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

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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.

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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.

Houston-based WellWorth was selected as the winner of this year’s Houston Startup Showcase. Photo courtesy of the Ion

Houston energy startup wins Ion's annual showcase, pitch competition

1st place

The Ion hosted its annual startup pitch competition, and one company walked away with a win.

WellWorth, a financial modeling and analysis software-as-a-service company for the upstream energy sector, won the Houston Startup Showcase + Expo and secured a $5,000 prize. The startup's technology introduces a more streamlined approach to NAV modeling or corporate financial modeling for its users.

“Having worked in investment banking, I have seen firsthand how the limitations of Excel models and a lack of bespoke tools have led to inefficient workflows in upstream Oil & Gas finance," says Samra Nawaz, CEO and Co-founder of WellWorth, in a statement. "We decided to solve this problem by building a cloud-based platform that helps energy finance leaders improve decision-making around raising, managing, and deploying capital.”

Nawaz explains how impactful the opportunity to pitch has been on WellWorth, which aims to raise funding early next year accelerate customer acquisition and product development.

“By getting involved in the Ion’s innovation ecosystem, we’ve been able to not only network with many entrepreneurs and innovators in the Houston community, but also find opportunities to scale our growth,” continues Nawaz. “We’re thrilled to have brought a few more customers onboard recently, and are working closely with them to optimize our product pipeline."

The company pitched alongside the other five finalists, which included Tierra Climate, MRG Health, BeOne Sports, Trez, and Mallard Bay. Mallard Bay, a booking platform for hunting and fishing trips, secured the people's choice award, which was decided by the crowd.

“Our flagship event, Houston Startup Showcase, not only connects startups and entrepreneurs with top business leaders but also provides them an opportunity to pitch their innovations to the technology ecosystem,” says Jan Odegard, executive director of the Ion, in a news release. “We extend our congratulations to WellWorth and the company’s innovative SaaS platform for energy industry finance teams, as well as Mallard Bay, the People’s Choice winner. These companies are exemplifying the exciting new technologies being developed in Houston today.”

In addition to the pitches, several companies showcased at the event, including Nanotech, manufacturer of thermal management materials for the built environment; last year's winner Unytag, a universal toll tag that provides drivers the ability to pass through tolls anywhere in the nation; and Softeq, provides early-stage innovation, technology business consulting, and full-stack development solutions to enterprise companies and innovative startups.

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This article originally ran on EnergyCapital.

Having diversity of thought among the leadership team is usually regarded as a positive, Houston researchers found that conflict can cause more harm than good. Photo via Getty Images

Houston research: Navigating diversity of thought among company leadership

houston voices

For the past 40 years, management researchers have assumed that diversity of opinion about company strategy, even when it causes conflict among senior managers, leads to higher-quality strategic decisions and improved firm performance.

It turns out there isn’t evidence to support that belief.

Rice Business Professor Daan Van Knippenberg has spent his career studying topics related to team performance, decision making, diversity and conflict. When a research team led by Codou Samba, an assistant professor at the University of Tennessee, Knoxville, approached him with an offer to test longstanding assumptions about conflict related to company strategy in senior management teams, he jumped at the opportunity.

In his experience, the business case for diversity is strong, but it comes with caveats. “Diversity of perspectives can lead to better solutions to complex problems, but only when team members are open-minded enough to listen carefully to each other and really integrate another point of view into their decision-making process,” he says. This does not seem to apply to differences in opinion about what company strategy should be.

When managers dig in their heels and refuse to consider and integrate other perspectives, that two-way door of communication slams shut and conflict ensues. “The popular idea that conflict is actually good for firms went against all my knowledge,” says Van Knippenberg. “It’s annoying that this idea has floated around in my field for so long when the evidence really points the other way.”

The team led by Samba, which also included C. Chet Miller, a professor at the University of Houston, conducted a quantitative summary and integration of 78 papers that provide data about strategic dissent — a term used to describe diverging opinions about strategic goals and objectives on senior management teams — and its influence on strategic decision making and firm performance.

Every paper that made a prediction about strategic dissent (only a few did not) posited that strategic dissent leads to better outcomes for firms.

In their paper, “The impact of strategic dissent on organizational outcomes: A meta-analytic integration,” the research team used a deep well of empirical data to demonstrate that the opposite is true. Turning common wisdom on its head, they found that strategic dissent among senior managers actually leads to lower-quality decisions and impaired firm performance.

The authors identify two major reasons for the negative impact of strategic dissent on firm outcomes.

First, strategic dissent causes relational breakdown among senior managers. “If managers walk away from a team meeting thinking they just had a conflict instead of a productive discussion, the outcome is rarely positive,” says Van Knippenberg. The two sides retreat into their respective corners, believing the other side to be wrong and closing their minds to further information.

Second, strategic dissent leads to less relevant information being exchanged among managers. Inevitably, this blockage impairs the decision-making process. If a marketing director and an operations director are at odds, for example, they are less likely to share the marketing- or operations-specific information that is needed to make an optimal team decision.

Teams can benefit from diversity of thought, but it is not always clear what conditions need to be in place for that to happen on senior management teams that disagree about the firm’s strategic direction. CEOs — the leaders of senior management teams — would do well to realize that it takes an effortful investment to foster open-minded discussions of diverging views on the organization’s strategy, to create an environment that encourages members to express dissenting perspectives while absorbing the perspectives of others, and to prevent vested interest and power dynamics from determining the outcomes of such discussions.

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This article originally ran on Rice Business Wisdom and was based on research from Daan Van Knippenberg, the Houston Endowed Professor of Management at the Jones Graduate School of Business at Rice University, C. Chet Miller, the C.T. Bauer Professor of Organizational Studies at C. T. Bauer College of Business at the University of Houston, and Codou Samba, an assistant professor at Haslam College of Business at the University of Tennessee, Knoxville.

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New Houston platform Same Day Reels launches for on-demand content creation

In The Moment

If an event doesn't happen on Instagram, did it even really happen? In today's social media-driven age of branding and audience engagement, the answer increasingly is no.

Houston entrepreneur Karen De Amat is looking to fill the online content creation needs of companies with her new venture, Same Day Reels, which launched in early August. It will serve as a platform to connect companies and brands with talent that can help turn an event into a viral moment as it is happening.

"Events move quickly, and social media moves even faster,” said De Amat. “Same Day Reels was built to help brands capture the moment while it still matters. We are creating a more efficient way for businesses and creators to work together. Brands need content faster, and creators need more opportunities to turn their talent into real work. Same Day Reels brings those needs together.”

The company is focused on adding livestreams and concurrent short video content to "activations, launches, fundraisers, grand openings, conferences, hospitality experiences, and private celebrations." Such content can significantly increase the visibility of a product or brand according to digital marketing brands like Wyzowl, whose data found 63 percent of people in 2026 prefer to learn about new products via short video.

Packages offered by Same Day Reels will include filming, editing, and publishing content within hours of the targeted event.

De Amat says that her content creation platform will be a way to preserve the excitement of events and launches by enshrining them with immediate social media-driven memories.

“Event content is no longer just something you post after the fact,” De Amat said. “It is part of how people experience, remember and share the moment.”

Previously, De Amat is also the founder and CEO of Social Behavior, an influencer marketing company she launched from her home in 2014. It quickly garnered an array of clients and thrust De Amat into the spotlight, including numerous appearances on Fox 26's The Isiah Factor. Influencer Marketing Hub named her one of the top CEOs of influencer marketing companies in Houston in 2025.

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This article originally appeared on CultureMap.com.

Bristol Myers Squibb to build $2.3B Houston pharma manufacturing campus

coming soon

New Jersey-based pharmaceutical giant Bristol Myers Squibb Co. has officially named Houston as the home of its new state-of-the-art manufacturing site.

The 60,000-square-foot facility represents a $2.3 billion investment, according to a news release. It is expected to create 500 skilled jobs and will be located in Houston's Generation Park.

BMS first announced that it was considering Houston among 16 other cities for the facility in May. The new hub will manufacture small molecule, biologic and antibody-drug conjugates and is part of a $40 billion commitment to invest in the United States over five years. Construction is slated to begin next year, with the facility coming online in 2030.

"We're building the domestic manufacturing capabilities needed to deliver the next generation of medicines and support future scientific breakthroughs. Houston and the state of Texas offer the talent, infrastructure, and partnership needed to help bring that vision to life," Christopher Boerner, CEO and board chair of BMS, said in the release.

The new facility will feature a modular, multi-modal design, which will allow the company to reconfigure and add to its manufacturing capabilities over time. BMS says it expects the facility to "(grow) in scale and capability well beyond its opening configuration."

"Our decision to build this state-of-the-art manufacturing campus in Houston, Texas, reflects our confidence in the region’s ability to support a world-class, digitally advanced supply operation,” Karin Shanahan, EVP and chief supply chain and operations officer of BMS, added in the release. “This facility is designed to deliver the speed, quality, and reliability that patients depend on, combining flexible, modular manufacturing with advanced digital capabilities to ensure consistent supply across multiple modalities. It strengthens our ability to operate with resilience and positions us to reliably deliver medicines to patients today while adapting future demands.”

Texas Gov. Greg Abbott shared that the state has granted BMS a $4.89 million Texas Enterprise Fund (TEF) grant for the project. TEF grants, administered by the Texas Economic Development & Tourism Office, support business relocation or expansion projects that create "new, good-paying jobs in the community and attract significant new capital investment to the state." The development is also a qualified project under the Texas Jobs, Energy, Technology, and Innovation (JETI) program.

“Texas is a global hub for life sciences, where today’s innovations shape the future of healthcare,” Abbott said in a news release. “This $2.3 billion investment by Bristol Myers Squibb in the dynamic biotech ecosystem in Houston is a testament to the depth of our skilled workforce and the pipeline of talent coming through our nation-leading technical colleges and research universities. With lower operating costs and easy access to markets across the U.S. and the world, Texas drives affordability for consumers.”

"Bristol Myers Squibb’s announcement is a tremendous win for Texas and the Houston region, further reinforcing our position as a premier destination for life sciences and advanced manufacturing,” added Greater Houston Partnership President and CEO Steve Kean.

Last fall, Eli Lilly and Co. selected Generation Park, a 4,300-acre, master-planned commercial district near Lake Houston, for its $6.5 billion manufacturing plant. More than 300 locations in the U.S. competed for the factory. Read more here.

Texas foundation makes massive $180M donation to Galveston hospital

historic gift

The University of Texas Medical Branch in Galveston (UTMB) has accepted a staggering $130 million grant from the Sealy & Smith Foundation, which, combined with the $50 million that the foundation donated in 2025 to establish the Department of Cardiovascular Medicine, is the largest bequest in UTMB history.

The grant will go to grow cardiovascular imaging, diagnosis, and treatment at UTMB by establishing an inpatient cardiovascular hub on the sixth floor of Jennie Sealy Hospital. In honor of the donation, the department is being renamed the Sealy Heart and Vascular Institute.

“The Sealy & Smith Foundation has a long history of investing in initiatives that transform health care for the people of Galveston and beyond,” said John Kelso, president of The Sealy & Smith Foundation Board of Directors. “We believe the Sealy Heart & Vascular Institute has the potential to redefine cardiovascular care in our region by bringing together exceptional physicians, advanced technology, innovative research and a commitment to improving patient outcomes. This additional investment reflects our confidence in UTMB’s vision and our belief that the Institute will have a lasting impact for generations to come.”

The Sealy & Smith Foundation was established in 1922 by John Sealy II and his sister Jennie Sealy Smith. Bolstered by the Sealy fortune built on shipping, oil, banking, and railroads, the Foundation has donated more than $1.2 billion to UTMB over the last century, linking the family legacy to healthcare, teaching, and research. It was John Sealy Sr. who contributed the initial $50,000 to build a hospital on the island, which opened right alongside the new medical school created by the state legislator in what was then Texas's largest and most economically powerful city.

Since then, the Foundation has helped grow UTMB into a world-class hospital. The cardiovascular care especially is well-regarded, making the 2025 Newsweek/Statista List of America's Best Hospitals.

“This extraordinary investment reflects The Sealy & Smith Foundation’s unwavering commitment to improving health and advancing medical excellence,” said Dr. Jochen Reiser, UTMB president and CEO of the UTMB Health System. “The partnership between UTMB and The Sealy & Smith Foundation is very strong. Built on generations of shared vision and trust, it continues to redefine what an academic health system can achieve. Together, we are building one of the nation’s premier cardiovascular programs integrating exceptional patient care, groundbreaking research, innovation and world-class education to improve the lives of patients throughout Texas and beyond.”

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This article originally appeared on CultureMap.com.

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