💰 Cost Intelligence
Aggregate spend across all three agent types — AI Copilots · LLM Gateway · Studio Agents
Total Spend
—
all agent types combined
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AI Copilots
—
M365 · Studio · OpenAI · Google
—% of total
LLM Gateway
—
custom agents via proxy
—% of total
Studio Agents
—
Copilot Studio LCNC agents
—% of total
Time Saved
—
estimated hours saved
value @ $75/hr
Cost Risk Score
—
0 = ideal · 100 = critical
computing…
Spend by Agent Type
🤖
AI Copilots
Vendor-managed assistants: Microsoft 365, Copilot Studio, OpenAI, Google Gemini. Telemetry via vendor APIs + App Insights.
—
— interactions · — users
⚡
LLM Gateway
Custom-coded agents routed through the AshLab LLM proxy. Full OpenTelemetry: prompt, response, tokens, latency.
—
— requests · — models
🏗️
Studio Agents
Low-code/no-code agents from Copilot Studio and Power Virtual Agents. Metadata pulled from Dataverse; risk-scored.
—
— agents · — sessions
Daily Spend Trend — All Types
Spend Distribution by Type
Cost Risk Analysis
Overall Cost Risk Score
—
Time Saved ROI
—
return on AI investment
Vendor / Service Cost Breakdown
| Service / Vendor |
Agent Type |
Interactions |
Tokens Used |
Cost (USD) |
Time Saved |
Cost / Interaction |
Share |
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Top Users by Cost
| User | Interactions | Total Cost | Primary Type |
|---|
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