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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7 finalists compete to be crowned Houston's 2026 Startup of the Year

Cast Your Vote

Each year, the Houston Innovation Awards program recognizes the best and brightest in the local innovation community. And while most of the award winners are selected by our esteemed panel of judges, one winner is determined by you.

Voting is now open for our people's choice award: 2026 Startup of the Year. Seven exceptional finalists are in the running for the title, and your votes will determine who wins.

From innovative platforms benefiting the education, commerce, health, investment and IT sectors to next-gen memory technology and improvements for robotic supply chains, these startups are making an impact in Houston and beyond.

Read about our Startup of the Year finalists and their missions and achievements below, then cast your vote. You can vote once per day through Nov. 13, so make your voice heard.

The winner, along with the winners in all other categories, will be revealed in mid-November right here on InnovationMap.com. Stay tuned.

FluxWorks

FluxWorks

Fluxworks is aiming to shape the future of the robotic supply chain with its flagship Celestial Gear. The magnetic gearbox offers a contactless design that leads to less wear, debris and maintenance. In 2026, Fluxworks closed a $5 million seed round to scale the product.

IronLattice

IronLattice

IronLattice is developing next-generation, ferroelectric memory technology for AI and high-performance computing workloads. In June 2026, the company closed a $3 million angel round. It began wafer production this fall, with its first working device targeted for completion in spring 2027.

Lumino

Lumino

Lumino is a unified commerce ecosystem and payments platform designed to provide businesses with the technology, payments infrastructure, intelligence and tools they need to grow while creating impact in their communities. Lumino publicly launched its platform in 2026 in Houston and is rolling out its next stage of global expansion.

Progress Report

Progress Report is a K-12 learning-intelligence platform designed to go beyond identifying that a student is struggling. It traces performance to learning gaps and prerequisite skills, helping educators understand where a student is struggling and what may be causing it. Progress Report recently released a fully built production platform and launched pilots with 35 educators and 200 students across Texas and Arizona.

Rosarium Health

Rosarium Health is a platform that coordinates the full process for home accessibility upgrades and modifications for seniors and people living with disabilities. In 2026, the startup announced $6 million in seed funding and scaled to a national network of 800-plus clinicians and 3,000-plus contractors.

Thread

Thread

Thread is building an AI-powered service desk platform for Managed Service Providers (MSPs). Its technology combines agentic AI, assistive AI, automation, and real-time communication to help MSPs resolve IT support requests faster and with less manual work.

TokenRoster

TokenRoster is an AI-powered assessment platform for early-stage startups, providing founders with an investor-grade evaluation of their company before the pitch and giving investors a curated roster of vetted companies. Since launch, TokenRoster has grown to 65 companies and 43 founder accounts, with 10 assessment frameworks available.

Houston Innovation Awards honor Don Kendall Jr. with posthumous​ Trailblazer Legacy Award

lasting legacy

Every year, the Houston Innovation Awards honor one Houstonian with the Trailblazer Award, whose impact is felt throughout the city's innovation and business ecosystem.

This year, the Trailblazer Legacy Award will be given posthumously to Don Kendall Jr., who died in September while on a trip to the Republic of the Congo with the Jane Goodall Institute, one of the many organizations he was deeply involved with.

Kendall's obituary puts it simply: "Don’s truest passions were conservation and his family." Many saw those passions play out in his career, particularly in the role he played in shaping Houston's clean energy sector.

Kendall served as general partner of New Climate Ventures, a Houston-based early-stage venture capital firm that invests in next-gen energy, materials and fuel technologies and startups. The firm's portfolio includes Houston-based clean energy companies like Solidec, Syzygy Plasmonics and Rheom Materials.

Kendall was also founding managing director and CEO of Kenmont Capital LP. He ran a $500 million distressed debt and credit-based hedge fund focused on the energy, power and transportation sectors and one of the top-performing private equity funds under the Kenmont umbrella.

He served on the board of Talos Energy, American Midstream Partners, Syzygy Plasmonics, Tangent Energy, Stream Energy and others. Notably, he served as Chair of the Special Committee of the SolarCity board during its acquisition by Tesla in 2016. According to his obituary, Kendall negotiated with "Elon Musk in the middle of the night on a rickety pier in Indonesia after eluding a poisonous snake."

Outside of the clean energy space, Kendall also served on the boards of the Jane Goodall Institute, Earthwatch International and Ecological Defense Group. He also served as vice chair of the Houston Zoo Inc. and chair of its Conservation Committee.

Kendall was selected by our esteemed panel of judges to receive the 2026 Trailblazer Legacy Award. The panel includes carbon removal entrepreneur and CEO of Houston-based Mars Materials Aaron Fitzgerald.

Fitzgerald shares the profound impact Kendall had on his career and those of many others.

"Honoring Don with the Trailblazer Legacy Award is a fitting tribute to a leader whose impact spanned civic work with the Houston Zoo, wildlife conservation, and the growth of our startup ecosystem," Fitzgerald says. "He paired a keen eye for potential with the relentless drive to unlock it. For Mars Materials, his early backing carried us through a critical valley when we needed belief the most, and his presence as a personal mentor is profoundly missed."

Don was an avid traveler, cyclist and collector. He is survived by his wife of 50 years, Diane S. Kendall. A celebration of life will be held early in 2027.

2 Houston suburbs rank among 5 best cities to retire, says U.S. News

Slowing Down

Houston and nine of its suburbs are earning new acclaim on U.S. News and World Report's just-released list of the best U.S. cities for retirees in 2027. Two northern suburbs, The Woodlands and Spring, are resting easy among the top five nationwide.

The 2027 Best Places to Retire list evaluated over 850 U.S. cities based on six livability metrics that best serve American retirees: quality of life, affordability, health care, retiree taxes, job market, and population and migration. The top 250 finalist cities were then ranked nationally and by city size.

Midland, Michigan topped the list for the second consecutive year and is followed by Homosassa Springs, Florida (No. 2) and Weirton, West Virginia (No. 3).

The Woodlands and Spring respectively maintained their standings as the No. 4 and No. 5 best cities for retirees for the second year in a row. The Woodlands topped the separate list of the best midsized U.S. cities to retire, while Spring landed 5th among the smallest U.S. cities.

Houston proper was declared the No. 2 best big city for retirees, and it ranked 89th overall. Elsewhere in the metro, Pearland (No. 13) and Conroe (No. 14) ranked just outside the overall top 10 but ranked 4th and 5th among the best midsized cities for retirees.

U.S. News said affordability is the "most considered factor" when it comes to picking the best place to live a low-stress retirement life, and that's what Houston and its neighbors deliver. Affordable cities also give retirees "a sense of security and comfort as they live out their golden years," according to Megan Wood, U.S. News assistant managing editor of home services and real estate.

"It’s no secret that affordability is top of mind for Americans this year, which is why U.S. News updated its weighting criteria to better align with what retirees prioritize," Wood said. "The 2027 rankings reflect key metrics used to highlight the places that
best suit retiree needs."

Sugar Land was declared the 10th best place to live in the U.S. in a separate U.S. News report earlier this year, but it doesn't quite meet the expectations for retirees. This particular suburb ranked as the 45th best overall city to retire, but it fared better in the city size ranking and landed 13th among the biggest U.S. cities.

Pasadena also surprised as the 85th best place to retire nationwide in this report, despite being hailed as the No. 3 best city to retire in Texas by RetirementLiving.com.

Three more Houston neighbors ranked among the top 100 overall best places to retire for 2027: League City (No. 25), Missouri City (No. 49), and Baytown (No. 88).

These are the top 10 best U.S. cities to retire for 2027:

  • No. 1 – Midland, Michigan
  • No. 2 – Homosassa Springs, Florida
  • No. 3 – Weirton, West Virginia
  • No. 4 – The Woodlands
  • No. 5 – Spring, Texas
  • No. 6 – Rio Rancho, New Mexico
  • No. 7 – Altoona, Pennsylvania
  • No. 8 – Paducah, Kentucky
  • No. 9 – Lynchburg, Virginia
  • No. 10 – Palm Coast, Florida
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This article first appeared on CultureMap.com.

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