OpenClaw

Observed through

Tokscale Coding Client Report

OpenClaw is an AI coding product whose local usage records can be imported by Tokscale.

Reality Snapshot

Observed tokens

108.4B-3.3%

over 30 days

Estimated tracked spend

$246K

Invoices may differ

Active developers

48-29

deduplicated over 30 days

Observed messages

1.1M

over 30 days

Most-used model

Claude Opus 545.5%

of observed tokens

Observed Usage

Observed tokensDaily active developers
Observed coding tokens over 30 daysDaily observed usage from Jul 12 through Aug 10, with active developer activity for context.12B9.6B7.2B4.8B2.4B050403020100Jul 12Jul 15Jul 18Jul 21Jul 24Jul 27Jul 29Aug 1Aug 4Aug 7Aug 10

Models used

Observed 30-day client usage by model

8 observed models
ModelTokensShareChange
Claude Opus 5Anthropic49.3B45%0%
Claude Opus 4.8Anthropic29.6B27%0%
GPT-5.6 SolOpenAI17.9B17%0%
GPT-5.6 TerraOpenAI3.4B3.1%0%
Grok 4.5xAI2.9B2.6%0%
Claude Opus 4.6Anthropic1.6B1.5%0%
Claude Sonnet 4.6Anthropic892.7M<1%0%
Claude Fable 5Anthropic775.5M<1%0%

Token composition

Share of observed client tokens

Cache read74.6B69%
Input33.6B31%
Output159.5M<1%
Reasoning00%

Client Economics

Claude Opus 5$135K55%
Claude Opus 4.8$80.2K33%
GPT-5.6 Sol$14.9K6.1%
GPT-5.6 Terra$1.1K<1%
Grok 4.5$1.7K<1%
Claude Opus 4.6$4.7K1.9%
Claude Sonnet 4.6$546<1%
Claude Fable 5$6.9K2.8%
Estimated spend per 1M tracked tokens$2.27
Cache-read share68.9%
Spend basisEstimated from tracked model usage

Estimated tracked spend uses Tokscale model and provider pricing data. Actual invoices may differ.

Client Momentum

-3.3%30-day growthObserved coding client

Compared with the prior non-overlapping 30-day window

15B10B5B0Jul 12Jul 27Aug 10

Provider footprint

  • Anthropic82.1B
  • OpenAI21.2B
  • xAI2.9B

Client details

Canonical clientopenclaw
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

OpenClaw is an AI coding product whose local usage records can be imported by Tokscale.

Links & sources

TOKSCALE INSIGHT

OpenClaw recorded 108.4B coding tokens across 48 developers during the latest 30-day Tokscale window.

Evidence confidenceStable observed sample