Good Enough AI May Not Be Good Enough

June 4, 2026

Rest Of World explains something that we all knew: “The Agentic Divide: Why “Good Enough” AI Isn’t Enough To Survive The New Economy.” What this means is that many AI chatbots are being released and some are better than others. That is to be expected, but no one expected there to be chatbot inequality and its economic consequences.

Chatbots are expected to take on monotonous tasks thus freeing up employees for other work. A problem, however, is that most chatbots still fail at basic facts and Big Tech companies are still launching agents to handle more complex tasks. Here is what will happen:

“As AI agents become more integrated into the economy, companies and entities that deploy them will benefit disproportionately compared to those that cannot, Nick Srnicek, a senior lecturer in digital economy at King’s College London, told Rest of World. ‘We will see new inequalities of access, scale, quality and trust: divides between those who have agents and those who don’t; those who have good agents and those who have bad agents; those who have many agents and those who have few agents; and those who can trust their agents and those who cannot,’ he said.”

China and Singapore apparently introduced frameworks to regulate AI to focus on accountability and safety. Chinese local governments are boasting single-employee companies that rely on AI chatbots. India is even embracing AI to cut costs and scale quicker.

Better chatbots are already advancing companies, saving them money, and advancing in the markets. Another problem is that if governments and companies rely on chatbots, they can be canceled at anytime without notice. There are also security concerns:

Matthew Sharp, a research affiliate at the Oxford Martin AI Governance Initiative [said]:

‘The same infrastructure can become a surveillance layer if the data flows, defaults, and oversight are wrong,” Sharp said. “The safeguards around consent, purpose limitation, auditability, and political independence would need to be real, not merely architectural.’”

My fear is that “good enough” is the new standard of excellence. A race to dumbing down. Outstanding.

Whitney Grace, June 4, 2026

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