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Coinwy > Blog > News > AI agents face ROI hurdles as compute and upkeep rise
News

AI agents face ROI hurdles as compute and upkeep rise

Noah Carter
Last updated: February 20, 2026 3:10 am
Noah Carter
Published: February 20, 2026
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Key Takeaway:

  • Negative ROI leads agents to avoid or refuse costly automation tasks.
  • Automating many tasks remains uneconomic after development, training, deployment costs.
  • Human workers remain cost-viable where AI operational expenses exceed labor savings.
Where AI agent ROI breaks down vs human labor: Analysis

The simple calculus is holding: when AI agents cost more to run than comparable human work, they don’t replace jobs. In practice, negative ROI of AI automation leads agents to “refuse” costly tasks.

As reported by CNBC, a joint study by MIT and IBM found that automating many tasks remains uneconomic once development, training, and deployment are counted; even a small bakery’s potential labor savings were outweighed by AI implementation costs. The figures indicate that, near term, human workers often remain the cost-viable option.

According to Bitget News, the high costs of deploying and running AI agents can prevent them from substituting for human roles when equally capable employees are available at lower total cost. This frames AI vs human labor cost as an operational, not purely technical, decision.

As reported by Inoticia, Booking Holdings said generative AI cut customer service costs per reservation by about 10% during an earnings call. That is notable, but durable savings at scale depend on workload design, accuracy thresholds, and error-remediation costs that can erode headline gains.

As reported by Hackernoon, modern agents can attempt multi-step work from a prompt, e.g., “Create an e-commerce site”, by leveraging large models to plan and autocomplete entire workflows. That matters because orchestration, context length, and tool use directly influence AI agents cost.

Operators also confront integration, monitoring, and compliance overheads alongside token and compute spend; for example, some teams test Anthropic’s Claude-based agents yet still weigh reliability, evaluation, and human-in-the-loop coverage. These hidden line items influence the ROI of AI automation as much as per-call model pricing.

Industry operators increasingly flag a practical cost ceiling before full replacement is rational. “I was paying around $300/day for an Anthropic Claude AI agent, roughly $100,000 per year, while it ran at only 10–20% capacity,” said Jason Calacanis on The All-In Podcast.

As reported by Cointelegraph, other investors have argued agents must be at least twice as productive as an employee to be cost-competitive, and that multiple agents can exceed a single worker’s daily cost without clear productivity proof. This underscores why, for now, many firms deploy agents to augment narrowly defined, high-volume tasks rather than to displace entire jobs.

At the time of this writing, market context around AI-linked assets remains mixed: Fetch.ai (FET) is at $0.1641 with Bearish sentiment, 15.43% volatility, 9/30 green days, an RSI(14) of 39.38, and SMA50/SMA200 at 0.2245/0.3960. These figures are descriptive only and do not imply outcomes for automation or labor dynamics.

Disclaimer:
Coinwy provides news and informational content related to cryptocurrency and digital assets. The information published on this site is for educational purposes only and does not constitute financial, investment, or trading advice. Cryptocurrency investments carry significant risk. Always conduct your own research and consult a qualified financial advisor before making any financial decisions.

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