Google Cloud CEO Thomas Kurian said that Gemini will be "your new single, universal agent for work," a declaration as unassailable as Google's history of consistency, customer service, and long-term product support.

Long-term here means a median lifespan of about 4.1 years and a mean lifespan of about 5.4 years across 308 discontinued products and services. That doesn't include enduring successes like Gmail and Search. Perhaps Gemini is destined for that level of longevity.

In a blog post adapted from the prepared remarks he spoke at the Gemini at Work 2026 event – and what could be more appropriate for Google than to herald Gemini with a derivative work? – Kurian laid out his vision for an AI service known as Bard only two years ago.

Gemini, he said, has your business context – which is to say, data – and thus can be used for various tasks like question answering, content creation, and coding.

"It plans the work, uses skills and tools, connects to your systems, and brings back something finished — inside the documents, the inbox, and the developer environments you already work in," Kurian said. "It chooses the best model for the job, has built-in cost controls, and most importantly, has the security, administration, and governance required by your company."

Kurian's actual remarks at the event were more succinct. "Today, Gemini became an agent," he said. "You give it objectives, not just instructions. It plans the work, uses custom skills and tools, connects to your systems and brings back something finished."

You might wonder what role you play in all this as a Google Enterprise customer, when Gemini is planning, executing, and delivering. There's always Minesweeper and hunting for a job that involves physical labor and human dignity.

Sundai Pichai, CEO of Google parent Alphabet, opened the Google Cloud event with the Recitation of Self-Reported Statistics, a common ritual in the technocratic liturgy. 

"Enterprise adoption is moving faster than most people realize," he said. "Nearly 80 percent of Google Cloud customers are using our AI products. And they are not just using it, they're using it intensely. Nearly 500 enterprise customers have each processed over 1 trillion tokens on our platform in the last year."

Pichai took time to praise Google's latest model, Gemini 4 Argon, noting that it outperforms rival models Claude Opus 5.5, Claude Fable 5.1, and GPT-6 Astra on the DeepSWE v1.1 coding benchmark with a score of 77.9 percent. And within Google, he said, Gemini 4 Argon has reduced post-submit code rollbacks by 30 percent while increasing agentic code submissions from employees by 35 percent.

Kurian then continued the customer success report by citing various claimed productivity gains from Google Cloud customers. Japanese telecom biz NTT Docomo, he said, has saved 450,000 hours annually using data agents. Your mileage may vary.

But Kurian's emphasis on the solipsism of Gemini isn't entirely accurate. Gemini is unified in theory. It works within Gmail, Dive, Docs, Slides, Sheets, Chat, and Calendar as a single surface. It can be accessed across iOS, Android, Windows, and Mac desktops, not to mention third-party applications where enabled or during headless operations. It resides in Google Cloud so it retains contextual info.

But no agent is an island. Just like the stellar twins for which it's named, Gemini has more than one moving part. "It can dynamically create a roster of sub-agents — temporary, job-specific agents, each with their own identity — to tackle multi-step tasks," said Kurian, perhaps overestimating the appeal of naming spawned processes.

And the Gemini agent is distinct from the various models it may call upon, even if one of those might be Gemini 4 Argon. "It runs each job on the model that fits best — orchestrating across our Gemini family of models and Claude  models from Anthropic today, and other leading private and open models in the future — to deliver optimal quality and lower your costs," Kurian explained.

During the event, Kurian highlighted how Gemini inherits existing enterprise controls. "Every Gemini agent has an identity of its own, separate from your identity," he said. "Your policies reach it the very same way they reach your people: set the policies once, apply them everywhere rather than agency by agent. You set its budget before it starts and that budget covers the whole cost of the work."

That's the promise, but of course the very existence of enterprise cost control mechanisms suggests costs can get out of hand. It was only two months ago that Google introduced flexible billing and cost controls for agents. Managing AI spending, however, remains an unsolved problem. As noted by the Wall Street Journal recently, "Spending on AI Is Becoming Almost Impossible for Businesses to Budget."

Back in July, AI cost management company Coworker AI observed there were two Gemini Enterprise products that could easily be confused. Now we're told there's just one. Enjoy it while it lasts. ®