Token Efficiency Dashboard

VM: dev6.sunny.net.vn
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Total Sessions
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Total Messages
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Efficiency Rate
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Total Cost (USD)
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Cache Savings
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Tokens Saved
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Real Cost vs API List Price

List-Price Value
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what API billing would charge
Real Cost (subscription)
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ROI Multiplier
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value per $1 of subscription
Net Savings
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list price − real cost
Last 30 Days
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System Efficiency — Speed, Quality & Cost

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System Efficiency Index

Efficiency Trend — Answer Latency & Correction Rate

Most Efficient Skills / Bots

Efficiency by Skill / Bot

Skill / BotSessionsTurnsLatencyClean Sessions Correction$ / TurnList CostEfficiency

Customer Response & Satisfaction — per Project

ProjectPlatformInboundRepliesReply Rate Resp (median)Resp p90SatisfactionSentiment mixLast Reply

Daily Token Usage

Daily Activity (Messages & Tool Calls)

Token Distribution by Type

Savings by Pattern

Hourly Session Distribution

90-Day Comparison

Model Usage Breakdown

ModelInput TokensOutput TokensCache ReadCache CreateCost (USD)

Cross-Model Cost — Lifetime Usage Re-Priced

ModelIf All Usage Ran Herevs Actual

Cache Economics

Waste Pattern Analysis (Per Session Savings)

PatternSeverityReduction RateFreq/SessionCost/OccurrenceSaved/SessionImpact

Active Projects (Current Sessions)

ProjectActive SessionsHas MemoryLatest Activity

Empirical Baselines (Opus-class, 1M Context)

ActivityTokens/UnitNotes
Token Efficiency Dashboard — CMU/GQM Measurement Discipline — Integrated at p.bdh.vhis.vn