Name: Pi observed coding usage snapshot
Creator: Tokscale

Reality Snapshot

Observed tokens

365.2B+51.9%

over 30 days

Estimated tracked spend

$281K

Invoices may differ

Active developers

152+5

deduplicated over 30 days

Observed messages

3.2M

over 30 days

Most-used model

Gpt 5 6 Sol34.4%

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	125.6B	34%	0%
Claude Opus 4 8Anthropic	53.7B	15%	0%
Claude Sonnet 5Anthropic	30B	8.2%	0%
Gpt 5 5OpenAI	25.8B	7.1%	0%
Claude Fable 5Anthropic	25B	6.8%	0%
Gpt 5 6 TerraOpenAI	15.4B	4.2%	0%
Gpt 5 6 LunaOpenAI	14.5B	4%	0%
Glm 5 2Z Ai	12.3B	3.4%	0%

Token composition

Share of observed client tokens

Cache read336.8B92%

Input26.9B7.4%

Output1.4B<1%

Reasoning00%

Client Economics

Gpt 5 6 Sol$109K39%

Claude Opus 4 8$44.9K16%

Claude Sonnet 5$8.6K3.1%

Gpt 5 5$22.7K8.1%

Claude Fable 5$50.6K18%

Gpt 5 6 Terra$6.7K2.4%

Gpt 5 6 Luna$2.6K<1%

Glm 5 2$7K2.5%

Estimated spend per 1M tracked tokens$0.77

Cache-read share92.6%

Spend basisEstimated from tracked model usage

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

Client Momentum

+51.9%30-day growthObserved coding client

Compared with the prior non-overlapping 30-day window

Provider footprint

OpenAI181.3B
Anthropic108.7B
Z Ai12.3B

Client details

Canonical clientpi

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

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

Links & sources

TOKSCALE INSIGHT

Pi recorded 365.2B coding tokens across 152 developers during the latest 30-day Tokscale window.

Evidence confidenceStable observed sample