Idle enterprise GPUs make cheap inference possible. Lilac is serving Kimi K2.5 at $0.40/M input and $2.00/M output. 25% off for 3 months above 1B+ tokens/month. No contracts. No minimums. In our OpenRouter benchmark, we were the lowest-priced provider in a comparable speed band. Pricing + benchmark snapshot + API access:

Agent Gateway in Gemini Enterprise gives IT teams a centralized management point for network policies, data access, and security guardrails—protecting against risks like prompt injection. Turn “Shadow AI” into “Managed AI” →

Agent Gallery in Gemini Enterprise is your unified destination for every agent your teams need—whether built by Google, created internally by your company, or discovered through our partners! NEW: Agent Marketplace is integrated into the Agent Gallery →

Projects in Gemini Enterprise: a dynamic, collaborative workspace where human experts and agents actively co-create side-by-side. By unifying your shared context across various sources, the agent acts as a dedicated expert on your specific initiative →

We first built Merciv to serve enterprise teams handling complex, fragmented data at scale. Now, we’re bringing that same technology to individuals and emerging brands to help them make better, more confident decisions faster. Identify whitespace opportunities, conduct market research, synthesize reviews, build and talk to user personas, and validate and test ideas. We just moved Merciv’s self serve product into open beta. Link to sign up below.

A common trend emerging in larger enterprises is token budgeting as a major topic. As agents can do more and more long running tasks, and thus take vastly more compute, allocation of tokens across teams becomes a very real thing in the enterprise. Companies spend a meaningful amount of time deciding how much to spend on talent, marketing campaigns, events, laptop setups, and even the cost of lunches. Tokens will be no different. Tokens will similarly need to be excruciatingly well-managed because you’ll need to ensure you don’t blow up your budget, and you’ll need to ensure that the tokens are flowing to the highest and most useful parts of work. You don’t want to find out you burned your monthly budget on something relatively low value and then be blocked on the much higher value task later. Doing this at large company scale is extremely hard as you have layers of abstraction on data and visibility into the digital work being done by agents in any central way. This is going to mean that agentic spend will increasingly will expand beyond the confines of the IT budget, and end up in organizational budgets like other expenses. Ultimately team and org leaders will have to be given budgets for this, but even they don’t have adequate visibility and controls in most cases. We’ll need all new software just to solve this problem, and it’s probably an opportunity for startups in its own right. Going to be an all new era of enterprise resource allocation, especially while we compute constrained.

New capabilities in the Gemini Enterprise app: 1. Combine generative intelligence and deterministic business logic to manage enterprise reliability 2. Scale the agentic task force with autonomy 3. Collaborate with your colleagues and agentic task force in real time 4. Govern with confidence with complete agent observability and traceability 5. Connect your ecosystem Explore our suite of agent building and management tools, here →