Google I/O 2026: Gemini 3.5, Spark Agent, AI Ultra

Khanh Nguyen
Khanh Nguyen
(Updated: )
Google Restructures Its AI Stack at I/O 2026, From Faster Models to a $100-a-Month Autonomous Agent

Google used its I/O 2026 developer conference on May 19–20 to ship four overlapping announcements: a new default AI model, an entirely new multimodal model family, a cloud-hosted autonomous agent, and a restructured subscription lineup with a premium tier priced at $99.99 per month.

Gemini 3.5 Flash Becomes the Default, While Pro Waits

The most immediate change for users of the Gemini app and Google's AI Mode in Search is a model swap. Gemini 3.5 Flash, announced via Google's model research blog, became the default model across both surfaces starting May 19–20. Google describes it as four times faster than competing frontier models in output tokens per second — a vendor-stated figure with no named third-party benchmark cited at launch. The company also said it outperforms Gemini 3.1 Pro across most key benchmarks, with particular gains in coding tasks and what Google calls "GDPVal," a category measuring real-world economic task performance.

The more capable Gemini 3.5 Pro, by contrast, is not yet publicly available. According to reporting on the conference, its absence drew audible frustration from the live I/O audience, and Google indicated it would arrive the following month without naming a specific date. The gap between the two models matters for developers planning production deployments: Flash's speed advantage may not offset Pro's benchmark lead on complex reasoning tasks, so teams building applications today are operating without access to the stronger model in the same generation.

The chart below shows the user scale at which these models are now operating, based on figures Google disclosed at I/O.

Google AI User Scale at I/O 2026 Metric reference cards showing Gemini app monthly active users growing from 400M to 900M, AI Overviews reaching 2.5B monthly users, and Google's vendor-stated 4x output token speed advantage for Gemini 3.5 Flash. {"chartType":"metric-cards","title":"Google AI User Scale at I/O 2026","summary":"Key figures disclosed by Google at I/O 2026: Gemini app MAU, AI Overviews users, and vendor-stated TPS advantage for Gemini 3.5 Flash.","data":[{"label":"Gemini App MAU (May 2026)","value":"900M"},{"label":"Gemini App MAU (prior year)","value":"400M"},{"label":"AI Overviews Monthly Users","value":"2.5B"},{"label":"Gemini 3.5 Flash TPS vs. frontier models (vendor claim)","value":"4x faster"}]} Google AI User Scale at I/O 2026 Figures disclosed by Google at I/O 2026 · TPS figure is vendor-stated, not independently benchmarked Gemini App MAU May 2026 900M Up from 400M prior year Gemini App MAU Prior Year 400M Year-on-year baseline AI Overviews Monthly Users 2.5B Across Google Search Flash TPS vs. Frontier Models Vendor claim No 3rd-party benchmark Source: Google I/O 2026 · blog.google · CNBC

Gemini Omni Introduces Conversational Video Editing Across Google Surfaces

Alongside the Flash update, Google introduced a new model family it calls Gemini Omni — described as a fully multimodal architecture capable of accepting text, images, video, and audio as inputs and generating content across those same modalities. The first model in the family, Gemini Omni Flash, began rolling out immediately at I/O to paid subscribers on the Gemini app and on Google Flow, the company's video creation tool.

A wider release to YouTube Shorts and YouTube Create at no cost was announced for later in the same week. The practical distinction Google drew is that Omni Flash is not a text-to-video generator in the conventional sense. Rather than accepting a prompt and producing a fixed clip, it supports iterative video editing through ongoing conversational dialogue — a user can ask for a revision mid-process without starting over. Whether that workflow holds at scale, and what its latency and output quality look like in practice, are not addressed by the available source material.

The diagram below maps the input modalities and primary output surfaces disclosed for Gemini Omni Flash at launch.

Gemini Omni Flash: Confirmed Input Modalities and Output Surfaces at I/O 2026 Launch Architecture flow diagram showing that Gemini Omni Flash accepts text, image, video, and audio inputs, and routes output to the Gemini app, Google Flow, YouTube Shorts, and YouTube Create. {"chartType":"flow-diagram","title":"Gemini Omni Flash: Input Modalities and Output Surfaces","summary":"At I/O 2026 launch, Gemini Omni Flash accepts text, image, video, and audio inputs and routes to four confirmed output surfaces.","data":[{"input":"Text"},{"input":"Image"},{"input":"Video"},{"input":"Audio"},{"output":"Gemini App (paid)"},{"output":"Google Flow (paid)"},{"output":"YouTube Shorts (free, later in week)"},{"output":"YouTube Create (free, later in week)"}]} Gemini Omni Flash: Inputs and Output Surfaces Confirmed at I/O 2026 launch · conversational video editing distinguishes it from text-to-video tools Text Image Video Audio Gemini Omni Flash Gemini App Paid · Immediate Google Flow Paid · Immediate YouTube Shorts Free · Later that week YouTube Create Free · Later that week Source: Google I/O 2026 · CNBC

Gemini Spark Runs Continuously on Google Cloud Infrastructure, Not on User Devices

The most architecturally distinct announcement was Gemini Spark, an autonomous AI agent Google describes as always-on and running 24 hours a day, seven days a week. Spark is powered by Gemini 3.5 Flash and operates on Google Cloud virtual machines — meaning its continuous processing requires no local hardware on the user's end, but shifts the computational workload, and any associated latency, entirely to Google's infrastructure. That design choice also means the agent is not an offline tool and cannot function without a persistent cloud connection.

As disclosed at I/O, Spark automatically parses emails, tracks hidden credit card fees, organizes Google Docs, and generates study guides or workplace summaries. It integrates with Google Workspace natively. Google also said it plans to connect Spark to more than 30 third-party tools through the Model Context Protocol, listing Adobe, Uber, and Dropbox as named examples, though those integrations had not launched as of the conference. For enterprise Workspace administrators, the relevant constraint is that Spark's beta access is initially limited to the United States and is exclusive to subscribers of Google's new highest-tier plan. The infrastructure dependency on Google Cloud's TPU capacity may become a material factor as the agent scales.

The chart below maps Spark's confirmed functions and the integration scope announced at I/O, distinguishing what is live from what remains pending.

Gemini Spark: Confirmed Functions and Integration Scope at I/O 2026 Horizontal feature matrix showing five confirmed Spark autonomous functions and the announced but not-yet-launched 30-plus third-party MCP integrations. {"chartType":"feature-matrix","title":"Gemini Spark: Confirmed Functions and Integration Scope","summary":"Five autonomous functions confirmed live at I/O 2026 beta launch; 30+ MCP integrations announced but not yet available.","data":[{"function":"Parse and summarize emails","status":"Confirmed"},{"function":"Track hidden credit card fees","status":"Confirmed"},{"function":"Organize Google Docs","status":"Confirmed"},{"function":"Generate study guides","status":"Confirmed"},{"function":"Generate workplace summaries","status":"Confirmed"},{"function":"30+ third-party MCP tools (Adobe, Uber, Dropbox…)","status":"Announced — not yet launched"}]} Gemini Spark: Confirmed Functions at Beta Launch U.S. beta · AI Ultra subscribers only · MCP integrations announced but not yet live FUNCTION STATUS Parse and summarize emails Confirmed Track hidden credit card fees Confirmed Organize Google Docs Confirmed Generate study guides Confirmed Generate workplace summaries Confirmed 30+ MCP tools: Adobe, Uber, Dropbox… Announced — not yet live Source: Google I/O 2026 · CNBC · Green = confirmed at beta launch · Gold = pending

A Three-Tier Subscription Structure With Spark Locked to the $99.99 Top Plan

Google reorganized its AI subscriptions into three distinct tiers, consolidating what had been a simpler offering. The entry-level AI Plus plan is priced at $7.99 per month. The mid-tier AI Pro plan, at $19.99 per month, reflects pricing consistent with prior Gemini Advanced positioning. The new AI Ultra plan at $99.99 per month is the most significant structural change: it is the exclusive home for Gemini Spark in beta, includes priority access to Google Antigravity (described as an agent-first coding platform), raises usage limits to five times the standard ceiling, provides 20 terabytes of cloud storage, and bundles an individual YouTube Premium subscription.

The $100 price point places AI Ultra in direct competition with enterprise-tier AI offerings from other providers, though Google's bundling of storage and YouTube Premium may appeal differently to consumer subscribers than to business users evaluating it purely on AI capability. Access to Antigravity and Spark is meaningful for developers, but those features remain in early access or beta, and the full scope of what the plan delivers at scale is not yet clear from the available source material. Google also confirmed at I/O that the Gemini app has reached 900 million monthly active users — more than double the 400 million reported the previous year — and that AI Overviews in Search now serves 2.5 billion monthly users, figures that underscore the distribution scale across which these subscription tiers will operate.

The chart below compares the three plans by price and their key exclusive features as disclosed at I/O.

Google AI Subscription Tiers After I/O 2026 Restructure Horizontal bar chart comparing the three Google AI subscription tiers by monthly price: AI Plus at $7.99, AI Pro at $19.99, and AI Ultra at $99.99, with key exclusive features listed for each. {"chartType":"horizontal-bar","title":"Google AI Subscription Tiers After I/O 2026","summary":"Three-tier structure: AI Plus $7.99/mo, AI Pro $19.99/mo, AI Ultra $99.99/mo. Spark and Antigravity exclusive to Ultra.","data":[{"plan":"AI Plus","price":7.99},{"plan":"AI Pro","price":19.99},{"plan":"AI Ultra","price":99.99}]} Google AI Subscription Tiers After I/O 2026 Monthly pricing · Spark and Antigravity exclusive to AI Ultra (U.S. beta) PLAN PRICE / MO AI Plus $7.99 Standard access AI Pro $19.99 Gemini Advanced features AI Ultra $99.99 Spark · Antigravity · 5× limits · 20TB · YouTube Premium Source: Google I/O 2026 · CNBC · Bar length scaled to price · Ultra features listed at launch; subject to change

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