Kiro
Observed throughTokscale Coding Client Report
Kiro is an agentic development environment for specification-driven software work.
Reality Snapshot
Observed tokens
1.5B+1573.3%
over 30 days
Estimated tracked spend
$1.9K
Invoices may differ
Active developers
20+4
deduplicated over 30 days
Observed messages
25.1K
over 30 days
Most-used model
Claude Opus 569.3%
of observed tokens
Observed Usage
Observed tokensDaily active developers
Models used
Observed 30-day client usage by model
| Model | Tokens | Share | Change |
|---|---|---|---|
| Claude Opus 5Anthropic | 1.1B | 69% | 0% |
| Auto RouterObserved model | 315.6M | 20% | 0% |
| GPT-5.6 SolOpenAI | 125.5M | 8.1% | 0% |
| Qwen3 Coder NextQwen | 22.5M | 1.5% | 0% |
| Claude Opus 4.8Anthropic | 7.4M | <1% | 0% |
| Claude Sonnet 4.5Anthropic | 932.9K | <1% | 0% |
| Claude Haiku 4.5Anthropic | 418.7K | <1% | 0% |
| Claude Sonnet 4.6Anthropic | 308.4K | <1% | 0% |
Token composition
Share of observed client tokens
Cache read1.2B80%
Input301.2M20%
Output8.3M<1%
Reasoning00%
Client Economics
Claude Opus 5$1.5K81%
Auto Router$261.4%
GPT-5.6 Sol$27915%
Qwen3 Coder Next$5.24<1%
Claude Opus 4.8$372%
Claude Sonnet 4.5$2.95<1%
Claude Haiku 4.5$0.42<1%
Claude Sonnet 4.6$0.93<1%
Estimated spend per 1M tracked tokens$1.23
Cache-read share80.3%
Spend basisEstimated from tracked model usage
Estimated tracked spend uses Tokscale model and provider pricing data. Actual invoices may differ.
Client Momentum
+1573.3%30-day growthObserved coding client
Compared with the prior non-overlapping 30-day window
Provider footprint
- Anthropic1.1B
- Observed model315.6M
- OpenAI125.5M
- Qwen22.5M
Client details
Canonical clientkiro
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
Kiro is an agentic development environment for specification-driven software work.
Links & sources
TOKSCALE INSIGHT
Kiro recorded 1.5B coding tokens across 20 developers during the latest 30-day Tokscale window.
Evidence confidenceStable observed sample