Token & Usage Analytics
See where Claude works.And what it costs.
PressW tracks Claude Code and Cowork usage so leadership can see adoption, token spend, and value by team, user, and workflow in one dashboard, reviewed every month.
Measure Claude Like Any Other Business System.
Our approach
PressW treats AI usage as an operating metric. Every seat and every skill reports into one view leadership can read.
We pull Claude Code and Cowork usage into one place, along with insights on which skills your team uses most, so nobody has to stitch reports together by hand.
Every number has a definition and an owner. The result is a dashboard your finance team trusts and your team leads actually open.
ADOPTION BY TEAM
LiveInvestment team
94% activeEngineering · Claude Code
88% activeOperations
81% activeFinance
67% activeLegal & Compliance
58% activeDATA SOURCES
6 of 7 connected
Refreshed daily · every metric defined
MONTHLY REPORT · SEP 2026
Usage up, cost per task down
86%
Weekly active
-18%
Cost per task
42
Skills in use
12 idle seats flagged for reassignment
Finance team scheduled for a follow-up workshop
Track Every Token Back to the Work It Does.
Analytics services
We connect Claude usage data to your teams, workflows, and budget, then turn it into reporting leadership can act on every month.
Adoption & Seat Utilization
Weekly active users, seat utilization, and feature adoption by team and role. Idle seats get flagged for reassignment, and low-adoption teams get targeted enablement.
Token Spend Attribution
Claude Code and Cowork spend attributed to the team, project, and workflow that generated it, so every dollar has an owner and a reason.
Skill & Workflow Insights
Every skill we build tracks how often it runs, who uses it, and what it produces. You see which workflows run daily, which stalled after launch, and where to invest next.
Executive Dashboards
One leadership dashboard showing adoption, spend, and value side by side. Definitions are documented, data refreshes on schedule, and numbers reconcile with the invoice.
Budgets, Alerts & Forecasting
Spend limits and alerts by workspace and team, plus forecasts based on real usage trends. Surprises show up as an alert in week one, not as a line on next quarter's invoice.
Monthly Usage Reviews
A standing monthly review of what changed, what's working, and what isn't. Each review ends with specific actions, from seat changes to optimization work to new training sessions.
Turn Usage Data Into Better Decisions.
Our process & impact
A fixed measurement plan gets data flowing in weeks, gives finance and IT one shared source of truth, and turns every monthly review into a clear set of actions.
01
Instrumented from day one
We connect Claude Code and Cowork usage and skill use insights before rollout, so the first week of usage is already measured against a baseline you can compare later.
02
Attributed to teams and workflows
Raw token counts don't help anyone. We map usage to teams, projects, and workflows, so leaders see which work Claude supports and what each workflow costs to run.
03
Reviewed and acted on monthly
Every month we review adoption, spend, and value with your stakeholders, flag what needs attention, and hand off clear next steps for seats, training, and optimization.
Dive Deeper
Learn more about measuring Claude adoption, usage, and spend from the PressW team.
Blog
The 4 AI Proficiency Levels: Where Do You Fall and How to Reach L4 Faster
An AI maturity framework for operators and portco leadership — what each stage looks like and how to benchmark your own organization and improve your AI usage.
Blog
How memory works in large language models
Blog
Navigating Open Source vs Closed Source AI: A Concise Analysis
Know What ClaudeIs Worth to You.
Measure adoption, track every token, and give leadership a clear view of where AI is paying off and where it isn't yet.
Claude Code · Cowork