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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

858.9M-87.9%

over 30 days

Estimated tracked spend

$119

Invoices may differ

Active developers

39-59

this month

30-day momentum

-87.9%

Compared with the prior 30-day window

Most-used client

Antigravity CLI38%

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.250M200M150M100M50M0129.67.24.82.40Jul 12Jul 15Jul 18Jul 21Jul 24Jul 27Jul 29Aug 1Aug 4Aug 7Aug 10

How developers use it

Usage by coding client

Sharevs 30 days
Antigravity CLI
38%0%
Antigravity
26%0%
OpenCode
20%0%
Claude Code
15%0%
Hermes Agent
1%0%
Gemini CLI
<1%0%
OpenClaw
<1%0%

Token composition

Share of observed tokens

84%cache read
Cache read724.7M84%
Input127.7M15%
Output3.9M<1%
Reasoning2.5M<1%
Cache-heavy workloadMost observed tokens reuse cached context across requests.

Observed Variants

defaultgemini-3-flash-preview858.7M$119.3$0.1399.98%
via googlegoogle/gemini-3-flash-preview131K$0.1$0.590.02%

Token Economics

Estimated spend profile

Antigravity CLI$3528.95%
Antigravity$2823.72%
OpenCode$2420.06%
Claude Code$3025.45%
Hermes Agent$1.110.93%
Gemini CLI$0.880.73%
OpenClaw$0.130.11%
Goose$0.040.03%

Observed cost signals

Estimated spend per 1M tracked tokens$0.14
Cache-read share84.4%
Estimated cache savingsNot available
Typical workloadcontext-heavy

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

Model Momentum

-87.9%30-day growthRank: Observed model

Compared with the prior non-overlapping window

Fastest-growing client: Antigravity CLI

200M133M66.7M0Jul 12Jul 27Aug 10

Official Model Details

ProviderGoogle

Tokscale Insight

Gemini 3 Flash Preview recorded 858.9M coding tokens across 39 developers during the latest 30-day Tokscale window.

Observed confidenceHigh