Kiro
Observed throughTokscale Coding Client Report
Kiro is an agentic development environment for specification-driven software work.
Reality Snapshot
Observed tokens
49.6M-74.4%
over 30 days
Estimated tracked spend
$152
Invoices may differ
Active developers
12-11
deduplicated over 30 days
Observed messages
2.3K
over 30 days
Most-used model
Auto43.5%
of observed tokens
Observed Usage
Observed tokensDaily active developers
Models used
Observed 30-day client usage by model
| Model | Tokens | Share | Change |
|---|---|---|---|
| AutoObserved model | 21.6M | 44% | 0% |
| Claude Opus 4 8Anthropic | 13.2M | 27% | 0% |
| Claude Opus 4 6Anthropic | 9.5M | 19% | 0% |
| Qwen3 Coder NextQwen | 3.1M | 6.2% | 0% |
| Claude Sonnet 4 6Anthropic | 987.8K | 2% | 0% |
| Gpt 5 6 SolOpenAI | 944.2K | 1.9% | 0% |
| Claude Sonnet 5Anthropic | 168K | <1% | 0% |
| Claude Opus 4 7Anthropic | 130.9K | <1% | 0% |
Token composition
Share of observed client tokens
Input48.7M98%
Output944.8K1.9%
Cache read00%
Reasoning00%
Client Economics
Auto$1912%
Claude Opus 4 8$7550%
Claude Opus 4 6$4832%
Qwen3 Coder Next$0.71<1%
Claude Sonnet 4 6$3.432.3%
Gpt 5 6 Sol$4.733.1%
Claude Sonnet 5$0.34<1%
Claude Opus 4 7$0.78<1%
Estimated spend per 1M tracked tokens$3.05
Cache-read share0%
Spend basisEstimated from tracked model usage
Estimated tracked spend uses Tokscale model and provider pricing data. Actual invoices may differ.
Client Momentum
-74.4%30-day growthObserved coding client
Compared with the prior non-overlapping 30-day window
Provider footprint
- Anthropic24M
- Observed model21.6M
- Qwen3.1M
- OpenAI944.2K
Client details
Canonical clientkiro
TelemetryAggregated Tokscale submissions
Current window2026-06-30 to 2026-07-29
Comparison window2026-05-31 to 2026-06-29
SpendEstimated; invoices may differ
About this client
Kiro is an agentic development environment for specification-driven software work.
Links & sources
TOKSCALE INSIGHT
Kiro recorded 49.6M coding tokens across 12 developers during the latest 30-day Tokscale window.
Evidence confidenceStable observed sample