Introducing the Guild Insights Dashboard

Tokenmaxxing (or minimizing) might have dominated the conversation over the last few weeks, but here at Guild, we know the next phase of the token conversation is more about using tokens with purpose, visibility, and control. Leaders are asking a sharper question: what did all that spending actually deliver?

At Guild, we've been building the control plane and infrastructure layer for the future, and today we're adding to it with the introduction of our new Guild Insights Dashboard, which provides developers and organizations with detailed visibility into how their AI agents consume resources and incur costs.

Organizations have watched their AI bills climb, and they’ve blown through their quarterly and even annual budgets, often without a full understanding of what exactly they’ve spent money on. Tech teams have responded by more closely scrutinizing every prompt, every model call, and every token spent. Focusing solely on token usage misses the bigger picture. 

Tokenmaxxing is simply an early signal of a much larger shift: organizations are beginning to operate hundreds of autonomous agents, yet most lack the tooling needed to observe, govern, and manage them reliably. The real problem isn't that organizations are consuming too many tokens. It's that they're deploying AI agents without the visibility and governance infrastructure required to manage them effectively.

With Guild Insights, teams can now:

• See spend in real dollars - exactly what AI is costing you org-wide, not just raw token counts.
• Trace it to the source - spend and tokens broken down by workspace, agent, user, provider, and model, each with its share of the total.
• Track it over time - daily spend and usage across a 7/30/90-day window, compared to the previous period.
• Spot what's avoidable -  cache hit rate and input/output mix that show where cost is being wasted.

The Guild Insights Dashboard allows teams to figure out where they should focus work on making their agents more efficient. By knowing what they’re spending on a particular agent, teams can determine what to improve for efficiency and impact. 

For teams that need deeper visibility, Guild Insights also provides agent-level breakdowns, allowing developers to understand exactly which agents are driving consumption.

Organizations can further segment usage by provider, making it easy to compare spend across models and vendors. Whether you're evaluating usage across Claude, Gemini, OpenAI, or other providers, you can quickly understand where resources are being allocated.

We've also built flexible time-based reporting at 7, 30, and 90 days, allowing teams to compare usage and spending across period-over-period—and optimize spend over time.

This is only the beginning. Over time, our visibility and governance capabilities will expand to include:

• Session-level usage analytics for deeper operational insights
• Impact monitoring to measure the effectiveness of agents
• Budget enforcement at the agent and session level to control costs and eliminate overages

As organizations scale from a handful of agents to hundreds or thousands, the challenge will be managing an increasingly autonomous workforce of AI agents with the same level of visibility, accountability, and governance that companies expect from other critical business systems.

That's the future we're building.

With the Guild Insights Dashboard, organizations can confidently deploy AI agents, knowing they have the visibility and governance layers needed to manage them at scale.

Check it out here.