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Gemini 3 Flash Preview

Observed through

Tokscale Model Report

Gemini 3 Flash Preview model details and observed coding usage from Tokscale.

Official details Browse models

Reality Snapshot

Observed tokens

3.4B-76.8%

over 30 days

Estimated tracked spend

$427

Invoices may differ

Active developers

51-84

this month

30-day momentum

-76.8%

Compared with the prior 30-day window

Most-used client

Antigravity CLI51%

of observed tokens

Observed Usage

Tokens observedDaily active developers
Observed coding tokens over 30 daysDaily observed usage from Jun 30 through Jul 29, with active developer activity for context.500M400M300M200M100M02520151050Jun 30Jul 3Jul 6Jul 9Jul 12Jul 15Jul 17Jul 20Jul 23Jul 26Jul 29

How developers use it

Usage by coding client

Sharevs 30 days
Antigravity CLI
51%0%
Antigravity
40%0%
OpenCode
7%0%
Claude Code
1%0%
Hermes Agent
<1%0%
Gemini CLI
<1%0%

Token composition

Share of observed tokens

87%cache read
Cache read3B87%
Input399.5M12%
Output17.6M<1%
Reasoning8.6M<1%
Cache-heavy workloadMost observed tokens reuse cached context across requests.

Token Economics

Estimated spend profile

Antigravity CLI$22151.83%
Antigravity$16739.11%
OpenCode$255.74%
Claude Code$122.87%
Hermes Agent$1.110.26%
Gemini CLI$0.580.14%
OpenClaw$0.130.03%
Pi$0.040.01%

Observed cost signals

Estimated spend per 1M tracked tokens$0.13
Cache-read share87.5%
Estimated cache savingsNot available
Typical workloadcontext-heavy

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

Model Momentum

-76.8%30-day growthRank: Observed model

Compared with the prior non-overlapping window

Fastest-growing client: Antigravity CLI

600M400M200M0Jun 30Jul 15Jul 29

Official Model Details

ProviderGoogle

Tokscale Insight

Gemini 3 Flash Preview recorded 3.4B coding tokens across 51 developers during the latest 30-day Tokscale window.

Observed confidenceHigh