Name: Pi observed coding usage snapshot
Creator: Tokscale

Reality Snapshot

Observed tokens

505.5B+67.0%

over 30 days

Estimated tracked spend

$341K

Invoices may differ

Active developers

166+4

deduplicated over 30 days

Observed messages

4.1M

over 30 days

Most-used model

GPT-5.6 Sol39.6%

of observed tokens

Observed Usage

Observed tokensDaily active developers

Models used

Observed 30-day client usage by model

8 observed models
Model	Tokens	Share	Change
GPT-5.6 SolOpenAI	200.1B	40%	0%
Claude Opus 5Anthropic	47.4B	9.4%	0%
GPT-5.6 LunaOpenAI	39.2B	7.8%	0%
GPT-5.6 TerraOpenAI	34.2B	6.8%	0%
DeepSeek V4 Flash 0423Deepseek	27.2B	5.4%	0%
Claude Sonnet 5Anthropic	26.9B	5.3%	0%
Claude Opus 4.8Anthropic	21.7B	4.3%	0%
Claude Fable 5Anthropic	19.6B	3.9%	0%

Token composition

Share of observed client tokens

Cache read468.4B93%

Input35.3B7%

Output1.8B<1%

Reasoning00%

Client Economics

GPT-5.6 Sol$175K51%

Claude Opus 5$47.5K14%

GPT-5.6 Luna$1.9K<1%

GPT-5.6 Terra$11.8K3.5%

DeepSeek V4 Flash 0423$267<1%

Claude Sonnet 5$8.6K2.5%

Claude Opus 4.8$20.6K6%

Claude Fable 5$38.1K11%

Estimated spend per 1M tracked tokens$0.68

Cache-read share93%

Spend basisEstimated from tracked model usage

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

Client Momentum

+67.0%30-day growthObserved coding client

Compared with the prior non-overlapping 30-day window

Provider footprint

OpenAI273.5B
Anthropic115.7B
Deepseek27.2B

Client details

Canonical clientpi

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

Tokscale's Pi identity aggregates compatible usage stores from Pi and the Oh My Pi distribution.

Links & sources

TOKSCALE INSIGHT

Pi recorded 505.5B coding tokens across 166 developers during the latest 30-day Tokscale window.

Evidence confidenceStable observed sample