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DeepSeek V4 Flash 0423

Observed through

Tokscale Model Report

DeepSeek V4 Flash 0423 model details and observed coding usage from Tokscale.

Official details Browse models

Reality Snapshot

Observed tokens

95.2B+84.3%

over 30 days

Estimated tracked spend

$6.9M

Invoices may differ

Active developers

224-21

this month

30-day momentum

+84.3%

Compared with the prior 30-day window

Most-used client

OpenCode38%

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.12B9.6B7.2B4.8B2.4B0100806040200Jul 12Jul 15Jul 18Jul 21Jul 24Jul 27Jul 29Aug 1Aug 4Aug 7Aug 10

How developers use it

Usage by coding client

Sharevs 30 days
OpenCode
38%0%
Pi
31%0%
Hermes Agent
8%0%
Senpi
7%0%
Gajae-Code
6%0%
Codex CLI
3%0%
Claude Code
3%0%
CodeBuddy
2%0%

Token composition

Share of observed tokens

92%cache read
Cache read87.9B92%
Input6.9B7.2%
Output371.2M<1%
Reasoning102.3M<1%
Cache-heavy workloadMost observed tokens reuse cached context across requests.

Observed Variants

defaultdeepseek-v4-flash84.6B$6.9M$82.0288.82%
freedeepseek-v4-flash-free7.4B$5.3$0.007.74%
via cline-passcline-pass/deepseek-v4-flash1.1B$7.2$0.001.12%
via deepseekdeepseek/deepseek-v4-flash988.5M$47.3$0.041.04%
via comcom/deepseek-v4-flash526.6M$0$0.000.55%
via gogo/deepseek-v4-flash263.1M$2$0.000.28%
via tencentcloud-thtencentcloud-th/deepseek-v4-flash161.2M$4.4$0.020.17%
via oc, freeoc/deepseek-v4-flash-free82.3M$0$0.000.09%
via codebuddycodebuddy/deepseek-v4-flash55.2M$0.6$0.010.06%
via clinepassclinepass/deepseek-v4-flash38.2M$1.3$0.030.04%
via alibaba-token-plan-intlalibaba-token-plan-intl/deepseek-v4-flash34.6M$0.5$0.010.04%
via ocgocg/deepseek-v4-flash23.3M$0.2$0.010.02%
via deepseek-aideepseek-ai/deepseek-v4-flash18.1M$2.5$0.130.02%
via opencode-goopencode-go/deepseek-v4-flash17.7M$1.2$0.060.02%
via vyvy/deepseek-v4-flash1.7M$0.1$0.030%
via volvol/deepseek-v4-flash534.5K$0$0.030%
via opencode-zen, freeopencode-zen/deepseek-v4-flash-free432.4K$0$0.000%
via kimchikimchi/deepseek-v4-flash310.8K$0$0.140%
via dsds/deepseek-v4-flash271.8K$0$0.020%
via deepseek, freedeepseek/deepseek-v4-flash:free0$0$0.000%
via opencode, freeopencode/deepseek-v4-flash-free0$0$0.000%

Token Economics

Estimated spend profile

OpenCode$2450%
Pi$3020%
Hermes Agent$6.9M99.98%
Senpi$290%
Gajae-Code$2460%
Codex CLI$390%
Claude Code$600%
CodeBuddy$1870%

Observed cost signals

Estimated spend per 1M tracked tokens$73
Cache-read share92.3%
Estimated cache savingsNot available
Typical workloadcontext-heavy

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

Model Momentum

+84.3%30-day growthRank: Observed model

Compared with the prior non-overlapping window

Fastest-growing client: OpenCode

15B10B5B0Jul 12Jul 27Aug 10

Official Model Details

ProviderDeepseek

Tokscale Insight

DeepSeek V4 Flash 0423 recorded 95.2B coding tokens across 224 developers during the latest 30-day Tokscale window.

Observed confidenceHigh