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This allows for immediate testing and validation of the user experience. The team’s creative energy feeds into the AI tool’s capabilities, while external validation helps refine and improve the outputs from both human and AI contributions. What makes this process particularly valuable is its flexibility.
Drawing from his 20+ years of technology experience and extensive research, Nishant shared insights about how these activities vary across different organizational contexts – from startups to enterprises, B2B to B2C, and Agile to Waterfall environments.
This approach involves: Testing with defined market segments (tranches) of 2 million users Learning from each group before expanding Making improvements based on real usage data Returning to early groups with refined offerings For smaller markets, James recommends adapting this approach by creating representative samples.
The discussion explores practical applications of AI tools like ChatGPT and Claude in product development, including MVP refinement, customer testing, and marketing content creation. Product managers can use AI to help make their tests simpler. This methodology helps teams identify the core value proposition quickly.
Speaker: Tony Karrer, Ryan Barker, Grant Wiles, Zach Asman, & Mark Pace
We'll walk through two compelling case studies that showcase how AI is reimagining industries and revolutionizing the way we interact with technology. Join our exclusive webinar with top industry visionaries, where we'll explore the latest innovations in Artificial Intelligence and the incredible potential of LLMs.
This approach has informed her success across different industries and roles, from retail to technology. Key Product Management Lessons: Trust, Testing, and Breaking Bubbles Anya shared several pivotal lessons from her product management journey that challenge conventional wisdom.
These tools span different product development stages: Development Stage Tools Used Purpose Concept Development Design thinking methods Generate and evaluate ideas Product Testing Alpha and beta testing Validate product concepts Manufacturing Pilot production models Verify production capability 5.
Raiza previously worked on AI Test Kitchen and has a background in startups, payments, and ads. Often, powerful technology is already available; the magic lies in how you interact with it. This allows them to move faster and iterate quickly, much like a startup.
From new UX-related technologies and automation to personalization. Its influence is growing across three key areas: innovative technologies, automation of design tasks, and personalized user experiences. Together, these technologies are transforming how UX design approaches personalization, accessibility, and user interaction.
Speaker: Anindo Banerjea, CTO at Civio & Tony Karrer, CTO at Aggregage
Key Learning Objectives: How to leverage human feedback and observability frameworks to detect when the system generates incorrect output and as the basis for accuracy improvements 📈 How the use of playgrounds integrated into the administrative console of the application can isolate the source of the error 🔍 How building a robust regression (..)
Onboarding automation uses technology (such as conditional flows and sequences) to guide users through their initial experience with your product. Step 6: Test the automated customer onboarding flows At this point, your automation should be ready. Before deploying it, though, be sure to test it extensively. The answer is a lot!
Photo by UX Indonesia This ‘complete’ guide to usability testing follows an overview in my UX research methods playbook articles. Introduction If you’re responsible in some way for a digital product or system, you should be doing usability testing — whatever your sector, industry or role. Ok, that’s great for UX theory nerds.
It involves considering how different users interact with technology and ensuring equal access to information and functionality. Intermediate accessibility techniques go beyond basic practices and address a wider range of needs, including screen reader optimization, adherence to WCAG guidelines, and utilizing accessibility testing tools.
Every unexpected obstacle, whether professional or personal, tests our capacity to adapt. Product managers skilled in adaptability are better equipped to handle unforeseen changes in customer preferences, competitive landscapes, and technological advancements. Comfort with Experimentation – Willingness to test, learn, and iterate.
Codebases evolve rapidly, and your test automation should keep pace. However, many teams struggle with brittle scripts and growing test debt, which hinder delivery and increase risk. This guide illustrates how engineering leaders leverage AI to enhance the resilience and scalability of testing.
Outdated technology. Now, developing an in-house solution typically requires a long development cycle, model testing, and ongoing maintenance—which can easily deplete both financial and human resources. This process may reveal gaps such as: Insufficient raw data. Lack of team resources.
The most effective teams foster a culture of structured disagreement not consensus where ideas are tested through rigorous debate, but personal attacks and politicking are off-limits. This approach fosters groundbreaking creativity, as seen in their innovations like Steam and VR technology, driven by exploration over deadlines.
To answer this question, they employed a technology called supervised fine-tuning. Experimental Approach One of their key experiments involved a blind testing methodology. Surprising Results In these blind tests, the AI-generated needs statements performed just as well asand in some cases better thanthose crafted by human analysts.
And because they’re equipped to test and iterate, you’re going to get to better solutions. Do you want to help us design assumption tests ? And then their first resistance point is when the same leaders and stakeholders are saying, “Where’s the solution that I was expecting from you?” Your teams get to move faster.
The introduction of automated testtechnology drives the optimization of supply chain expenditures leveraging forward & reverse logistics paths. Adopting innovative test automation tools addresses these challenges by providing robust solutions for testing the interoperability, performance, & security of connected devices.
Technology and customer needs are never static. Initiate an Experiment: Conduct a low-risk pilot to test your intuition on a small scale. Create Experimentation Environment: Empower teams to rapidly prototype, test, and iterate based on customer feedback. Review the Data: Consider the data quality, scope, and possible gaps.
What’s the smallest thing we can deliver to test this idea? When faced with a long list of potential features or bug fixes, ask: What’s the problem we’re solving? How does this align with our overall goals? Outcome-focused thinking doesn’t just create better products—it builds trust with stakeholders who see you driving results that matter.
Be upfront about the challenges they’ll face and the potential for growth—don’t oversell, but definitely sell the dream of working on problems that will test and grow them as a PM. Listen now on Apple , Spotify , and YouTube. Frame your job offers around what will push them to their next career inflection point.
Instead of accepting the limitations of battery technology and electric powertrain systems, Tesla rethought the components focusing on physics — looking at things like the specific energy density of batteries and efficiency of electric motors. Building a plan to test for DMF as you go into your roadmap is critical.
Speaker: Eran Kinsbruner, Best-Selling Author, TechBeacon Top 30 Test Automation Leader & the Chief Evangelist and Senior Director at Perforce Software
While advancements in software development and testing have come a long way, there is still room for improvement. With new AI and ML algorithms spanning development, code reviews, unit testing, test authoring, and AIOps, teams can boost their productivity and deliver better software faster.
Quick ways to evaluate if their proposed solutions will work—typically via assumption testing. Regular interactions with customers and the ability to synthesize what they learn via opportunity mapping. The ability to shift between discovery and delivery continuously. But pilot teams don’t work in a vacuum.
We can actually test our designs. Assumption Tests Help Us Discover the Right Solutions This is where our second small research activity is going to come into play. We’re going to test, does this solution address the target opportunity? Very few teams are assumption testing at all. Right now, it feels like that.
Customer advisory boards arent just for updates – they should be used to test ideas, validate direction, and catch misalignment early. Feature requests often distract from deeper needs – the best product managers dig until they find the real problem.
Growth is an exciting time for a product after the scrappy struggle of introduction, but it will reveal significant pain points in the process, technology and features that have gotten you to this point that can cripple a growing product if not addressed. It is not sufficient to implement cool technologies ‘just because’. Starbucks).
Speaker: Ben Epstein, Stealth Founder & CTO | Tony Karrer, Founder & CTO, Aggregage
In this new session, Ben will share how he and his team engineered a system (based on proven software engineering approaches) that employs reproducible test variations (via temperature 0 and fixed seeds), and enables non-LLM evaluation metrics for at-scale production guardrails.
Teams organize features into an information architecture, then bundle them into menus, apply usability fixes, and run some user testing to improve comprehension. This methodology of bringing value to end users will ensure that everything is there: a long list of features, ergonomics, and technology. The assumption? AI is not a bolt-on.
Once you’ve tested your thinking, act decisively. The real test is what happens next. This is even more true today, with technology evolving fast. Consider counterarguments and alternative perspectives. Reframe the Risk Instead of What if Im wrong? , ask Whats the worst that could happen? Can I handle it? It was brutal.
Over the past two decades, I've navigated three major career transitions, each aligned with significant technological shifts. Power of lateral moves : Sometimes, a sideways career move (like my shift from PM to agency strategist) can lead to exponential growth by exposing you to diverse industries and technologies.
I’m a little afraid to try this new technology, but I don’t want to fall behind. You see a wide variation in positions on this, from “this is the worst technology ever, never use it, you’re unethical for using it,” to “this is the best thing ever,” and everything in between. How does my role change?
Speaker: Oji Udezue, Former VP of Product at Calendly, Ezinne Udezue, VP of Product at Procore Technologies, and Tami Reiss, SVP Product Strategy + CPO in Residence at Produx Labs
We are in a constant cycle of testing and learning; however, we must ask ourselves if we are doing it effectively. How do you successfully note, understand, and avoid the common pitfalls during experimentation?
By ADRIENNE TAN Be 'Better' Creating new products has become remarkably easy in today’s technology-driven landscape, leading to a market saturated with entrants. Moreover, through testing and iteration, they can drive sustained success and ensure that their products remain relevant and valuable to customers over time.
AI-driven user testing, video insights, plus seamless app distribution and expert resourcesâ discover Centercode 10x. Platform Scalable, Automated, Real-World User Testing Centercode is the leading platform to manage impactful in-the-wild user tests. Download it now What's Delta Testing?
By collaborating with residents and testing new formats or themes, we could design events that truly resonate and foster a sense of belonging. Similarly, the design of accessible technology, such as screen readers for visually impaired users, emerged from asking, What barriers prevent equal access to information?
De-risking your 2025 initiatives Why every intelligent app must start with a PoC By Jill Antweiler Posted in Product Published on: January 15, 2025 Last update: January 15, 2025 As we settle into 2025, many executives are eyeing ambitious initiatives to leverage new technologies and drive innovation. But they come with increased risks.
On top of ever-increasing advancements on the technology front (hello, artificial intelligence), try adding record-low unemployment and candidates’ virtual omnipresence and you’ve got yourself a pretty passive, well-informed, and crowded recruiting landscape.
AI-driven user testing, video insights, plus seamless app distribution and expert resourcesâ discover Centercode 10x. Platform Scalable, Automated, Real-World User Testing Centercode is the leading platform to manage impactful in-the-wild user tests. Download it now What's Delta Testing?
Specifically, and most importantly, they should ask, To what extent will implementing this item test or support the unique value proposition? With the above fresh in your mind, appreciate the value in user testing to remove obvious barriers and pain points but also to take onboard potential future features.
Even if you add “AI” because the cool kids are doing it, using this question as a test can help ensure your message is more than marketing jargon. As plans take shape for 2025, success will come to those who maintain a strong customer focus while adapting to emerging technologies and trends. What’s next for Product Marketers?
Achieving and Scaling Product-Market Fit: A Guide for Product Managers in Mid-to-Large Tech Companies Introduction As product managers in mid-to-large technology companies, you’re no stranger to the challenges of maintaining and scaling product-market fit (PMF).
Think your customers will pay more for data visualizations in your application? Five years ago they may have. But today, dashboards and visualizations have become table stakes. Discover which features will differentiate your application and maximize the ROI of your embedded analytics. Brought to you by Logi Analytics.
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