AI

Beware AI’s hidden costs before they bankrupt innovation

Comment

ladders leading from one cloud to another; cloud migration
Image Credits: Baac3nes (opens in a new window) / Getty Images

Mark Troller

Contributor

Mark Troller, chief information officer at Tangoe, Inc., brings over 20 years of diverse IT leadership experience from a range of industries, including telecom, cable television, internet advertising, and financial services.

As the lynchpin of digital innovation, artificial intelligence holds the future for every forward-leaning business. But while AI and generative AI pave a path toward opportunity, they come with financial sustainability risks that can threaten the durable use of these technologies.

Unpacking this issue requires understanding AI’s addiction to the cloud. AI relies heavily on cloud storage and computing powers. Separate, they are nothing, but together, AI has velocity.

Cloud infrastructure and applications give advanced analytics, hyper-automation, and large language models the fast, scalable delivery channels they need to be effective. But this also triggers cloud expenditures that can go unforeseen and undetected. The Wall Street Journal recently published an article on how AI is impacting the ability to control cloud costs. Hidden infrastructure and application costs pile expenses on an already tricky cloud dynamic:

When you factor in AI’s costly yet indispensable ally with the high demands for new GenAI tools, it’s easy to see why investment strategies can quickly become financially unsustainable. GenAI is driving another layer of technical debt for many businesses. Under the pressures of constant innovation, we could see the AI cloud grow at new, record-breaking speeds. As these factors come together in 2024, we may even see cloud hangovers of the past three years grow into full-fledged AI-cloud bankruptcies. Hidden costs have the potential to bankrupt AI innovation because they limit the ability for CIOs and CFOs to create new budgets, finding funding from within as a means to sustain the economic cycles of digital transformation.

Investments in AI become untenable when costs outpace the value delivered or the growth of the business overall. One of the most significant innovation pitfalls is failing to account for contributing costs, including the underlying network platform and expertise needed to support AI. Returns must cover fully loaded expenses without increasingly consuming more of the IT budget — not to mention the IT staff’s time.

To keep disruptive technologies from disrupting financial futures, executives must navigate the adverse economics of innovation, drawing more attention to the sustainability of emerging technologies.

AI’s financial watchdog: Lean portfolio management

Research from Gartner shows that by 2025, “70% of digital investments will fail to deliver expected business outcomes due to the absence of strategic portfolio management.” Sometimes referred to as IT business management, the practice of technology portfolio management executes an innovation strategy while staying within the confines of financial and human resource constraints. To be resilient in their ability to innovate, companies should consider these key focal points.

Dispel misconceptions: AI automation means less to do but more to manage

Yes, AI automates operations, leading to productivity gains. However, it’s essential to acknowledge that investments require a paradigm shift in expense management. On-demand cloud resources and variable pricing structures offer favorable pay-for-what-you-use terms and infinitely scalable costs amid increased consumption habits.

Financial leaders should tighten their grip with visibility, control, and predictability in mind when investing in dynamically scalable technologies, as these are the guideposts for ultimately driving sustainable innovation.

  • Look closely at your returns. Accelerated ROI (return on investment) can be achieved by closely aligning AI to business goals, prioritizing projects with quick wins, and regularly assessing the impact of AI on metrics. These are critical in attaining business value faster.
  • Control and track both direct and indirect costs. Cloud financial management strategies, including FinOps, put governance in place with spending thresholds and proactive alerts. They also monitor all-in costs using chargebacks to connect expenditures to innovation projects and business lines to better trace results.
  • Use AI to counterbalance AI’s side effects. While AI can spur more cloud expenses, it can also help control them. Advanced cost management platforms can find sources of overspending in multi-cloud environments and pinpoint the most cost-effective infrastructure configurations, making changes automatically.

Address friction points: Bring finance and tech together to cultivate accountability

Speed of innovation is a must, but as companies open the taps on AI, spending becomes decentralized, which makes cost control more difficult. Inherently, executives, line-of-business leaders, and employees want purchasing power, but financial checks and balances are necessary for risk management. CEO mandates can clash with risk appetites. This tension can create internal resistance and contention as innovation leaders are under increasing pressure to transform digitally. In contrast, financial leaders need to balance controls to tune spending continuously.

  • Align tech and finance leaders and their teams under the assumption that AI and cloud spending will grow in ways that call for more collaboration, visibility, and real-time controls.
  • Just-in-time approaches can help make the necessary mental shifts, constantly matching resources to demands with a commitment to rightsizing and reducing waste.
  • Foster a culture of accountability, ensuring that financial responsibility permeates IT while digital innovation permeates finance. Rather than viewing innovation as individual projects, it should be seen as a broad enabler where sound personal investments facilitate continuous widespread advancements.

Affording AI transformation with minimal impact

AI’s addiction to cloud computing conceals a financial sustainability challenge that creates another impetus for guarded rationalization. The escalating impact of AI on cloud costs, the looming threat of “cloud inflation,” and the demand for GenAI raise concerns about unforeseen expenditures and AI’s ability to afford positive business outcomes with minimal impact in the near- and long-term.

AI promises unprecedented business growth, but companies must take charge of their tech portfolios to avert the risk of AI-cloud bankruptcies in 2024. Managing expenses and fostering a culture of accountability are crucial strategies. By aligning innovation with financial responsibility, businesses can capitalize on the limitless potential of AI without compromising their ability to transform reliably. Extending the useful life of AI will help extract more business value while also putting less pressure on innovation leaders.

More TechCrunch

When Alex Ewing was a kid growing up in Purcell, Oklahoma, he knew how close he was to home based on which billboards he could see out the car window.…

OneScreen.ai brings startup ads to billboards and NYC’s subway

SpaceX’s massive Starship rocket could take to the skies for the fourth time on June 5, with the primary objective of evaluating the second stage’s reusable heat shield as the…

SpaceX sent Starship to orbit — the next launch will try to bring it back

Eric Lefkofsky knows the public listing rodeo well and is about to enter it for a fourth time. The serial entrepreneur, whose net worth is estimated at nearly $4 billion,…

Billionaire Groupon founder Eric Lefkofsky is back with another IPO: AI health tech Tempus

TechCrunch Disrupt showcases cutting-edge technology and innovation, and this year’s edition will not disappoint. Among thousands of insightful breakout session submissions for this year’s Audience Choice program, five breakout sessions…

You’ve spoken! Meet the Disrupt 2024 breakout session audience choice winners

Check Point is the latest security vendor to fix a vulnerability in its technology, which it sells to companies to protect their networks.

Zero-day flaw in Check Point VPNs is ‘extremely easy’ to exploit

Though Spotify never shared official numbers, it’s likely that Car Thing underperformed or was just not worth continued investment in today’s tighter economic market.

Spotify offers Car Thing refunds as it faces lawsuit over bricking the streaming device

The studies, by researchers at MIT, Ben-Gurion University, Cambridge and Northeastern, were independently conducted but complement each other well.

Misinformation works, and a handful of social ‘supersharers’ sent 80% of it in 2020

Welcome back to TechCrunch Mobility — your central hub for news and insights on the future of transportation. Sign up here for free — just click TechCrunch Mobility! Okay, okay…

Tesla shareholder sweepstakes and EV layoffs hit Lucid and Fisker

In a series of posts on X on Thursday, Paul Graham, the co-founder of startup accelerator Y Combinator, brushed off claims that OpenAI CEO Sam Altman was pressured to resign…

Paul Graham claims Sam Altman wasn’t fired from Y Combinator

In its three-year history, EthonAI has amassed some fairly high-profile customers including Siemens and chocolate-maker Lindt.

AI manufacturing startup funding is on a tear as Switzerland’s EthonAI raises $16.5M

Don’t miss out: TechCrunch Disrupt early-bird pricing ends in 48 hours! The countdown is on! With only 48 hours left, the early-bird pricing for TechCrunch Disrupt 2024 will end on…

Ticktock! 48 hours left to nab your early-bird tickets for Disrupt 2024

Biotech startup Valar Labs has built a tool that accurately predicts certain treatment outcomes, potentially saving precious time for patients.

Valar Labs debuts AI-powered cancer care prediction tool and secures $22M

Archer Aviation is partnering with ride-hailing and parking company Kakao Mobility to bring electric air taxi flights to South Korea starting in 2026, if the company can get its aircraft…

Archer, Kakao Mobility partner to bring electric air taxis to South Korea in 2026

Space startup Basalt Technologies started in a shed behind a Los Angeles dentist’s office, but things have escalated quickly: Soon it will try to “hack” a derelict satellite and install…

Basalt plans to ‘hack’ a defunct satellite to install its space-specific OS

As a teen model, Katrin Kaurov became financially independent at a young age. Aleksandra Medina, whom she met at NYU Abu Dhabi, also learned to manage money early on. The…

Former teen model co-created app Frich to help Gen Z be more realistic about finances

Can AI help you tell your story? That’s the idea behind a startup called Autobiographer, which leverages AI technology to engage users in meaningful conversations about the events in their…

Autobiographer’s app uses AI to help you tell your life story

AI-powered summaries of web pages are a feature that you will find in many AI-centric tools these days. The next step for some of these tools is to prepare detailed…

Perplexity AI’s new feature will turn your searches into shareable pages

ChatGPT, OpenAI’s text-generating AI chatbot, has taken the world by storm. What started as a tool to hyper-charge productivity through writing essays and code with short text prompts has evolved…

ChatGPT: Everything you need to know about the AI-powered chatbot

Battery recycling startups have emerged in Europe in a bid to tap into the next big opportunity in the EV market: battery waste.  Among them is Cylib, a German-based startup…

Cylib wants to own EV battery recycling in Europe

Amazon has received approval from the U.S. Federal Aviation Administration (FAA) to fly its delivery drones longer distances, the company announced on Thursday. Amazon says it can now expand its…

Amazon gets FAA approval to expand US drone deliveries

With Plannin, creators can tell their audience about their latest trip, which hotels they liked and post photos of their travels.

Former Priceline execs debut Plannin, a booking platform that uses travel influencers to help plan trips

Amazon is rolling out its AI voice search feature to Alexa, which lets it answer open-ended questions about content.

Amazon is rolling out AI voice search to Fire TV devices

Redpanda has already integrated Benthos into its own service and has made it the core technology of its new Redpanda Connect service.

Redpanda acquires Benthos to expand its end-to-end streaming data platform

It’s a lofty goal to take on legacy payments infrastructure, however, Forward’s model has an advantage by shifting the economics back to SaaS companies.

Fintech startup Forward grabs $16M to take on Stripe, lead future of integrated payments

Fertility remains a pressing concern around the world — birthrates are down in many countries, and infertility rates (that is, the inability to conceive) are up. Rhea, a Singapore- and…

Rhea reaps $10M more led by Thiel

Microsoft, Meta, Intel, AMD and others have formed a new group to design next-gen interconnects for AI accelerator hardware.

Tech giants form an industry group to help develop next-gen AI chip components

With JioFinance, the Indian tycoon Mukesh Ambani is making his boldest consumer-facing move yet into financial services.

Ambani’s Reliance fires opening salvo in fintech battle, launches JioFinance app

Salespeople live and die by commissions. It’s no surprise, then, that Salesforce paid a premium to buy a platform that simplifies managing commissions.

Filing shows Salesforce paid $419M to buy Spiff in February

YoLa Fresh works with over a thousand retailers across Morocco and records up to $1 million in gross merchandise volume.

YoLa Fresh, a GrubMarket for Morocco, digs up $7M to connect farmers with food sellers

Instagram is expanding the scope of its “Limits” tool specifically for teenagers that would let them restrict unwanted interactions with people.

Instagram now lets teens limit interactions to their ‘Close Friends’ group to combat harassment