SupernovaAgentic Workflow Analysis and Optimization
Last import · completed

Metric scope

Workflow metrics are projected; evidence stays tied to analyzed threads

Projected workflow runs133 / moThis workflow represented 40 of 300 analyzed threads.
Analyzed workflow sample40 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-other · Based on 40 threads · low confidence

Other

Long-tail requests were grouped into Other after prompt-first consolidation of the major workflow types.

Projected spend / mo$2.03sample $0.61
Projected savings / mo$0.53sample $0.16 · Could cut spend by ~26%
Projected runs / mo133sample 40
Projected total tokens470.9Kavg 3.5K per run
Projected input / output124.4K / 346.6K

This workflow

Token and spend trend

12 hour buckets
Input tokensOutput tokens

Model mix

Tokens and spend by model

6 models

Tokens by model

input + output
gemini-3-pro-preview110.9K tokens
258 calls39.2% of total
Claude Opus 4.587.1K tokens
155 calls30.8% of total
GPT-5.239.1K tokens
97 calls13.8% of total
Kimi-K234.7K tokens
117 calls12.3% of total
GPT-5.1-CODEX7.8K tokens
22 calls2.7% of total
Qwen3-Coder3.1K tokens
9 calls1.1% of total

Spend by model

estimated cost
Claude Opus 4.5$1.61
76.2% of total
GPT-5.2$0.27
12.8% of total
gemini-3-pro-preview$0.12
5.9% of total
GPT-5.1-CODEX$0.06
2.9% of total
Kimi-K2$0.05
2.2% 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

37.3K tokens
user37.3K · 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

3 steps
  1. Loop×2

    Loop: respond → plan → tool — repeats 2 times.

    Latency unavailable968 tok avg
    1. 1
      RespondKimi-K2

      Respond step in the workflow.

      Latency unavailable259 tok avg
    2. 2
      PlanKimi-K2

      Plan the next steps in the workflow.

      Latency unavailable116 tok avg
    3. 3
      Tooltool

      Tool step in the workflow.

      Latency unavailable109 tok avg
  2. Loop×91

    Loop: plan → tool — repeats 91 times.

    Latency unavailable20.5K tok avg
    1. 1
      PlanKimi-K2

      Plan the next steps in the workflow.

      Latency unavailable116 tok avg
    2. 2
      Tooltool

      Tool step in the workflow.

      Latency unavailable109 tok avg
  3. Verify

    Verify step in the workflow.

    Latency unavailable144 tok avg

Threads

Pick a thread to see what happened

40 threads
Cost per run$0.15
Monthly runs1
Monthly cost$0.15
Operation path91 named tool/models
  1. 1
    RespondRespond
    claude-opus-4-5claude-opus-4-5
    7 tok · $0.00
  2. 2
    RespondRespond
    claude-opus-4-5claude-opus-4-5
    172 tok · $0.00
  3. 3
    PlanPlan
    claude-opus-4-5claude-opus-4-5
    72 tok · $0.00
  4. 4
    toolTool
    Run tooltool
    296 tok
  5. 5
    PlanPlan
    claude-opus-4-5claude-opus-4-5
    129 tok · $0.00
  6. 6
    toolTool
    Run tooltool
    9 tok
  7. 7
    PlanPlan
    claude-opus-4-5claude-opus-4-5
    129 tok · $0.00
  8. 8
    toolTool
    Run tooltool
    9 tok
  9. 9
    PlanPlan
    claude-opus-4-5claude-opus-4-5
    129 tok · $0.00
  10. 10
    toolTool
    Run tooltool
    4 tok
  11. 11
    PlanPlan
    claude-opus-4-5claude-opus-4-5
    129 tok · $0.00
  12. 12
    toolTool
    Run tooltool
    4 tok
  13. 13
    PlanPlan
    claude-opus-4-5claude-opus-4-5
    65 tok · $0.00
  14. 14
    toolTool
    Run tooltool
    181 tok
  15. 15
    PlanPlan
    claude-opus-4-5claude-opus-4-5
    85 tok · $0.00
  16. 16
    toolTool
    Run tooltool
    210 tok
  17. 17
    PlanPlan
    claude-opus-4-5claude-opus-4-5
    150 tok · $0.00
  18. 18
    toolTool
    Run tooltool
    13 tok
  19. 19
    PlanPlan
    claude-opus-4-5claude-opus-4-5
    69 tok · $0.00
  20. 20
    toolTool
    Run tooltool
    1.3K tok
  21. 21
    PlanPlan
    claude-opus-4-5claude-opus-4-5
    129 tok · $0.00
  22. 22
    toolTool
    Run tooltool
    45 tok
  23. 23
    PlanPlan
    claude-opus-4-5claude-opus-4-5
    129 tok · $0.00
  24. 24
    toolTool
    Run tooltool
    3 tok
  25. 25
    PlanPlan
    claude-opus-4-5claude-opus-4-5
    129 tok · $0.00
  26. 26
    toolTool
    Run tooltool
    682 tok
  27. 27
    PlanPlan
    claude-opus-4-5claude-opus-4-5
    129 tok · $0.00
  28. 28
    toolTool
    Run tooltool
    318 tok
  29. 29
    PlanPlan
    claude-opus-4-5claude-opus-4-5
    129 tok · $0.00
  30. 30
    toolTool
    Run tooltool
    727 tok
  31. 31
    PlanPlan
    claude-opus-4-5claude-opus-4-5
    129 tok · $0.00
  32. 32
    toolTool
    Run tooltool
    273 tok
  33. 33
    PlanPlan
    claude-opus-4-5claude-opus-4-5
    129 tok · $0.00
  34. 34
    toolTool
    Run tooltool
    6 tok
  35. 35
    PlanPlan
    claude-opus-4-5claude-opus-4-5
    129 tok · $0.00
  36. 36
    toolTool
    Run tooltool
    4 tok
  37. 37
    RespondRespond
    claude-opus-4-5claude-opus-4-5
    406 tok · $0.01
  38. 38
    PlanPlan
    claude-opus-4-5claude-opus-4-5
    256 tok · $0.00
  39. 39
    toolTool
    Run tooltool
    8 tok
  40. 40
    PlanPlan
    claude-opus-4-5claude-opus-4-5
    256 tok · $0.00
  41. 41
    toolTool
    Run tooltool
    11 tok
  42. 42
    PlanPlan
    claude-opus-4-5claude-opus-4-5
    256 tok · $0.00
  43. 43
    toolTool
    Run tooltool
    8 tok
  44. 44
    PlanPlan
    claude-opus-4-5claude-opus-4-5
    256 tok · $0.00
  45. 45
    toolTool
    Run tooltool
    8 tok
  46. 46
    PlanPlan
    claude-opus-4-5claude-opus-4-5
    256 tok · $0.00
  47. 47
    toolTool
    Run tooltool
    3 tok
  48. 48
    PlanPlan
    claude-opus-4-5claude-opus-4-5
    256 tok · $0.00
  49. 49
    toolTool
    Run tooltool
    88 tok
  50. 50
    PlanPlan
    claude-opus-4-5claude-opus-4-5
    256 tok · $0.00
  51. 51
    toolTool
    Run tooltool
    35 tok
  52. 52
    PlanPlan
    claude-opus-4-5claude-opus-4-5
    256 tok · $0.00
  53. 53
    toolTool
    Run tooltool
    118 tok
  54. 54
    PlanPlan
    claude-opus-4-5claude-opus-4-5
    256 tok · $0.00
  55. 55
    toolTool
    Run tooltool
    14 tok
  56. 56
    PlanPlan
    claude-opus-4-5claude-opus-4-5
    256 tok · $0.00
  57. 57
    toolTool
    Run tooltool
    16 tok
  58. 58
    PlanPlan
    claude-opus-4-5claude-opus-4-5
    256 tok · $0.00
  59. 59
    toolTool
    Run tooltool
    293 tok
  60. 60
    RespondRespond
    claude-opus-4-5claude-opus-4-5
    532 tok · $0.01
  61. 61
    RespondRespond
    claude-opus-4-5claude-opus-4-5
    577 tok · $0.01
  62. 62
    PlanPlan
    claude-opus-4-5claude-opus-4-5
    35 tok · $0.00
  63. 63
    toolTool
    Run tooltool
    5 tok
  64. 64
    PlanPlan
    claude-opus-4-5claude-opus-4-5
    135 tok · $0.00
  65. 65
    toolTool
    Run tooltool
    6 tok
  66. 66
    PlanPlan
    claude-opus-4-5claude-opus-4-5
    135 tok · $0.00
  67. 67
    toolTool
    Run tooltool
    5 tok
  68. 68
    PlanPlan
    claude-opus-4-5claude-opus-4-5
    66 tok · $0.00
  69. 69
    toolTool
    Run tooltool
    53 tok
  70. 70
    PlanPlan
    claude-opus-4-5claude-opus-4-5
    135 tok · $0.00
  71. 71
    toolTool
    Run tooltool
    28 tok
  72. 72
    PlanPlan
    claude-opus-4-5claude-opus-4-5
    37 tok · $0.00
  73. 73
    toolTool
    Run tooltool
    2 tok
  74. 74
    PlanPlan
    claude-opus-4-5claude-opus-4-5
    135 tok · $0.00
  75. 75
    toolTool
    Run tooltool
    10 tok
  76. 76
    PlanPlan
    claude-opus-4-5claude-opus-4-5
    135 tok · $0.00
  77. 77
    toolTool
    Run tooltool
    57 tok
  78. 78
    PlanPlan
    claude-opus-4-5claude-opus-4-5
    135 tok · $0.00
  79. 79
    toolTool
    Run tooltool
    3 tok
  80. 80
    PlanPlan
    claude-opus-4-5claude-opus-4-5
    135 tok · $0.00
  81. 81
    toolTool
    Run tooltool
    10 tok
  82. 82
    PlanPlan
    claude-opus-4-5claude-opus-4-5
    135 tok · $0.00
  83. 83
    toolTool
    Run tooltool
    33 tok
  84. 84
    PlanPlan
    claude-opus-4-5claude-opus-4-5
    135 tok · $0.00
  85. 85
    toolTool
    Run tooltool
    12 tok
  86. 86
    PlanPlan
    claude-opus-4-5claude-opus-4-5
    135 tok · $0.00
  87. 87
    toolTool
    Run tooltool
    12 tok
  88. 88
    PlanPlan
    claude-opus-4-5claude-opus-4-5
    146 tok · $0.00
  89. 89
    toolTool
    Run tooltool
    287 tok
  90. 90
    RespondRespond
    claude-opus-4-5claude-opus-4-5
    203 tok · $0.00
  91. 91
    dataset evaluationTool
    Run dataset_evaluationdataset_evaluation
    100 tok
  92. 92
    Imported benchmark outcomeVerify
    Imported benchmark outcome
    309 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 have a couple of questions. First, could you please tell me the total balance I have on my gift cards and also the total balance on my certific…