DeepSeek V4.1 Flash (thinking default)

Data: JevBench v1.6.1, published 2026-10-06

Capability 97.4 · API offering, ranked on the API leaderboard · outside the Jev-class caps (cost 14.9× Jev (v1.5 reference); latency 3.3× Jev (v1.5 reference)), below the Capability ranking

Measured 2026-10-06 on A4 ∪ P, 600 items, equated (+2.57 I / +3.35 C); round score-a4-2.

open weights, proprietary API route

Base model: undisclosed

intelligence

94.7

calibration

100.0

speed

68.1

cost

19.6

Composite (secondary)

7.1 · Composite rank #22 of 27 on the API leaderboard

Cost and measurement conditions

$0.480 per 1,000 decisions (public tariff)

measured: token usage of the 6 Oct 2026 A4 u P run x tariff USD 0.15/M input, 0.6/M output (spec deepseek-flash.json), per 1,000 decisions on the v1.6.1 common cost basis (591 of 600 items; the 9 A4 u P items outside the Jev reference's accepted input range are excluded, cost-basis-a4.json)

p50 latency: 2.0 s

none (API)

Breakdowns (not part of the score)

Chance-corrected competence (0 = chance, 100 = perfect) on A4 ∪ P (600 items: 300 open + 300 sealed; fewer sealed items than the full set, so wider uncertainty). Raw values, not equated. Category cells use A4+P+L1+L2+L3; per-type/tier cells use the original basis above. Radars against Jev.

Request typeOpenSealed
choice99.298.4
noul93.590.4
score85.086.3

Capability by subject topic

Rules, policy & law98.6n=1133
Coding & software88.2n=202
Math & numbers96.2n=269
Finance & commerce97.9n=178
Support & operations95.9n=109
Everyday language98.7n=130
Safety & security99.8n=84

Use cases (TypeSafe categories)

Model routing91.5n=267
Legal & compliance99.0n=269
Customer support99.2n=156
E-commerce95.5n=88
Insurance claims98.9n=92
Risk assessment99.9n=88
Financial crime100.0n=76
Feature extraction95.2n=90
Lead generation97.5n=86
Recruiting95.8n=88
Knowledge graphs99.9n=82
LLM guardrails97.9n=82
Moderation100.0n=69
Code linting96.7n=81
Search & retrieval99.5n=84
Science97.3n=82
Advertising99.7n=85
Gaming99.5n=79
Demand forecasting100.0n=72

Cells need at least 15 answered items; † fewer than 30 (indicative only, listed below the radar in the compare view).

Previous measurement (v1.5.x, not comparable)

Capability 95.3 · composite 6.6 · cost $0.498 per 1,000 decisions (estimated)

Last measured 2026-09-28, measurement release v1.5.0. Older method and scale; the current figures above replace it.

Published source