WorkflowBack to dashboard

Flight Reservation Modification Flight Cancellation Refund Other Cabin Class Upgrade Downgrade New Flight Booking Booking Conflict Resolution Flight Delay Compensation

Metric scope

Workflow metrics are projected; evidence stays tied to analyzed threads

Projected workflow runs96 / moThis workflow represented 29 of 300 analyzed threads.

Analyzed workflow sample29 threadsFindings, recommendations, and evidence cards are still anchored to the normalized workflow sample.

Projection factor3.3xApplied to this workflow's spend, savings, runs, and token totals. Confidence: medium.

Source pool996 sessionsThe full source-pool population used by the dashboard projection.

derived-cabin-class-upgrade-downgrade · Based on 29 threads · medium confidence

Cabin Class Upgrade Downgrade

Derived primarily from user-authored prompts across a 300-thread slice. Full-slice prompt clustering ran on every thread, and Claude consolidated the major workflow types from cluster exemplars because the slice exceeds the non-sampling threshold.

Projected spend / mo$1.99sample $0.60

Projected savings / mo$0.53sample $0.16 · Could cut spend by ~27%

Projected runs / mo96sample 29

Projected total tokens370.6Kavg 3.9K per run

Projected input / output96.5K / 274.2K

This workflow

Token and spend trend

10 hour buckets

Dec 4 4AM

Dec 4 6AM

Dec 4 11PM

Dec 5 12AM

Dec 17 4PM

Dec 17 5PM

Dec 17 6PM

Dec 17 7PM

Dec 17 8PM

Dec 17 9PM

Input tokensOutput tokens

Model mix

Tokens and spend by model

6 models

Tokens by model

input + output

Claude Opus 4.570.9K tokens

123 calls32.4% of total

GPT-5.265.7K tokens

160 calls30% of total

gemini-3-pro-preview47.4K tokens

131 calls21.7% of total

Kimi-K220K tokens

77 calls9.1% of total

GPT-5.1-CODEX12.3K tokens

27 calls5.6% of total

Qwen3-Coder2.5K tokens

10 calls1.1% of total

Spend by model

estimated cost

Claude Opus 4.5$1.34

67.8% of total

GPT-5.2$0.49

24.4% of total

GPT-5.1-CODEX$0.07

3.4% of total

gemini-3-pro-preview$0.05

2.7% of total

Kimi-K2$0.03

1.6% of total

Qwen3-Coder$0

0.1% of total

Opportunities

2 opportunities for this workflow

$0.53 projected

Tool misuse

Failed benchmark outcomes are still paying the full workflow cost

The imported outcome labels show a high failure rate after the workflow has already spent tokens and tool calls, which points to missing early exits or weak preflight checks.

$0.30projected / month savedsample $0.09/mo

high riskmedium confidence

Recommended changes

Compare passing and failing traces for this workflow and add an early gate before the expensive tool loop starts.
Use the imported outcome label as an evaluation dimension so regressions are ranked by wasted spend, not just by raw failure count.

Evidence (1)

StepImported failing outcome

Imported benchmark outcome ended with failure

Tool misuse

Tool loops are dense enough to need batching or early stopping

tool dominates repeated tool activity, so the workflow is likely doing incremental calls where batching, caching, or tighter stop conditions would reduce churn.

$0.23projected / month savedsample $0.07/mo

medium riskmedium confidence

Recommended changes

Batch or cache repeated tool calls where the inputs overlap across adjacent steps.
Add a per-run tool budget and stop condition so failed runs do not keep exploring after the likely answer is already unreachable.

Prompt composition

Input token breakdown

29K tokens

user29K · 100%

Tool signals

How this workflow runs

Retries0

How often steps had to re-run.

Delegated subtasks0

Tasks handed off to sub-agents during the workflow.

Documents retrieved0

Total documents pulled in across all tool calls.

Median step latency0 ms

Typical time each step takes to finish.

Stage order

Typical workflow path

11 steps

RespondKimi-K2
Respond step in the workflow.
Latency unavailable227 tok avg
2
Loop×5
Loop: plan → tool — repeats 5 times.
Latency unavailable1.1K tok avg
1. 1
  PlanKimi-K2
  Plan the next steps in the workflow.
  Latency unavailable112 tok avg
2. 2
  Tooltool
  Tool step in the workflow.
  Latency unavailable102 tok avg
RespondKimi-K2
Respond step in the workflow.
Latency unavailable227 tok avg
4
Loop×2
Loop: plan → tool — repeats 2 times.
Latency unavailable428 tok avg
1. 1
  PlanKimi-K2
  Plan the next steps in the workflow.
  Latency unavailable112 tok avg
2. 2
  Tooltool
  Tool step in the workflow.
  Latency unavailable102 tok avg
RespondKimi-K2
Respond step in the workflow.
Latency unavailable227 tok avg
6
Loop×4
Loop: plan → tool — repeats 4 times.
Latency unavailable856 tok avg
1. 1
  PlanKimi-K2
  Plan the next steps in the workflow.
  Latency unavailable112 tok avg
2. 2
  Tooltool
  Tool step in the workflow.
  Latency unavailable102 tok avg
RespondKimi-K2
Respond step in the workflow.
Latency unavailable227 tok avg
8
Loop×60
Loop: plan → tool — repeats 60 times.
Latency unavailable12.8K tok avg
1. 1
  PlanKimi-K2
  Plan the next steps in the workflow.
  Latency unavailable112 tok avg
2. 2
  Tooltool
  Tool step in the workflow.
  Latency unavailable102 tok avg
RespondKimi-K2
Respond step in the workflow.
Latency unavailable227 tok avg
Tooltool
Tool step in the workflow.
Latency unavailable102 tok avg
Verify
Verify step in the workflow.
Latency unavailable136 tok avg

Threads

Pick a thread to see what happened

29 threads

Cost per run$0.09

Monthly runs1

Monthly cost$0.09

Operation path49 named tool/models

1
RespondRespond
claude-opus-4-5claude-opus-4-5
7 tok · $0.00
2
RespondRespond
claude-opus-4-5claude-opus-4-5
144 tok · $0.00
3
PlanPlan
claude-opus-4-5claude-opus-4-5
148 tok · $0.00
4
toolTool
Run tooltool
16 tok
5
PlanPlan
claude-opus-4-5claude-opus-4-5
98 tok · $0.00
6
toolTool
Run tooltool
499 tok
7
PlanPlan
claude-opus-4-5claude-opus-4-5
148 tok · $0.00
8
toolTool
Run tooltool
1.1K tok
9
RespondRespond
claude-opus-4-5claude-opus-4-5
352 tok · $0.01
10
PlanPlan
claude-opus-4-5claude-opus-4-5
215 tok · $0.00
11
toolTool
Run tooltool
19 tok
12
PlanPlan
claude-opus-4-5claude-opus-4-5
186 tok · $0.00
13
toolTool
Run tooltool
480 tok
14
PlanPlan
claude-opus-4-5claude-opus-4-5
196 tok · $0.00
15
toolTool
Run tooltool
2 tok
16
PlanPlan
claude-opus-4-5claude-opus-4-5
170 tok · $0.00
17
toolTool
Run tooltool
40 tok
18
PlanPlan
claude-opus-4-5claude-opus-4-5
215 tok · $0.00
19
toolTool
Run tooltool
194 tok
20
PlanPlan
claude-opus-4-5claude-opus-4-5
215 tok · $0.00
21
toolTool
Run tooltool
5 tok
22
PlanPlan
claude-opus-4-5claude-opus-4-5
215 tok · $0.00
23
toolTool
Run tooltool
174 tok
24
RespondRespond
claude-opus-4-5claude-opus-4-5
509 tok · $0.01
25
RespondRespond
claude-opus-4-5claude-opus-4-5
391 tok · $0.01
26
PlanPlan
claude-opus-4-5claude-opus-4-5
33 tok · $0.00
27
toolTool
Run tooltool
5 tok
28
PlanPlan
claude-opus-4-5claude-opus-4-5
112 tok · $0.00
29
toolTool
Run tooltool
19 tok
30
PlanPlan
claude-opus-4-5claude-opus-4-5
133 tok · $0.00
31
toolTool
Run tooltool
7 tok
32
PlanPlan
claude-opus-4-5claude-opus-4-5
133 tok · $0.00
33
toolTool
Run tooltool
13 tok
34
PlanPlan
claude-opus-4-5claude-opus-4-5
62 tok · $0.00
35
toolTool
Run tooltool
56 tok
36
PlanPlan
claude-opus-4-5claude-opus-4-5
133 tok · $0.00
37
toolTool
Run tooltool
3 tok
38
PlanPlan
claude-opus-4-5claude-opus-4-5
133 tok · $0.00
39
toolTool
Run tooltool
3 tok
40
PlanPlan
claude-opus-4-5claude-opus-4-5
133 tok · $0.00
41
toolTool
Run tooltool
3 tok
42
PlanPlan
claude-opus-4-5claude-opus-4-5
133 tok · $0.00
43
toolTool
Run tooltool
3 tok
44
PlanPlan
claude-opus-4-5claude-opus-4-5
133 tok · $0.00
45
toolTool
Run tooltool
3 tok
46
PlanPlan
claude-opus-4-5claude-opus-4-5
133 tok · $0.00
47
toolTool
Run tooltool
13 tok
48
RespondRespond
claude-opus-4-5claude-opus-4-5
232 tok · $0.01
49
dataset evaluationTool
Run dataset_evaluationdataset_evaluation
100 tok
50
Imported benchmark outcomeVerify
Imported benchmark outcome
253 tok

The old plan/tool string was the normalized span order. Rows above use imported operation records; when a tool name is missing, the source only provided the normalized stage and operation label.

Snapshots

full_transcriptSnapshot 1 · imported

Hi! How can I help you today? Hi. I need to downgrade all my business class flights to economy. I’m having some financial trouble right now, so I can’t afford business anymore. I …