Add BrightSurf on Google Email

Strategic fit—not market share—separates winners in AI, study shows

08.24.26 | University of Maryland
Meta Quest 3 512GB

Meta Quest 3 512GB enables immersive mission planning, terrain rehearsal, and interactive STEM demos with high-resolution mixed-reality experiences.

A newly published study in California Management Review challenges a persistent assumption in today’s AI landscape: that the strongest model inevitably becomes the dominant platform. Instead, the authors of “ Three Winning AI Strategies ” show that the global AI assistant market is being shaped by three distinct strategic positions—each succeeding on its own terms.

The study—by Daniel McCarthy of the University of Maryland’s Robert H. Smith School of Business, Maxime C. Cohen and Eddy Hage-Youssef of McGill University, and D. Daniel Sokol of the University of Southern California—draws on worldwide mobile app usage data through December 2025.

The researchers show that ChatGPT, Google Gemini and Claude occupy fundamentally different competitive positions: a scale leader, an ecosystem player and a premium niche, respectively. “So many people are so focused on which AI company has the best model, but there is much more to the competitive market than that,” says McCarthy.

Three Models, Three Ways to Win

Sensor Tower estimates, the authors note, reveal stark differences in how the leading assistants participate in the market:

“These differences highlight a central finding,” McCarthy says. “ChatGPT is selling to everyone. Google is giving Gemini away to protect its search business. Anthropic is charging a small group of professionals real money. All three are working for now, but they’re working for completely different reasons.”

From a consumer standpoint, the reason these assistants feel so different is straightforward: they’re intentionally built for different kinds of users. “Gemini is built to keep you inside Google. ChatGPT is built to be the thing everyone tries first. Claude is built for people who don’t mind paying for it as much,” McCarthy says. “That’s healthy. A market where every product felt the same would be a worse market.”

Major Launches Expand the Category — Not Cannibalize Rivals

If AI competition were a simple “horse race,” major model launches would trigger visible declines among rivals. The study finds the opposite. Across 15 major releases between May 2023 and December 2025:

“In other words,” McCarthy says, “launches help the launching firm without systematically hurting competitors. If this were a horse race, every big launch would knock the other horses back. We looked at 15 launches, and you don’t really see that.”

Different Strategies, Different Economic Tests

As the market matures, each strategic position faces a distinct pressure point:

Market share alone does not determine strategic success, McCarthy says. “What matters is whether a firm chooses a position aligned with its structural advantages.”

The authors conclude that the strategic error is not choosing the “wrong” universal model—it’s pursuing a position that doesn’t fit the organization’s strengths. Executives must ask:

1. Scale: Do we have a credible path to serving and monetizing a very large user base?

2. Ecosystem: Can our distribution or complementary offerings capture value the focal product does not?

3. Premium differentiation: Can we solve an important problem well enough to command higher willingness to pay?

Ultimately, the firms that endure will be those whose strategies match their structural advantages—not those chasing a single dominant model.

California Management Review

10.1177/00081256261477028

Data/statistical analysis

Not applicable

Three Winning Strategies

15-Aug-2026

Keywords

Article Information

Contact Information

Gregory Muraski
University of Maryland
gmuraski@umd.edu

How to Cite This Article

APA:
University of Maryland. (2026, August 24). Strategic fit—not market share—separates winners in AI, study shows. Brightsurf News. https://www.brightsurf.com/news/LVDJ6M3L/strategic-fitnot-market-shareseparates-winners-in-ai-study-shows.html
MLA:
"Strategic fit—not market share—separates winners in AI, study shows." Brightsurf News, Aug. 24 2026, https://www.brightsurf.com/news/LVDJ6M3L/strategic-fitnot-market-shareseparates-winners-in-ai-study-shows.html.