Navigating AI: From Access to Effective Use

AI and the dilemma. Companies that raced to put AI tools in the hands of their workers

The initial rush by companies to put powerful AI tools in the hands of every employee has quickly turned into a reality check. Many organizations gave broad access without proper governance, ROI measurement, or cost controls. The result? Sky-high cloud bills, duplicated efforts, security risks, and productivity gains that often fail to match the spending.

The real lesson: AI is not a ‘set and forget’ solution. Success comes from targeted implementations, proper training, well-designed human+AI workflows, and measurable outcomes — not from giving everyone unrestricted ChatGPT access.

The winners right now are shifting from ‘let’s give AI to everyone’ to ‘how do we solve specific high-value problems with AI in a controlled and efficient way.’

Robert Williams & Grok

Companies that raced to put AI tools in the hands of their workers are starting to rein in their use, as the cost of deploying the technology at scale begins to test corporate budgets. https://t.co/Dr2rwpEBlc pic.twitter.com/yvMcC8V1eO

— Financial Times (@FT) June 19, 2026

Source: https://x.com/FT/status/2067925468729286978?s=20