundar Pichai discusses the integration of AI into Google products and its potential impact on the web. Google's new AI-powered search feature, AI Overviews, provides users with more context-rich search results. There are concerns from content creators about traffic loss, but Google is trying to balance user satisfaction with the needs of content creators.
Apple recently released a fix for a bug that caused deleted photos to reappear on iOS devices. This incident raises concerns about Apple's photo storage practices and data privacy, as users expected deleted files to remain deleted. Apple has not publicly addressed the issue.
Noun-adjective naming (example: “StreamCreated” instead of “CreatedStream”) is preferable in codebases because it keeps related components grouped together in alphabetical order and simplifies searching.
The new URL() constructor in JavaScript throws errors for malformed URLs, requiring additional error handling code, but the new URL.parse() method solves this problem by returning null for invalid URLs.
Apple is unveiling new generative AI features at its Worldwide Developers Conference on June 10. While the company will still rely on the on-device approach, it's also planning to deliver services via the cloud. Apple will improve Siri's voice capabilities and add features like auto-summarizing notifications to help users with their day-to-day lives. Apple's generative AI technology isn't advanced enough for it to release its own chatbot, so it's teaming up with OpenAI to add the functionality to iOS 18.
Blue Origin has resumed crewed flights for the first time in two years. The company recently successfully brought six tourist crew members to the edge of space and back on its New Shepard rocket and crew capsule. Blue Origin had paused launches after a mission experienced an anomaly that caused it to abort after liftoff in August 2022. The company has flown a total number of 37 human passengers to space so far.
The Duke Human Vaccine Institute has developed an HIV vaccine candidate that triggers low levels of a type of broadly neutralizing HIV antibodies within weeks. It targets an area of the HIV-1 outer envelope that remains stable even as the virus mutates. Antibodies against this region can block infection by many different circulating strains of HIV. More work still needs to be done to create a more robust response - a successful HIV vaccine will likely have at least three components all aimed at distinct regions of the virus.
Scientists from China have found a way to thaw human brain tissue without damaging it. The scientists grew brain organoids from human embryonic stem cells and then tested various chemical compounds to determine which combinations could help keep frozen human brain tissue alive and enable growth after thawing. The most successful combination consisted of methylcellulose, ethylene glycol, DMSO, and Y27632. The researchers suspect it somehow interferes with a pathway that would otherwise initiate cell death, allowing for the issue to freeze and be thawed without incident.
Bugs sneak out when less than 80% of user flows are tested before shipping. But getting that kind of coverage — and staying there — is hard and pricey for any sized team.
System tests are supposed to offer greater confidence that a machine is working as it ought to. Developers automate testing to get quick feedback on changes, to catch regressions, and to become confident that a system works. System testing isn't the best way to fulfill all of these goals - sometimes it's better to embrace the human element and drop the automation. Not only will this allow you to know that the system works, it also lets you know whether the user interface 'feels right'.
This article walks readers through Google's code review process. It covers Google's internal code review tools, the different levels of mandatory approvals, Google's culture around code review, and more. Google's code reviews are more thorough and thoughtful than industry standard. Changes take multiple days and countless rounds of feedback before they can be merged.