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DeepSeek-V3.1-Terminus vs DeepSeek-V4-Pro

DeepSeek · released

Wins 0 of 6 areas

—

DeepSeek · released

Wins 5 of 6 areas

Coding · Agents · Reasoning · Long documents · Following instructions

DeepSeek-V4-Pro is the stronger all-rounder.DeepSeek-V3.1-Terminus is cheaper.

Scores updated · 19 tests both models report · How we compare

Where each one wins

Tests won in each of the six areas where both have results. Each piece is one test, so a longer bar means more evidence; grey means the two scored within a point of each other.

Long documents and following instructions rest on a single test each.

What it costs

Prices per million tokens, roughly 750,000 words. The bars show the cost of a million tokens read plus a million written.

DeepSeek-V3.1-Terminus$0.27 to read · $1.00 to write$1.27Price from Artificial Analysis
DeepSeek-V4-Pro$0.43 to read · $0.87 to write$1.30Price from Artificial Analysis

DeepSeek-V3.1-Terminus costs 3% less for the same work.

The biggest differences

The tests each model wins by the widest margin, up to three each. Scores are out of 100.

Where DeepSeek-V4-Pro pulls ahead

  • Real work tasks from 44 professionsGDPVal+22.3points aheadDeepSeek-V4-Pro32.9DeepSeek-V3.1-Terminus10.6
  • Very hard expert questions across many subjectsHumanity's Last Exam+21.1points aheadDeepSeek-V4-Pro37.5DeepSeek-V3.1-Terminus16.4
  • Follows unfamiliar, precisely checkable instructionsIFBench+19.5points aheadDeepSeek-V4-Pro76.5DeepSeek-V3.1-Terminus57

Where DeepSeek-V3.1-Terminus pulls ahead

Every test, side by side

All 19 tests both models report. The winning score is in its model's colour; marks a score checked independently.

CodingDeepSeek-V4-Pro

Full coding ranking

AgentsDeepSeek-V4-Pro
  • GDPValDeepSeek-V4-Pro by 22.310.632.9+22.3
  • Terminal-Bench 4.0DeepSeek-V4-Pro by 14.6014.6+14.6
  • τ-Bench V3 · BankingDeepSeek-V4-Pro by 9.12130.1+9.1

Full agents ranking

ReasoningDeepSeek-V4-Pro

Full reasoning ranking

FactsEven

Full facts ranking

Long documentsDeepSeek-V4-Pro
  • AA-LCRDeepSeek-V4-Pro by 5.469.374.7+5.4

Full long documents ranking

Following instructionsDeepSeek-V4-Pro
  • IFBenchDeepSeek-V4-Pro by 19.55776.5+19.5

Full following instructions ranking

Other results6 tests, not counted

Tests outside the eight areas. They are not counted above: several are summary scores built from other tests, or the same test under another name.

Questions people ask

Which is better, DeepSeek-V3.1-Terminus or DeepSeek-V4-Pro?

DeepSeek-V4-Pro wins five of the six areas where both have results: coding, agents, reasoning, long documents and following instructions. DeepSeek-V3.1-Terminus wins none, but costs 3% less. They are level on facts.

Which is better for coding?

DeepSeek-V4-Pro. It wins 3 of the 3 coding tests both models report; DeepSeek-V3.1-Terminus wins none.

Which is cheaper?

DeepSeek-V3.1-Terminus costs $0.27 per million input tokens and $1.00 per million output tokens; DeepSeek-V4-Pro costs $0.43 and $0.87. That makes DeepSeek-V3.1-Terminus about 3% cheaper for the same work.

How do you compare the two?

We use the 19 benchmark tests both models have published scores on. The verdict counts the 13 tests in the eight capability areas, and a gap under one point (ten on rating-style scales) counts as a tie. The other 6 are listed but not counted, because several are summary scores or repeat a test. Each score is the one shown on the model's own page.