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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$12M pharmaceutical manufacturing facility to be built in Sugar Land

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A nearly $12 million drug manufacturing facility is coming to Sugar Land.

City leaders in Sugar Land recently approved a $1.3 million performance-based incentive for DeliverIt Group, a Sugar Land-based provider of specialty pharmacy, infusion therapy and clinical care services, for the development of the 60,000-square-foot facility.

The facility, which will be registered with the U.S. Food and Drug Administration (FDA), will compound medication. The process of drug compounding combines, mixes or alters ingredients to create a medication tailored to a certain patient. A compounded drug is created when an FDA-approved drug can’t meet a patient’s needs.

The facility, which will employ 55 people, will expand DeliverIt’s offerings from specialty pharmacy and infusion services to advanced pharmaceutical manufacturing. In a press release, the City of Sugar Land says the facility reinforces the suburb’s status as a hub for life sciences and health care innovation.

DeliverIt, founded in 2010, already employs about 60 people.

The $1.3 million incentive, to be distributed over the course of 10 years, is being funded through the Sugar Land Development Corporation’s 4A sales tax program.

“The addition of a pharmaceutical manufacturing operation of this caliber reflects the type of targeted growth we want to see in Sugar Land,” Jennifer Alexander, business development manager for the City of Sugar Land, said in a news release. “Our focus on smart, strategic investment means supporting life sciences innovators in ways that maximize existing assets while driving long-term community prosperity.”

The current size of the U.S. drug-compounding market is estimated at $7.42 billion, and it’s projected to climb to $12.79 billion by 2035, according to Towards Healthcare Research and Consulting.

Drug compounding is gaining momentum due to increases in personalized medicine and personal treatment approaches, with growth being supported by aging populations and the rise of chronic illnesses, Towards Healthcare says.

XSpace plans $250M industrial condo expansion with RAFA Racing Club

growth mode

Houston-based XSpace Group has teamed up with two other Houston companies, RAFA Racing Club and Maximo Capital, to develop five industrial condo projects that pair flex space and high-end car storage space with a members-only clubhouse for motorsports enthusiasts.

The five projects will be built in the Dallas-Fort Worth; Miami-Boca Raton; Charlotte-Mooresville, North Carolina; Phoenix-Scottsdale; and Los Angeles markets. Other markets, including Las Vegas, are under consideration for future phases.

XSpace says the initial five-project venture will generate estimated sales of $250 million. Condos will be available to rent or own.

The ground floor of each project will feature a RAFA Racing Club Social & Performance Centre, a members-only clubhouse, event space and lifestyle hub. The remaining floors will offer space for car storage, collectibles, offices and studios. RAFA will operate the ground floor of each building.

“Our goal from day one with RAFA Racing has been to connect people through a shared love of performance and community,” Rafael Martinez, founder of RAFA Racing Club and principal of Maximo Capital, said in a news release. “By pairing XSpace’s forward-thinking condominium design with the exclusive hospitality, networking and high-performance environment of a RAFA Racing Club clubhouse, we’re establishing a community blueprint where passion meets community.”

Each clubhouse will offer:

  • Lounges
  • Dining, working and networking spaces
  • Concierge service
  • Driving simulators
  • Fitness and conditioning capabilities

“We’re building the most valuable community-driven real estate product in America — and RAFA Racing Club is the anchor that makes it unlike anything else on the market," Byron Smith, founder of XSpace, added in a release. “By integrating our flexible, high-end industrial condominiums with RAFA’s world-class hospitality and automotive community spaces, we are completely redefining what commercial real estate can be for the motorsports enthusiast.”

RAFA operates facilities for motorsports fans in Houston and Austin. The clubs, geared toward wealthy people, entrepreneurs, executives, and brand partners, combine a clubhouse, garage, paddock (racing’s version of a locker room), a “human performance” center and driver training programs.

RAFA plans to open seven clubs in the U.S. and three outside the U.S. over the next four years.

XSpace operates a high-end office, warehouse, and lifestyle condo project in Austin and is building a project in Houston that’s set to open in 2027.

Walmart expands drone delivery service to 8 new Houston-area stores

Now Landing

More Walmart delivery drones are now buzzing around Houston-area skies.

In January, Walmart launched its drone delivery service in partnership with Wing at five locations in the Houston area. The retail giant just added eight more stores to its Houston-area drone delivery network.

Wing says the expansion makes drone delivery available to more than 1 million residents of the Houston area. “Many can now bypass notorious Houston traffic to get everyday Walmart essentials delivered by drone in minutes,” Wing said in a release.

The eight Walmart stores that joined the drone delivery network are:

  • 13003 Tomball Pkwy. Houston
  • 12353 FM 1960 Rd. West, Houston
  • 2901 Riley Fuzzel Rd., Spring
  • 20310 U.S. Highway 59, New Caney
  • 1025 Sawdust Rd., Spring, TX 77380
  • 13484 Northwest Fwy., Houston, TX
  • 13750 East Fwy., Houston
  • 3506 Highway 6 South, Houston

Stores where drone delivery was already available are:

  • 14215 FM 2100 Rd., Crosby
  • 1313 N. Fry Rd., Katy
  • 15955 FM 529 Rd., Houston
  • 255 FM 518, Kemah
  • 6060 N. Fry Rd., Katy

Houstonians can learn whether their address is eligible for drone delivery from a Walmart store by visiting wing.com/walmart. Drone-delivered orders can be placed on the Walmart app, the Wing app, or at Walmart.com.

Once an order is ready, it’s loaded onto a delivery drone. The drone then flies up to 60 mph and at a cruising altitude of about 150 feet to reach the customer’s home. The average flight takes less than 5 minutes.

Once it arrives at the customer’s home, the drone stops, hovers at roughly 23 feet, and lowers the order via a tether. Wing says its drones gently lower orders to the ground to protect fragile items like eggs and coffee.

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This article originally appeared on CultureMap.com.

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