Senpi
Observed throughTokscale Coding Client Report
Senpi is an observed coding client in aggregated Tokscale telemetry.
Reality Snapshot
Observed tokens
78B+2373.0%
over 30 days
Estimated tracked spend
$92.7K
Invoices may differ
Active developers
22+20
deduplicated over 30 days
Observed messages
334.8K
over 30 days
Most-used model
GPT-5.6 Sol33%
of observed tokens
Observed Usage
Observed tokensDaily active developers
Models used
Observed 30-day client usage by model
| Model | Tokens | Share | Change |
|---|---|---|---|
| GPT-5.6 SolOpenAI | 25.7B | 33% | 0% |
| Claude Opus 5Anthropic | 11.8B | 15% | 0% |
| Kimi K3 (unlocked)Moonshotai | 9B | 12% | 0% |
| DeepSeek V4 Flash 0423Deepseek | 6.7B | 8.6% | 0% |
| Claude Fable 5Anthropic | 6B | 7.7% | 0% |
| Kimi K3 (k3)Observed model | 4.1B | 5.3% | 0% |
| Kimi K3Moonshotai | 2.5B | 3.1% | 0% |
| kimi-k3-ultrafast-unlockedMoonshotai | 2.2B | 2.8% | 0% |
Token composition
Share of observed client tokens
Cache read67.2B86%
Input10.7B14%
Output191.1M<1%
Reasoning00%
Client Economics
GPT-5.6 Sol$30K32%
Claude Opus 5$27.3K29%
Kimi K3 (unlocked)$4.8K5.2%
DeepSeek V4 Flash 0423$29<1%
Claude Fable 5$19.2K21%
Kimi K3 (k3)$1.7K1.9%
Kimi K3$1.2K1.3%
kimi-k3-ultrafast-unlocked$9981.1%
Estimated spend per 1M tracked tokens$1.19
Cache-read share86.3%
Spend basisEstimated from tracked model usage
Estimated tracked spend uses Tokscale model and provider pricing data. Actual invoices may differ.
Client Momentum
+2373.0%30-day growthObserved coding client
Compared with the prior non-overlapping 30-day window
Provider footprint
- OpenAI25.7B
- Anthropic17.7B
- Moonshotai13.7B
- Deepseek6.7B
- Observed model4.1B
Client details
Canonical clientsenpi
TelemetryAggregated Tokscale submissions
Current window2026-07-12 to 2026-08-10
Comparison window2026-06-12 to 2026-07-11
SpendEstimated; invoices may differ
About this client
Senpi is an observed coding client in aggregated Tokscale telemetry.
Links & sources
TOKSCALE INSIGHT
Senpi recorded 78B coding tokens across 22 developers during the latest 30-day Tokscale window.
Evidence confidenceStable observed sample