As with anything caught up in the financial media hype machine, the trillion-dollar artificial intelligence (AI) industry is precariously at the forefront of investors’ mind, who are being asked to balance the technology’s clear benefits, such as expedited productivity, as well as long-term staying power, against an offering company’s ability to translate these benefits into earnings and shareholder value.
This article is a journalistic opinion piece which has been written based on independent research. It is intended to inform investors and should not be taken as a recommendation or financial advice.
To resolve this tension between utility and value, an investor must be willing to put an AI-related company through the wringer, so to speak, before putting their hard-earned capital to work, determining if its combo of technological solutions and financial performance meet minimum portfolio standards. Let’s break this process down into digestible steps:
- We begin by assessing if a given AI product adds tangible value to clients, or whether or not a company’s existing operations stand to benefit from AI integration, adding newfound efficiency and pricing power to foster positive market sentiment.
- An investor must then look into the future, assessing the viability of the problem a given company is using AI to solve, shedding light on how long its stock might be relied on to compound capital.
- Finally, we tie these elements into a unified whole by examining how a product’s problem-solving capability meshes with its underlying company’s ability to make money, looking for evidence of 1) a path to profitability, 2) a leadership team skilled enough to keep the company on course, and 3) a stock performance that undersells asset quality and financial results, laying a firm foundation for a value play.
Now, let’s get our feet wet and apply these principles to a trio of AI stocks, whose attractive operations stand out after screening for negative year-over-year (YoY) returns combined with net income profitability, or at the very least a track record of earnings growth, suggesting misalignment between company quality and future earnings potential.
Computer Modelling Group
First on the docket, we have Computer Modelling Group, market cap C$292.48 million, a Calgary-based software and consulting company specializing in subsurface work for the energy industry.
The company’s bread-and-butter is reservoir simulation, offering clients a dynamic picture of their oil and gas assets in terms of geometry, rock properties, fluid composition, pressure and temperature, which they use to inform development and production decisions that often climb into the hundreds of millions of dollars.
Over almost 50 years in business, Computer Modelling Group has amassed a global client base, including Shell, Cenovus and Petrobras, that has integrated its simulations into their operations, fortifying the company with a competitive moat in a growing market expected to reach US$1 billion by the end of the decade (see slide 9 of the company’s investor relations deck).
Why is Computer Modelling Group an AI stock?
Computer Modelling Group’s connection to AI centers on its 2023 acquisition of Blueware, whose technology enables AI-powered seismic interpretation at scale.
The company also offers its CMOST intelligent optimization and analysis tool, which uses machine learning to glean insights into reservoir behavior, simultaneously varying dozens to hundreds of different parameters in search of the optimal result.
Why is Computer Modelling Group a potential value stock?
The broader market is likely not giving Computer Modeling Group investors their due because the stock is down by 1.04 per cent since 2021, despite tracking an underlying company with differentiated, industry-embedded technology, that has been consistently growing and profitable for more than a decade.
In recent years, this looks like steadily climbing recurring revenue over the past eight quarters, from C$80.6 million in Q1 2025 to C$92.2 million in Q4 2026 (see slide 16 of the investor relations deck), helping the company take in reliable free cash flow averaging C$25.48 per share annually over the period. This capital has, in turn, allowed the company to allocate ~C$90 million across four science-based acquisitions over the past 32 months, each validated against a rigorous internal rate of return hurdle.
Computer Modelling Group’s leadership team, spearheaded by Chief Executive Officer, Pramod Jain, a software executive and professional engineer with more than 15 years of experience, is so confident that the company is unfairly out of favour that it recently expanded its stock buyback program from 5 to 10 per cent of the public float.
Computer Modelling Group stock (TSX:CMG) last traded at C$3.82.
NamSys
A second AI stock falling through the cracks in market sentiment is NamSys, market cap C$31.15 million, a technology company occupying a leadership position when it comes to processing physical cash, representing about 8 per cent of cash-in-transit vehicles in the US across 35 states (see slide 11 of the 2026 annual meeting deck).
Although digital payments are increasingly the norm, retailers, financial institutions and their intermediaries must still account for the bills and coins we rummage through our pockets for to pay for good and services, providing a viable pathway to transact for the world’s 1.4 billion unbanked and millions more who are simply digitally uninclined.
For nearly 40 years, NamSys has been capitalizing on this dynamic, developing proprietary cloud-based systems that cover the supply chain from end to end, accumulating testimonials along the way confirming the technology’s ability to modernize operations while helping clients outpace the competition.
The company processes billions of dollars for its clients every month beginning with its Cirreon Retail application (about 39 per cent of revenue), which records cash activity at retail or ATM locations, including deposit tracking and online change orders, offering real-time visibility to owners and operators.
From there, Cirreon Cash-in-Transit (about 23 per cent of revenue) takes care of pickups and deliveries based on the latest data, relying on Currency Controller (about 38 per cent of revenue), which acts as a mid point, processing cash orders as they come in.
In this way, owners can track thousands of safes on a single platform, following every cent on every step of its journey.
Why is NamSys an AI stock?
NamSys is rapidly transitioning into an AI-enhanced company, having ramped up integrations in Q1 and Q2 2026 across its internal processes. Much of this work makes use of AI coding assistants, now operating throughout NamSys’ development lifecycle, allowing it to add more features and deliver on more fixes than ever before, freeing up the development team to dedicate more time to design and customer-facing initiatives.
Why is NamSys a potential value stock?
Even though cash is no longer the king it once was, given the ease of tapping your phone or credit card and moving on with your day, physical currency will remain an essential component of the financial system, if only because it doesn’t need electricity to function, serving the needs of billions of people on a daily basis.
NamSys has leveraged its established role in the mobility of this currency, supported by process-optimizing technology, into net income profitability extending back to 2021, most recently taking in C$655,052 (C$0.02 per share) in Q2 2026, up by 18 per cent from C$557,361 (C$0.02 per share) YoY.
Revenue, for its part, has more than doubled over the past seven years, climbing from less than US$1 million in Q1 2019 to US$2.13 million in Q2 2026, reflecting the company’s commitment to bringing efficiency to the cash processing market.
That said, NamSys’ excellent financial track record hasn’t carried over into stock performance, saddling investors with a 26.11 per cent loss YoY and an only 5.45 per cent gain since 2021, opening the door for President and CEO, Jason Siemens – who has overseen nearly 30 years of progressive responsibilities at NamSys – to continue rallying his team and educating the market about the company’s significant price-value dislocation.
NamSys stock (TSXV:CTZ) last traded at C$1.16.
MultiSensor AI
Our third and final suggestion for an AI stock showing signs of trading at a discount is MultiSensor AI, market cap US$10.80 million, a technology company combining thermal, vibration and visual sensors into MSAI Connect, an AI-powered data solution that helps high-volume industrial clients reduce costs, optimize safety and maximize the productive lives of their assets.
Unlike the conventionally manual and reactive approach to asset monitoring, MultiSensor AI brings automation into the picture, allowing teams to reduce uncertainty by quantifying the potential for mechanical and electrical issues before they happen, all while managing more assets with fewer people.
With this value proposition in hand, the company is actively pursuing share in an estimated US$9 billion addressable market spanning retail distribution, couriers, airports, automotive manufacturing, cold storage and data centers, with emphasis on potential clients that rely on complex systems at risk of single points of failure (see slide 18 of the March 2026 investor deck).
Why is MultiSensor AI a potential value stock?
As the AI industry enjoys parabolic growth, MultiSensor AI is seated comfortably in front of this tailwind and capitalizing on it, having posted a track record of rapidly decreasing unprofitability that speaks highly of leadership’s capital allocation skills.
In 2024, the company increased revenue to US$7.4 million, up by 36 per cent from US$5.4 million in 2023, reducing net losses to US$1.07 per share, down by 70 per cent from US$3.56 per share YoY.
This value-accretive trend carried on in 2025 with a respectable US$5.6 million in revenue and net losses of US$11.7 million, down by 46 per cent from a US$21.5 million loss YoY, driven by active sensor count growth from 460 to 730 YoY.
The company kept the momentum going in Q1 2026, taking in US$1.6 million in revenue, up by 38 per cent from US$1.2 million YoY, achieving a net loss of US$2.5 million, down by 44 per cent from a US$4.4 million loss YoY, thanks to growing software revenue, better expense management and improving operating efficiency.
Shares of MultiSensor AI, however, have suffered an irrational more than 80 per cent loss YoY, creating the optimal conditions for the company’s team of business building experts, led by President and CEO, Asim Akram, a technology specialist that cut his teeth at Accenture, KPMG and Honeywell, to leverage a tight 2.02 million shares outstanding and US$22.6 million in cash and equivalents as of Q1 2026 into new products, client relationships and further progress on the company’s path to profitability.
MultiSensor AI stock (NASDAQ:MSAI) last traded at US$5.45.
Takeaway
The idea of stock market efficiency, where prices automatically digest new company information as it becomes publicly available, is a beautiful but ultimately utopian notion that ignores how unpredictable investors can be when returns either vastly surpass or underperform expectations.
This dislocation between expectations and reality is often more pronounced when a given industry, such as AI, is having its moment in the spotlight, challenging investors to cut through extreme emotions to the company fundamentals that lie beneath.
It’s these fundamentals, including asset quality, leadership skill and financial performance, that should carry the brunt of the weight behind your next investment decision.
Join the discussion: Find out what investors are saying about these AI stocks on the Computer Modelling Group Ltd., NamSys Inc. and MultiSensor AI Holdings Inc. Bullboards and make sure to explore the rest of Stockhouse’s stock forums and message boards.
