Lucanet · AI Dashboard

—

Total Active Users

—

Claude

—

Copilot Chat

—

Copilot 365

—

OpenAI

—

Teams Premium

—

CLAUDE AVG DAU

—

COPILOT CHAT AVG DAU

—

COPILOT 365 AVG DAU

—

OPENAI AVG DAU

—

TEAMS PREMIUM AVG DAU

—

DAU Comparison

Daily active users across AI services

Service Mix per VP Area

100% stacked bars (Teams Premium excluded)

Adoption Heatmap

Users per Service × VP Area

Service Stickiness — DAU / Active Users Ratio

What % of active users come back every day? Higher = stickier product.

Multi-Tool Adoption

How many AI services do users touch?

Weekday vs Weekend Comparison

Average weekday DAU vs weekend DAU per service. Reveals which tools are "work only" vs organic/personal usage.

VP Area Adoption by Service

Inline bars, color-coded adoption badges. Switch between services.

Claude — VP Area Size vs Adoption

Bubble size = active users

Copilot Chat — VP Area Size vs Adoption

Bubble size = active users

Copilot 365 — VP Area Size vs Adoption

Bubble size = active users

OpenAI — VP Area Size vs Adoption

Bubble size = active users

Cross-service user licenses

● Claude ● Copilot Chat ● Copilot 365 ● OpenAI ● Teams Prem

🔍

—

Total Unique Users

—

1 AI Service

—

2 AI Services

—

3 AI Services

—

4 AI Services

—

5 AI Services

—

Claude

Copilot Chat

Copilot 365

OpenAI

Teams Premium

Beta: AI Costs is in development. Cost calculations are based on configured rates and may not reflect actual invoiced amounts. Data should not be used for financial reporting.

Claude: API costs are ignored. Old Claude licence model implemented, waiting for cost API endpoint to deliver consumption-based cost.

Total Monthly Cost

—

all AI services

Claude

—

monthly license cost

Copilot Chat

—

free

Copilot 365

—

monthly license cost

OpenAI

—

usage-based cost

Teams Premium

—

monthly license cost

Avg Cost / Active User

—

total / deduped active users

Cost Distribution

Monthly cost per AI service

Cost per VP Area

Monthly cost by department, stacked by service

Users / Adoption

— —

API active / licensed users

Total Monthly

—

Standard Users

—

$40 / user / month

Premium Users

—

$200 / user / month

Avg Cost / User

—

Cost by License Type

Cost by VP Area

Total Monthly

—

Active Users

—

Copilot Chat is free — no license cost. Active users enjoy the service at no charge.

Users by VP Area

No cost — user distribution only

Total Monthly

—

Assigned Seats

—

Cost / Seat

—

Cost Utilization

Active vs unused seats

Cost by VP Area

Total Cost

—

from API billing

Active Users

—

Avg Cost / User

—

Top 10 Users by Cost

Cost by VP Area

Total Monthly

—

Licensed Users

—

Cost / User

—

Cost by VP Area

—

Users / Adoption

—

AVG DAU

—

AVG WAU

—

AVG MAU

—

Avg Msgs / User

—

messages per active user

MESSAGES

Avg/Day

—

Total

—

CONVERSATIONS

Avg/Day

—

Total

—

PROJECTS

Avg/Day

—

Total

—

ARTIFACTS

Avg/Day

—

Total

—

FILES

Avg/Day

—

Total

—

THINKING

Avg/Day

—

Total

—

WEB SEARCHES

Avg/Day

—

Total

—

Active users over time

DAU · WAU · MAU

VP Area Adoption: Active Anthropic users by department

Platform adoption

Users per Claude surface

Engagement breakdown

Interaction modes ranked by volume

Web searches per day

Daily web-search volume

Activity per day

Messages + Conversations

Projects used per day

Distinct projects accessed

Artifacts created per day

Distinct artifacts created

Files uploaded per day

Distinct files uploaded

User activity

🔍

Loading…

—

Users / Adoption

—

Active projects

—

used on multiple days

MESSAGES

Avg/Project

—

Total

—

CONVERSATIONS

Avg/Project

—

Total

—

Top projects by messages

Top projects by users

All projects

Loading…

—

Users / Adoption

—

Skills

—

distinct skills used

Chat sessions

—

conversations using skills

Code sessions

—

Claude Code sessions

Cowork sessions

—

Cowork sessions

Excel sessions

—

Office Excel sessions

PPT sessions

—

Office PowerPoint sessions

Top skills by users

Platform breakdown

Skill usage by Claude surface

All skills

Loading…

—

Users / Adoption

—

Connectors

—

distinct connectors used

Chat sessions

—

conversations using connectors

Code sessions

—

Claude Code sessions

Cowork sessions

—

Cowork sessions

Excel sessions

—

Office Excel sessions

PPT sessions

—

Office PowerPoint sessions

Connector share

Platform breakdown

Connector usage by Claude surface

All connectors

Loading…

—

Users / Adoption

—

COMMITS

Avg/User

—

Total

—

SESSIONS

Avg/User

—

Total

—

PULL REQUESTS

Avg/User

—

Total

—

TOOL ACCEPTANCE

Accept %

—

Total accepts

—

LINES ADDED

—

LINES REMOVED

—

Avg lines/commit

—

lines added + removed

Code users over time

Daily active Claude Code users — adoption trend

VP Area breakdown

Claude Code users by department

Code productivity per day

Commits + Pull Requests

Per-tool accept rate

Edit / MultiEdit / Write / NotebookEdit

Code churn per day

Lines added vs removed

Code sessions per day

Claude Code distinct sessions

Claude Code users

🔍

Loading…

—

Users / Adoption

—

USERS

Excel

—

PowerPoint

—

EXCEL

Sessions

—

Messages

—

POWERPOINT

Sessions

—

Messages

—

Top Office users

Sessions by product

Office Agent usage per user

🔍

Loading…

—

Users / Adoption

—

COWORK DAU

—

COWORK WAU

—

COWORK MAU

—

SESSIONS

Avg/Day

—

Total

—

MESSAGES

Avg/User

—

Total

—

ACTIONS

Avg/User

—

Total

—

Cowork adoption over time

Cowork DAU · WAU · MAU

Cowork sessions per day

Daily activity trend

Messages & Actions per day

Cowork message and tool action trend

Activity breakdown

VP Area breakdown

Cowork users by department

Cowork usage per user

🔍

Loading…

Last 30 days 1 30

Total Cost (USD)

—

all products

Sessions

—

total started

Active Hours

—

cumulative

Unique Users

—

across all products

Cost by product

Total spend per Claude product

Cost by model

Combined spend by Claude model

Daily cost trend (USD)

Cost per day across all products

Active Users

—

Total Cost (USD)

—

selected period

Sessions

—

total started

Active Hours

—

cumulative

Edit Accept Rate

—

accepted / total edits

Cache Hit Rate

—

cache reads / total input

Daily cost trend (USD)

Cost per day over the selected period

Cost by model

API spend broken down by Claude model

Terminal & IDE distribution

Sessions by terminal or IDE type

Per-user Claude Code usage

🔍

Active Users

—

OAuth identified

Total Cost (USD)

—

selected period

Sessions

—

total started

Active Hours

—

cumulative

Cache Hit Rate

—

cache reads / total input

Daily cost trend (USD)

Cost per day over the selected period

Cost by model

API spend broken down by Claude model

Per-user Claude Cowork usage

🔍

Active Users

—

OAuth identified

Total Cost (USD)

—

selected period

Sessions

—

total started

Active Hours

—

cumulative

Cache Hit Rate

—

cache reads / total input

Daily cost trend (USD)

Cost per day over the selected period

Cost by model

API spend broken down by Claude model

Per-user Claude Office Agents usage

🔍

Import Anthropic Cost Usage CSV

Upload the semicolon-separated cost export from Anthropic Admin Console.
Expected columns: Name, Email, License, VP Area, Cost Center, Spend Limits, MTD Spend.

Choose CSV…

The costs are extracted each day from Playwright MCP, because of missing API or CSV import. We are using here the claude.ai usage area.

Current Spend

—

Forecast

—

Avg User Cost

—

per active user

—

forecast / user

—

with spend

—

without

Legacy Licences

— of — users

The Disproportion

—

VP Area Breakdown

MTD vs Forecast

Top 10 Spenders

Highest MTD spend by individual

Spend Distribution (Pareto)

Cumulative % of spend vs users ranked by spend

All Users

🔍

Budget Utilization

Actual spend vs custom spend limit

Cost basis:

Product Breakdown

Spend per product with model breakdown

User × Product Heatmap

Spend per product, sorted by name — darker = higher spend

Total Token Volume

—

Prompt Tokens

—

Completion Tokens

—

Total Requests

Prompt vs Completion Ratio

—

● Prompt (—) ● Completion (—)

—

Cost per Million Tokens

—

blended avg · all models & products

Average Tokens per Request

—

tokens · all products combined

—

Token Volume by Model

Prompt + Completion breakdown per model

Token Consumption by Product

—

User × Product Token Heatmap

Total tokens per user per product, sorted by name — darker = higher usage

VP Area Breakdown

Net spend, active users, and product/model usage per department · click a row to expand

Model Breakdown

Spend per model with product breakdown

User × Model Heatmap

Spend per model, sorted by name — darker = higher spend

All Users

🔍

Current Spend

—

vs — list

Saved —

Avg User Cost

—

per active user

—

with spend

—

without

Product Split

Model Split

Legacy Licences

The Disproportion

—

Daily Spend by Product

Net spend per day · all products + total

Cost by Token Type

Spend per token category · donut + stacked area over time

Top 10 Spenders

Highest net spend (aggregated per user)

Spend Distribution (Pareto)

Cumulative % of spend vs users

From To

Timestamp	Actor	Activity Type	Organization	Details

Licences

—

Pending Invites

—

Licence Cost / mo

—

Overconsumption

—

Avg Cost / Active User

—

Monthly spend by product

Consumption per month · all products + total + licence cost

Spend by product

USD across selected range

Costs

—

Licence Cost / mo

—

Avg Cost / Active User

—

Top Model by Spend

—

Costs by product

Costs by model

Cost per user

🔍

PRs with Claude Code

—

Lines with Claude Code

—

Contributors using CC

—

Active CC Users

—

CC Costs

—

Claude Code spend by model

USD in range

Top Claude Code users by spend

USD in range

PR attribution per contributor

Members & per-user usage

🔍

—

Users / Adoption

—

AVG DAU

—

AVG WAU

—

MAU

—

TOKENS

Input

—

Output

—

CACHE

Hit Rate

—

Cached Tokens

—

PER USER

Avg/User

—

Top User

—

Active users over time

DAU · WAU · MAU

VP Area Adoption: Active OpenAI users by department

Tokens per day (completions)

Requests per day (all types)

Embeddings activity per day

Cache efficiency per day

Token type breakdown per day

Daily token details

Loading…

Total Cost

—

selected period

Avg Cost / Day

—

mean daily spend

Peak Day

—

Projected Monthly

—

avg × 30 days

Last 7 Days

—

rolling week

Week-over-Week

—

vs prior 7 days

Cost / 1K Tokens

—

all input + output

Cost / Request

—

avg per API call

I/O Ratio

—

input ÷ output tokens

Daily cost + 7-day moving average

Weekly cost totals

Daily cost breakdown

Loading…

All users

🔍

Loading…

Executions over time

Last fetched runs grouped by day

Success vs error

Across recent executions

Operations

Workflow growth

Created vs archived per week (last 12 weeks)

Execution mode share

manual / trigger / webhook / schedule

Concentration & exposure

Top 10 workflows by executions

Last 30 days · concentration view

Top exfil-risk workflows

Top 5 by risk score

Top connectors used

Derived from workflow node types

HUMAN

—

AI-ASSISTED

—

AI-AUTHORED

—

HUMAN / DAY

—

median

AI-ASSISTED / DAY

—

median

AI-AUTHORED / DAY

—

median

Distribution

Daily trend

Adoption breadth

AI authors vs human-only authors per day

AI Author Pool

—

New Adopters (4 wks)

—

Human-Only Authors

—

AI tool split

Claude Code vs Cursor vs Unlabeled across all AI PRs

PR-based

Author-based

PR Cycle Time by Category

Median hours from PR open to merge. Tests the “AI ships faster” hypothesis.

Repository Adoption Map

PR volume against AI-authored share. Top-right is healthy. Bottom-right is your real adoption gap: high-volume repos still mostly human.

Repository AI-Assisted Map

PR volume against AI-assisted share. Top-right is healthy assist usage. Bottom-right are high-volume repos where developers ship without AI help.

Repository Human Map

PR volume against human-only share. Top-right means high-volume repos still entirely human — biggest AI adoption opportunity. Bottom-right is your AI-saturated work.

Cohort Retention

Of developers who first used AI in month X, what % were still actively using it N weeks later. Tells you if AI adoption is sticky or a fad.

Tool Effectiveness: Claude Code vs. Cursor vs. Copilot

Per-tool comparison on adoption, output, and cycle time. Drives licensing decisions.