How AI is changing product management and what you need to know

guest column

A product management expert shares how artificial intelligence is affecting the process for the tech and startup worlds. Photo via Getty Images

For the past 14 months, everyone has been talking about ways artificial intelligence is changing the world, and product management is not an exception. The challenge, as with every new technology, is not only adopting it but understanding what old habits, workflows, and processes are affected by it.

Product managers — as well as startup founders leading a product function — more than any other role, face a challenge of bringing new life-changing products to market that may or may not be received well by their users. A product manager’s goal is complex — bring value, stay ahead of the competition, be innovative. Yet, the "behind the scenes" grind requires endless decision making and trade offs to inspire stakeholders to move forward and deliver.

As we dive into 2024, it is obvious that AI tools do not only transform the way we work but also help product managers create products that exceed customer expectation and drive businesses forward.

Market research and trends analysis

As product managers, we process enormous amounts of market data — from reviewing global and industry trend analysis, to social media posts, predictions, competition, and company goals. AI, however, can now replace hours, if not days, of analyzing massive amounts of data in an instant, revealing market trends, anticipating needs, and foreseeing what's coming next. As a result, it is easier to make effective product decisions and identify new market opportunities.

Competitive analysis

Constantly following competitors, reviewing their new releases, product updates, or monitoring reviews to identify competitor strengths and weaknesses is an overwhelming and time consuming task. With AI, you can quickly analyze competitors’ products, pricing, promotions, and feedback. You can easily compare multiple attributes, including metrics, and identify gaps and areas for improvement — all the insights that are otherwise much harder to reveal quickly and efficiently.

Customer and product discovery

Of course, the most intuitive use case that comes to mind is the adoption of AI in product and customer discovery. For example:

  • Use AI for customer segmentation and persona creation to help visualize personas, prioritize user motivations and expectations, and uncover hidden behavior and needs. You can then create and simplify customer questionnaires for interviews and user groups and target customers more accurately.
  • Analyze quantitative and qualitative data from surveys, support tickets, reviews, and in-person interviews to identify pain points and unmet user needs and help prioritize features for future updates and releases.

Roadmap and sprint management

AI provides value in simplifying roadmap planning and sprint management. Resource optimization is often a gruesome task and AI can help with feature prioritization and resource allocation. It helps teams focus on critical work and increase their productivity. You can even analyze and manage dependencies and improve results across multiple sprints months in advance.

Prototyping and mockup generation

There is no product manager’s routine without multiple mockups, wireframes, and prototypes that explain concepts and collect feedback among stakeholders. AI has become a critical tool in simplifying this process and bringing ideas to life from concept to visualization.

Today, you can use textual or voice descriptions to instantly create multiple visuals with slight variations, run A/B tests and gather valuable feedback at the earliest stage of a product life cycle.

Job search and job interviews

Consider it as a bonus but one of the less obvious but crucial advantages of AI is using it in job search. With the vulnerable and unstable job market, especially for product roles, AI is a valuable assistant. From getting the latest news and updates on a company you want to join, to summarizing insights on the executive team, or company goals, compiling lists of interview questions, and running mock interviews, AI has become a non-judgmental assistant in a distressing and often discouraging job search process.

Use AI to draft cold emails to recruiters and hiring managers, compare your skills to open positions’ requirements, identify gaps, and outline ideas for test assignments.

We already know that AI is not a hype; it is here to stay. However, remember that customers do not consume AI, they consume your product for its value. Customers care whether your product gets their need, solves their problem, and makes their lives easier. The goal of a product manager is to create magic combining human brain capabilities and latest technology. And the best result is with a human at the core of any product.

------

Natasha Gorodetsky is the founder and CEO of Product Pursuits, a Houston company that helps early stage and venture-backed startups build products and create impact.

Liu Idea Lab's Carol Tyger shares her experience on product managing for a tech startup. Getty Images

Houston expert reflects on why product management and user experience are key for tech startups

Houston voices

Consider planning a wedding. An impossible task of delivering a grand, completely personal event for all sorts of guests at a minimal cost.

At first, my fiance and I were freaking out because we heard that wedding planning is full of hidden costs and impossible expectations. But then the light bulb went off: that sounds a lot like my job as a product manager (PM). I can be the PM of my own wedding! I knew I wanted to provide a kick-ass party (great experience) for every guest (users) with limited resources (efficiently maximizing value).

Relying on my product manager skills, my fiancé and I started off by considering our goals and removing assumptions. I even conducted some user interviews by asking my friends what they value in weddings. Then we defined the "Wedding Minimum Viable Product (MVP)" and organized ourselves like a software team with a backlog and kanban board.

In the end, the wedding was a huge success. It felt just like a major software product release…from the planning to the execution. Product management is all about making a great user experience, maximizing value and working efficiently. In other words, it is a foundation for getting things done that can be applied to almost any situation.

Ultimately, as a product manager, you build an entrepreneurial mindset that can be applied to any future role. At the bare minimum, the PM is responsible for providing detailed requests for the tech team to build. But to be a great PM, it takes a lot more.

You rely on empathy. Product managers are the voice of the user for both the business and the tech team. To understand the user, you conduct user interviews, gather market analysis and collaborate with internal groups – exploring all corners of the organization – to determine user needs. Skilled product managers don't directly ask users what they want, but instead, understand through observation. You will be using various types of user data before and after software releases to forecast and measure the impact of innovations made.

You strengthen soft skills. It doesn't matter how technical you are if you don't have good rapport within the organization. The basics begin with communicating effectively, remaining flexible, acknowledging bad decisions and being comfortable with the unknown. The best product managers have built enough trust throughout the organization to lead at a senior level despite not having direct authority.

You strategize. You must understand the users, software cycle, and business needs well enough to plan months – even years – ahead while listening to and setting expectations with everyone involved. You will be blazing trails and solving new problems. The company will rely on you to operate with integrity while continuously innovating. Your entrepreneurial mindset will make setting the strategy second nature.

The entrepreneurial mindset and product management responsibilities hone skills that are not only transferable to future roles, but to your life in general. Whether you are preparing for a major software release or planning a fantastic party, your entrepreneurial mindset and product management skills will help you succeed.

------

Carol Tyger is Lilie's product management expert-in-residence and was head of product at Spruce, a Houston-founded managed marketplace for apartment residents to book services such as housekeeping.

This article originally appeared on Liu Idea Lab for Innovation & Entrepreneurship's blog.

Ad Placement 300x100
Ad Placement 300x600

CultureMap Emails are Awesome

Property Showcase

Baylor College of Medicine names Minnesota med school dean as new president, CEO ​

new leader

Dr. Jakub Tolar, dean of the University of Minnesota Medical School, is taking over as president, CEO and executive dean of Houston’s Baylor College of Medicine on July 1.

Tolar—who’s also vice president for clinical affairs at the University of Minnesota and a university professor—will succeed Dr. Paul Klotman as head of BCM. Klotman is retiring June 30 after leading Texas’ top-ranked medical school since 2010.

In tandem with medical facilities such as Baylor St. Luke’s Medical Center and Texas Children’s Hospital, Baylor trains nearly half of the doctors who work at Texas Medical Center. In addition, Baylor is home to the Dan L Duncan Comprehensive Cancer Center and the Texas Heart Institute.

The hunt for a new leader at Baylor yielded 179 candidates. The medical school’s search firm interviewed 44 candidates, and the pool was narrowed to 10 contenders who were interviewed by the Board of Trustees’ search committee. The full board then interviewed the four finalists, including Tolar.

Greg Brenneman, chair of Baylor’s board and the search committee, says Tolar is “highly accomplished” in the core elements of the medical school’s mission: research, patient care, education and community service.

“Baylor is phenomenal. Baylor is a superpower in academic medicine,” Tolar, a native of the Czech Republic, says in a YouTube video filmed at the medical school. “And everything comes together here because science saves lives. That is the superpower.”

Tolar’s medical specialties include pediatric blood and bone marrow transplants. His research, which he’ll continue at Baylor, focuses on developing cellular therapies for rare genetic disorders. In the research arena, he’s known for his care of patients with recessive dystrophic epidermolysis bullosa, a severe genetic skin disorder.

In a news release, Tolar praises Baylor’s “achievements and foundation,” as well as the school’s potential to advance medicine and health care in “new and impactful ways.”

The Baylor College of Medicine employs more than 9,300 full-time faculty and staff. For the 2025-26 academic year, nearly 1,800 students are enrolled in the School of Medicine, Graduate School of Biomedical Sciences and School of Health Professions. Its M.D. program operates campuses in Houston and Temple.

In the fiscal year that ended June 30, 2024, Baylor recorded $2.72 billion in operating revenue and $2.76 billion in operating expenses.

The college was founded in 1900 in Dallas and relocated to Houston in 1943. It was affiliated with Baylor University in Waco from 1903 to 1969.

$50 million for Houston ibogaine research tops innovation news to know

News to know

Editor's note: The Houston innovation scene is entering 2026 with fresh funding for startups and major grants for innovative health treatments and neurological research. Here are the five most-read InnovationMap stories to start the new year, published Jan. 1-15, 2026:

1. Houston hospitals win $50M grant for ibogaine addiction treatment research

UTHealth Houston and UTMB will lead IMPACT, an initiative working toward ibogaine-based treatments for addiction and neurological issues. Photo via Pexels.

The Texas Health and Human Services Commission has awarded $50 million to UTHealth Houston in collaboration with The University of Texas Medical Branch at Galveston (UTMB Health) to co-lead a multicenter research trial to evaluate the effect of ibogaine, a powerful psychoactive compound, on patients suffering from addiction, traumatic brain injury and other behavioral health conditions. The funding will establish a two-year initiative—known as Ibogaine Medicine for PTSD, Addiction, and Cognitive Trauma (IMPACT)—and a consortium of Texas health institutions focused on clinical trials and working toward potential FDA-approved treatments. Continue reading.

2. Rice scientist earns $600K NSF award to study distractions in digital age

Kirsten Adam, a Rice psychologist, is studying how the brain refocuses in the age of screens, instant gratification and other lingering distractions. Photo via Pexels.

Rice University psychologist Kirsten Adam has received a $600,000 National Science Foundation CAREER Award to research how visual distractions like phone notifications, flashing alerts, crowded screens and busy workspaces can negatively impact focus—and how the brain works to try to regain it. Adam’s work will aim to clarify how the brain refocuses in the age of screens, instant gratification and other lingering distractions. The funding will also be used to train graduate students in advanced cognitive neuroscience methods, expand access to electroencephalography (EEG) and for public data sharing. Continue reading.

3. TMC launches new biotech partnership with Republic of Korea

The Texas Medical Center and KBIOHealth have launched the TMC Republic of Korea BioBridge. Photo via LinkedIn.

Houston's Texas Medical Center has launched its new TMC Republic of Korea BioBridge. The new partnership brings together the TMC with the Osong Medical Innovation Foundation, or KBIOHealth. The Biobridge aims to support the commercialization of Korean biotech and life science startups in the U.S., foster clinical research, and boost collaboration in the public, private and academic sectors. Continue reading.

4. CPRIT CEO: Houston’s $2B in funding is transforming cancer research and prevention

Kristen Doyle, CEO of the Cancer Prevention and Research Institute of Texas (CPRIT). Photo courtesy CPRIT.

With its plethora of prestigious health care organizations like the University of Texas MD Anderson Cancer Center, UTHealth Houston, and the Baylor College of Medicine, Houston sits at the heart of cancer research and prevention in Texas. Of course, it takes piles of cash to support Houston’s status as the state’s hub for cancer research and prevention. Much of that money comes from the Cancer Prevention and Research Institute of Texas (CPRIT). Data supplied by CPRIT shows organizations in Harris County gained $2.3 billion in institute funding from 2009 through 2025, or nearly $145 million per year. That represents almost 60 percent of the roughly $4 billion that CPRIT has granted to Texas institutions over a 16-year period. Continue reading.

5. 14 Houston startups starting 2026 with fresh funding

From groundbreaking energy leaders to growing space startups, here's who secured funding in the last six months of 2025. Photo via Getty Images

Houston startups closed out the last half of 2025 with major funding news. Here are 14 Houston companies—from groundbreaking energy leaders to growing space startups—that secured funding in the last six months of the year, according to reporting by InnovationMap and our sister site EnergyCapitalHTX.com. Continue reading.

​Planned UT Austin med center, anchored by MD Anderson, gets $100M gift​

med funding

The University of Texas at Austin’s planned multibillion-dollar medical center, which will include a hospital run by Houston’s University of Texas MD Anderson Cancer Center, just received a $100 million boost from a billionaire husband-and-wife duo.

Tench Coxe, a former venture capitalist who’s a major shareholder in chipmaking giant Nvidia, and Simone Coxe, co-founder and former CEO of the Blanc & Otus PR firm, contributed the $100 million—one of the largest gifts in UT history. The Coxes live in Austin.

“Great medical care changes lives,” says Simone Coxe, “and we want more people to have access to it.”

The University of Texas System announced the medical center project in 2023 and cited an estimated price tag of $2.5 billion. UT initially said the medical center would be built on the site of the Frank Erwin Center, a sports and entertainment venue on the UT Austin campus that was demolished in 2024. The 20-acre site, north of downtown and the state Capitol, is near Dell Seton Medical Center, UT Dell Medical School and UT Health Austin.

Now, UT officials are considering a bigger, still-unidentified site near the Domain mixed-use district in North Austin, although they haven’t ruled out the Erwin Center site. The Domain development is near St. David’s North Medical Center.

As originally planned, the medical center would house a cancer center built and operated by MD Anderson and a specialty hospital built and operated by UT Austin. Construction on the two hospitals is scheduled to start this year and be completed in 2030. According to a 2025 bid notice for contractors, each hospital is expected to encompass about 1.5 million square feet, meaning the medical center would span about 3 million square feet.

Features of the MD Anderson hospital will include:

  • Inpatient care
  • Outpatient clinics
  • Surgery suites
  • Radiation, chemotherapy, cell, and proton treatments
  • Diagnostic imaging
  • Clinical drug trials

UT says the new medical center will fuse the university’s academic and research capabilities with the medical and research capabilities of MD Anderson and Dell Medical School.

UT officials say priorities for spending the Coxes’ gift include:

  • Recruiting world-class medical professionals and scientists
  • Supporting construction
  • Investing in technology
  • Expanding community programs that promote healthy living and access to care

Tench says the opportunity to contribute to building an institution from the ground up helped prompt the donation. He and others say that thanks to MD Anderson’s participation, the medical center will bring world-renowned cancer care to the Austin area.

“We have a close friend who had to travel to Houston for care she should have been able to get here at home. … Supporting the vision for the UT medical center is exactly the opportunity Austin needed,” he says.

The rate of patients who leave the Austin area to seek care for serious medical issues runs as high as 25 percent, according to UT.

View All Listings