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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Rice University launches hub in India to drive education, tech innovation abroad

global mission

Rice University is launching Rice Global India, which is a strategic initiative to expand India’s rapidly growing education and technology sectors.

“India is a country of tremendous opportunity, one where we see the potential to make a meaningful impact through collaboration in research, innovation and education,” Rice President Reginald DesRoches says in a news release. “Our presence in India is a critical step in expanding our global reach, and we are excited to engage more with India’s academic leaders and industries to address some of the most pressing challenges of our time.”

The new hub will be in the country’s third-largest city and the center of the country’s high-tech industry, Bengaluru, India, and will include collaborations with top-tier research and academic institutions.

Rice continues its collaborations with institutions like the Indian Institute of Technology (IIT) Kanpur and the Indian Institute of Science (IISc) Bengaluru. The partnerships are expected to advance research initiatives, student and faculty exchanges and collaborations in artificial intelligence, biotechnology and sustainable energy.

India was a prime spot for the location due to the energy, climate change, artificial intelligence and biotechnology studies that align with Rice’s research that is outlined in its strategic plan Momentous: Personalized Scale for Global Impact.

“India’s position as one of the world’s fastest-growing education and technology markets makes it a crucial partner for Rice’s global vision,” vice president for global at Rice Caroline Levander adds. “The U.S.-India relationship, underscored by initiatives like the U.S.-India Initiative on Critical and Emerging Technology, provides fertile ground for educational, technological and research exchanges.”

On November 18, the university hosted a ribbon-cutting ceremony in Bengaluru, India to help launch the project.

“This expansion reflects our commitment to fostering a more interconnected world where education and research transcend borders,” DesRoches says.

UH-backed project secures $3.6M to transform CO2 into sustainable fuel with cutting-edge tech

funds granted

A University of Houston-associated project was selected to receive $3.6 million from the U.S. Department of Energy’s Advanced Research Projects Agency-Energy that aims to transform sustainable fuel production.

Nonprofit research institute SRI is leading the project “Printed Microreactor for Renewable Energy Enabled Fuel Production” or PRIME-Fuel, which will try to develop a modular microreactor technology that converts carbon dioxide into methanol using renewable energy sources with UH contributing research.

“Renewables-to-liquids fuel production has the potential to boost the utility of renewable energy all while helping to lay the groundwork for the Biden-Harris Administration’s goals of creating a clean energy economy,” U.S. Secretary of Energy Jennifer M. Granholm says in an ARPA-E news release.

The project is part of ARPA-E’s $41 million Grid-free Renewable Energy Enabling New Ways to Economical Liquids and Long-term Storage program (or GREENWELLS, for short) that also includes 14 projects to develop technologies that use renewable energy sources to produce sustainable liquid fuels and chemicals, which can be transported and stored similarly to gasoline or oil, according to a news release.

Vemuri Balakotaiah and Praveen Bollini, faculty members of the William A. Brookshire Department of Chemical and Biomolecular Engineering, are co-investigators on the project. Rahul Pandey, is a UH alum, and the senior scientist with SRI and principal investigator on the project.

Teams working on the project will develop systems that use electricity, carbon dioxide and water at renewable energy sites to produce renewable liquid renewable fuels that offer a clean alternative for sectors like transportation. Using cheaper electricity from sources like wind and solar can lower production costs, and create affordable and cleaner long-term energy storage solutions.

Researchers Rahul Pandey, senior scientist with SRI and principal investigator (left), and Praveen Bollini, a University of Houston chemical engineering faculty, are key contributors to the microreactor project. Photo via uh.edu

“As a proud UH graduate, I have always been aware of the strength of the chemical and biomolecular engineering program at UH and kept myself updated on its cutting-edge research,” Pandey says in a news release. “This project had very specific requirements, including expertise in modeling transients in microreactors and the development of high-performance catalysts. The department excelled in both areas. When I reached out to Dr. Bollini and Dr. Bala, they were eager to collaborate, and everything naturally progressed from there.”

The PRIME-Fuel project will use cutting-edge mathematical modeling and SRI’s proprietary Co-Extrusion printing technology to design and manufacture the microreactor with the ability to continue producing methanol even when the renewable energy supply dips as low as 5 percent capacity. Researchers will develop a microreactor prototype capable of producing 30 MJe/day of methanol while meeting energy efficiency and process yield targets over a three-year span. When scaled up to a 100 megawatts electricity capacity plant, it can be capable of producing 225 tons of methanol per day at a lower cost. The researchers predict five years as a “reasonable” timeline of when this can hit the market.

“What we are building here is a prototype or proof of concept for a platform technology, which has diverse applications in the entire energy and chemicals industry,” Pandey continues. “Right now, we are aiming to produce methanol, but this technology can actually be applied to a much broader set of energy carriers and chemicals.”

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This article originally ran on EnergyCapital.

Houston innovator drives collaboration, access to investment with female-focused group

HOUSTON INNOVATORS PODCAST EPISODE 262

After working in technology in her home country of Pakistan, Samina Farid, who was raised in the United States, found her way to Houston in the '70s where business was booming.

She was recruited to work at Houston Natural Gas — a company that would later merge and create Enron — where she rose through the ranks and oversaw systems development for the company before taking on a role running the pipelines.

"When you're in technology, you're always looking for inefficiencies, and you always see areas where you can improve," Farid says on the Houston Innovators Podcast, explaining that she moved on from Enron in the mid-'80s, which was an exciting time for the industry.

"We had these silos of data across the industry, and I felt like we needed to be communicating better, having a good source of data, and making sure we weren't continuing to have the problems we were having," she says. "That was really the seed that got me started in the idea of building a company."

She co-founded Merrick Systems, a software solutions business for managing oil and gas production, with her nephew, and thus began her own entrepreneurial journey. She came to another crossroads in her career after selling that business in 2014 and surviving her own battle with breast cancer.

"I got involved in investing because the guys used to talk about it — there was always men around me," Farid says. "I was curious."

In 2019, she joined an organization called Golden Seeds. Founded in 2005 in New York, the network of angel investors funding female-founded enterprises has grown to around 280 members across eight chapters. Suzan Deison, CEO of the Houston Women's Chamber, was integral in bringing the organization to Houston, and now Farid leads it as head of the Houston Chapter of Golden Seeds.

For Farid, the opportunity for Houston is the national network of investors — both to connect local female founders to potential capital from coast to coast and to give Houston investors deal flow from across the country.

"It was so hard for me to get funding for my own company," Farid says. "Having access to capital was only on the coasts. Software and startups was too risky."

Now, with Golden Seeds, the opportunity is there — and Farid says its an extremely collaborative investor network, working with local organizations like the Houston Angel Network and TiE Houston.

"With angel investing, when we put our money in, we want these companies to succeed," she says."We want more people to see these companies and to invest in them. We're not competing. We want to work with others to help these companies succeed."

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