deepseek-v4-flash:0731

Observed through

Tokscale Model Report

deepseek-v4-flash:0731 model details and observed coding usage from Tokscale.

Reality Snapshot

Observed tokens

567.9M

over 30 days

Estimated tracked spend

$80

Invoices may differ

Active developers

4

this month

30-day momentum

—

Awaiting a prior 30-day window

Most-used client

Pi89%

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.600M480M360M240M120M02.521.510.50Jul 12Jul 15Jul 18Jul 21Jul 24Jul 27Jul 29Aug 1Aug 4Aug 7Aug 10

How developers use it

Usage by coding client

Sharevs 30 days
89%0%

Token composition

Share of observed tokens

0%cache read
Input563M99%
Output4.8M<1%
Cache read00%
Reasoning00%
Mixed token profileObserved work is distributed across fresh input, cache, and output tokens.

Token Economics

Estimated spend profile

Pi$7189.02%
OpenCode$8.8010.98%

Observed cost signals

Estimated spend per 1M tracked tokens$0.14
Cache-read share0%
Estimated cache savingsNot available
Typical workloadmixed

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: Pi

600M400M200M0Jul 12Jul 27Aug 10

Official Model Details

ProviderDeepseek

Tokscale Insight

deepseek-v4-flash:0731 recorded 567.9M coding tokens across 4 developers during the latest 30-day Tokscale window.

Observed confidenceLimited sample