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DeepSeek V4 Flash 0731

Observed through

Tokscale Model Report

DeepSeek V4 Flash 0731 model details and observed coding usage from Tokscale.

Official details Browse models

Reality Snapshot

Observed tokens

2.3B

over 30 days

Estimated tracked spend

$25

Invoices may differ

Active developers

21

this month

30-day momentum

—

Awaiting a prior 30-day window

Most-used client

OpenCode42%

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.500M400M300M200M100M0129.67.24.82.40Jul 12Jul 15Jul 18Jul 21Jul 24Jul 27Jul 29Aug 1Aug 4Aug 7Aug 10

How developers use it

Usage by coding client

Sharevs 30 days
OpenCode
42%0%
Senpi
19%0%
Pi
18%0%
Hermes Agent
15%0%
Gajae-Code
4%0%
Codex CLI
<1%0%
Cursor
<1%0%
ZCode
<1%0%

Token composition

Share of observed tokens

96%cache read
Cache read2.2B96%
Input81.5M3.5%
Output7.1M<1%
Reasoning4.7M<1%
Cache-heavy workloadMost observed tokens reuse cached context across requests.

Observed Variants

via deepseekdeepseek/deepseek-v4-flash-07312B$23$0.0187.72%
defaultdeepseek-v4-flash-0731253.3M$1.6$0.0010.94%
via qwen-cloudqwen-cloud/deepseek-v4-flash-073123.3M$0.3$0.011.01%
via aliali/deepseek-v4-flash-07317.6M$0.1$0.010.33%
via sekaisekai/deepseek-v4-flash-073165.1K$0$0.140%
fastdeepseek-v4-flash-0731-fast52.3K$0$0.170%
Umansumans-deepseek-v4-flash-07310$0$0.000%

Token Economics

Estimated spend profile

OpenCode$9.7838.92%
Senpi$6.7826.99%
Pi$7.4729.72%
Hermes Agent$0.411.62%
Gajae-Code$0.000%
Codex CLI$0.311.24%
Cursor$0.230.93%
ZCode$0.050.21%

Observed cost signals

Estimated spend per 1M tracked tokens$0.01
Cache-read share96%
Estimated cache savingsNot available
Typical workloadcontext-heavy

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

Model Momentum

—30-day growthRank: Observed model

Awaiting a prior non-overlapping window

Fastest-growing client: OpenCode

600M400M200M0Jul 12Jul 27Aug 10

Official Model Details

ProviderDeepseek

Tokscale Insight

DeepSeek V4 Flash 0731 recorded 2.3B coding tokens across 21 developers during the latest 30-day Tokscale window.

Observed confidenceHigh