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DeepSeek-V4-Pro vs Solar Pro 3

DeepSeek · released

Wins 5 of 6 areas

Coding · Agents · Reasoning · Long documents · Following instructions

Upstage · released

Wins 0 of 6 areas

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DeepSeek-V4-Pro is the stronger all-rounder.Solar Pro 3 is cheaper.

Scores updated · 17 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-V4-Pro$0.43 to read · $0.87 to write$1.30Price from Artificial Analysis
Solar Pro 3$0.15 to read · $0.60 to write$0.75Price from Artificial Analysis

Solar Pro 3 costs 43% 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

  • Command-line tasks in a real terminalTerminal-Bench 2.1+52points aheadDeepSeek-V4-Pro64Solar Pro 312
  • Reasons across sets of long documentsAA-LCR+42.4points aheadDeepSeek-V4-Pro74.7Solar Pro 332.3
  • Hard command-line tasks in a real terminalTerminal-Bench Hard+38.6points aheadDeepSeek-V4-Pro46.2Solar Pro 37.6

Where Solar Pro 3 pulls ahead

Every test, side by side

All 17 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 32.932.90+32.9
  • τ-Bench V3 · BankingDeepSeek-V4-Pro by 21.430.18.7+21.4
  • Terminal-Bench 4.0DeepSeek-V4-Pro by 14.614.60+14.6

Full agents ranking

ReasoningDeepSeek-V4-Pro

Full reasoning ranking

FactsEven

Full facts ranking

Long documentsDeepSeek-V4-Pro
  • AA-LCRDeepSeek-V4-Pro by 42.474.732.3+42.4

Full long documents ranking

Following instructionsDeepSeek-V4-Pro
  • IFBenchDeepSeek-V4-Pro by 5.376.571.2+5.3

Full following instructions ranking

Other results4 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-V4-Pro or Solar Pro 3?

DeepSeek-V4-Pro wins five of the six areas where both have results: coding, agents, reasoning, long documents and following instructions. Solar Pro 3 wins none, but costs 43% 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; Solar Pro 3 wins none.

Which is cheaper?

DeepSeek-V4-Pro costs $0.43 per million input tokens and $0.87 per million output tokens; Solar Pro 3 costs $0.15 and $0.60. That makes Solar Pro 3 about 43% cheaper for the same work.

How do you compare the two?

We use the 17 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 4 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.