SummarySpend, savings, accuracy, and core charts CostSpend reporting and savings opportunities AccuracyOutcome coverage and improvement signals

Cost

Monthly spend · projected to 996 sessions

$17.6/mo

3.8M tokens · ~3.8K per session

Input · 802K (21%)Output · 3M (79%)

Total savings available

$11.3/mo

~64% reduction · 25 opportunities

Workflows affected5

Highest-impact fix$0.49/mo

View cost details

Performance

Observed across 300 analyzed sessions

56.7% success

100% coverage · avg reward 0.6 / 1.0

Pass · 170 (57%)Fail · 130 (43%)

Improvement opportunities

+15.2pp

25 signals · 5 workflows

High-confidence fixes15

Target success estimate~71.9%

View performance details

Metric scope

Headline metrics are projected; workflow evidence stays tied to analyzed samples

Projected full population996 sessions996 source objects discovered. Spend, token, and savings totals are projected to this population.

Analyzed sample300 sessionsThreads actually normalized and analyzed for workflows, findings, and evidence.

Full analysis sample300 sessionsPreview read 300 threads first.

Projection factor3.3xProjection confidence: medium. Workflow tables below remain sample-scoped.

Outcome coverage100%reward covers 100% of analyzed sessions.

Estimate disclaimerEstimatedProjected cost and savings use analyzed samples plus the population projection. Success-rate lift is a rough estimate from observed outcome gap, signal type, and confidence; validate with evals before treating it as measured impact.

All workflows

Token and spend trend

19 hour buckets

Dec 4 4AM

Dec 4 5AM

Dec 4 6AM

Dec 4 7AM

Dec 4 8AM

Dec 4 9AM

Dec 4 10AM

Dec 4 11AM

Dec 4 12PM

Dec 4 1PM

Dec 4 11PM

Dec 5 12AM

Dec 17 4PM

Dec 17 5PM

Dec 17 6PM

Dec 17 7PM

Dec 17 8PM

Dec 17 9PM

Dec 17 10PM

Input tokensOutput tokens

Model mix

Tokens and spend by model

6 models · all workflows

Tokens by model

input + output

Claude Opus 4.5654.2K tokens

1227 calls30.7% of total

gemini-3-pro-preview574.6K tokens

1508 calls27% of total

GPT-5.2420.6K tokens

1168 calls19.8% of total

Kimi-K2384.3K tokens

1232 calls18.1% of total

GPT-5.1-CODEX70.7K tokens

216 calls3.3% of total

Qwen3-Coder24.3K tokens

89 calls1.1% of total

Spend by model

estimated cost

Claude Opus 4.5$12.9

71.5% of total

GPT-5.2$3.39

18.9% of total

gemini-3-pro-preview$0.67

3.7% of total

Kimi-K2$0.59

3.3% of total

GPT-5.1-CODEX$0.46

2.5% of total

Qwen3-Coder$0.01

0.1% of total