Companies say a lot of things at their keynotes. The way to tell which ones they mean is to look at the budget behind the slogan. At I/O 2026, Sundar Pichai named this the agentic Gemini era, and then walked through spending numbers that make it clear this is not a theme for the conference. It is where Google is pointing the company.
What Google announced
In his keynote post "I/O 2026: Welcome to the agentic Gemini era", Pichai measured the shift in tokens, the units of data Google's models process. Two years ago it was 9.7 trillion a month. This year that number jumped 7x to over 3.2 quadrillion per month. AI is now the default way Google's products work, and Search leads it: Pichai said AI Overviews now has over 2.5 billion monthly active users.
He also described what that adoption is doing to Search itself:
Search has become less about individual queries and feels more like an ongoing conversation, giving you deeper insights and connecting you with the vastness of the web.
Then the budget line, which is the part that removes any doubt about commitment:
In 2022, we were spending $31 billion annually in capex. This year, we expect that number to be about six times that, approximately $180 to $190 billion.
And the agent that ties it together: Gemini Spark, a personal AI agent that takes action on your behalf and, in the coming weeks, connects to third-party tools through MCP, an open protocol for letting agents reach outside services.
In plain English
Two ideas sit underneath all of this. The first is that search is becoming a conversation. People are not firing off one query and leaving. They stay, they follow up, and Google is building for a running exchange rather than a single lookup. Your business gets introduced somewhere inside that conversation, or not at all.
The second is that agents are about to reach outward. MCP is the plumbing that lets an agent like Gemini Spark connect to tools and services it does not own. When a personal agent can call third-party tools on a user's behalf, the businesses those agents can reach and use become part of the answer. The ones with no machine-readable way in do not.
The capex number is the honesty check on both. You do not raise annual infrastructure spending from $31 billion to roughly $180 to $190 billion for a passing trend. That is a company rebuilding its platform around agents and conversation, and telling you in dollars that it expects the world to follow.
Why this matters for your business
When the platform layer goes agentic, the brand layer has to answer in kind. Google is spending at that scale to make agents the way people search, plan, and act. That changes what your website is for. It is no longer only a page a person reads. It is an interface an agent has to be able to query, understand, and act on.
Most sites were built for the old contract: rank in the list, earn the click, convert the human. In a conversation-first, agent-connected Search, that contract is fraying. If an agent cannot read your site or reach your business through a standard protocol, you are not in the exchange it is running with your customer, however good your page looks to a person.
This is not a reason to panic about a single announcement. It is a reason to notice the direction, because Google just put a nine-figure annual budget behind it. The platform is moving. The question is whether the brand layer underneath it moves too.
Where Trinzik fits
We build the brand layer for an agentic platform. Our Apex Domain Agents work turns your website into something an agent can actually use: content grounded in what your business does, structured so a machine can parse it, and a built-in site agent that answers questions on your behalf inside the conversation, not off to the side of it. As agents like Gemini Spark start reaching outward through open protocols, the businesses that expose a clean, verifiable way in are the ones those agents can complete a task with. The technical foundation is the point, because agents judge you on it.
Pichai gave the era a name and a budget in the same speech. The platform is going agentic whether or not your website is ready for it, and readiness is the whole difference between being in the conversation and being summarized out of it.
If you want your site to be legible to the agents Google is now building, that is the conversation to have with us.
Questions this raises
How much is Google spending on AI infrastructure in 2026?
Google expects to spend approximately $180 to $190 billion in capital expenditures this year, Sundar Pichai said at I/O 2026, up roughly six times from the $31 billion Google spent annually on capex in 2022. Pichai offered the figure as evidence of how seriously Google is committing to what he called the agentic Gemini era.
How many monthly active users does AI Overviews have as of I/O 2026?
AI Overviews has over 2.5 billion monthly active users, Pichai said in his I/O 2026 keynote, describing Search as the product bringing generative AI benefits to more people than any other Google product. He also noted AI Mode surpassed 1 billion monthly active users within its first year.
What is Gemini Spark?
Gemini Spark is a personal AI agent inside the Gemini app that Google announced at I/O 2026, designed to take action on a user's behalf and, in the coming weeks, connect to third-party tools through MCP, an open protocol for agents to reach outside services. Google positioned it as an example of the agentic Gemini era in practice.
Sources
- I/O 2026: Welcome to the agentic Gemini era · The Keyword (Google), May 19, 2026
- Gemini Spark and the next evolution of the Gemini app
- SynthID: identifying AI-generated images