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Gemini 3.1 Pro Preview

Observed through

Tokscale Model Report

Gemini 3.1 Pro Preview model details and observed coding usage from Tokscale.

Official details Browse models

Reality Snapshot

Observed tokens

511.9M-56.4%

over 30 days

Estimated tracked spend

$228

Invoices may differ

Active developers

21-43

this month

30-day momentum

-56.4%

Compared with the prior 30-day window

Most-used client

OpenCode97%

of observed tokens

Observed Usage

Tokens observedDaily active developers
Observed coding tokens over 30 daysDaily observed usage from Jul 12 through Aug 10, with active developer activity for context.250M200M150M100M50M0543210Jul 12Jul 15Jul 18Jul 21Jul 24Jul 27Jul 29Aug 1Aug 4Aug 7Aug 10

How developers use it

Usage by coding client

Sharevs 30 days
OpenCode
97%0%
Pi
3%0%
Gemini CLI
<1%0%

Token composition

Share of observed tokens

92%cache read
Cache read469.1M92%
Input40.7M8%
Reasoning1.2M<1%
Output817.2K<1%
Cache-heavy workloadMost observed tokens reuse cached context across requests.

Observed Variants

defaultgemini-3.1-pro-preview511.6M$226.9$0.4499.94%
via googlegoogle/gemini-3.1-pro-preview322.9K$0.7$2.030.06%
via geminigemini/gemini-3.1-pro-preview0$0$0.000%

Token Economics

Estimated spend profile

OpenCode$21694.79%
Pi$104.51%
Gemini CLI$1.380.61%
Hermes Agent$0.160.07%
Senpi$0.060.03%
Gajae-Code$0.000%
OpenClaw$0.000%

Observed cost signals

Estimated spend per 1M tracked tokens$0.44
Cache-read share91.7%
Estimated cache savingsNot available
Typical workloadcontext-heavy

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

Model Momentum

-56.4%30-day growthRank: Observed model

Compared with the prior non-overlapping window

Fastest-growing client: OpenCode

300M200M100M0Jul 12Jul 27Aug 10

Official Model Details

ProviderGoogle

Tokscale Insight

Gemini 3.1 Pro Preview recorded 511.9M coding tokens across 21 developers during the latest 30-day Tokscale window.

Observed confidenceHigh