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Claude Sonnet 4.6 vs Solar Pro 3

Anthropic · released

Wins 5 of 6 areas

Coding · Agents · Reasoning · Facts · Long documents

Upstage · released

Wins 1 of 6 areas

Following instructions

Claude Sonnet 4.6 is the stronger all-rounder.Solar Pro 3 is cheaper and better at following instructions.

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.

Claude Sonnet 4.6$3.00 to read · $15.00 to write$18Price from Artificial Analysis
Solar Pro 3$0.15 to read · $0.60 to write$0.75Price from Artificial Analysis

Solar Pro 3 costs 96% 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 Claude Sonnet 4.6 pulls ahead

  • Command-line tasks in a real terminalTerminal-Bench 2.1+59.2points aheadClaude Sonnet 4.671.2Solar Pro 312
  • Reasons across sets of long documentsAA-LCR+47.7points aheadClaude Sonnet 4.680Solar Pro 332.3
  • Hard command-line tasks in a real terminalTerminal-Bench Hard+45.4points aheadClaude Sonnet 4.653Solar Pro 37.6

Where Solar Pro 3 pulls ahead

  • Follows unfamiliar, precisely checkable instructionsIFBench+14.6points aheadSolar Pro 371.2Claude Sonnet 4.656.6

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.

CodingClaude Sonnet 4.6

Full coding ranking

AgentsClaude Sonnet 4.6
  • GDPValClaude Sonnet 4.6 by 36.736.70+36.7
  • τ-Bench V3 · BankingClaude Sonnet 4.6 by 25.734.48.7+25.7
  • Terminal-Bench 4.0Claude Sonnet 4.6 by 330+3

Full agents ranking

ReasoningClaude Sonnet 4.6

Full reasoning ranking

FactsClaude Sonnet 4.6

Full facts ranking

Long documentsClaude Sonnet 4.6
  • AA-LCRClaude Sonnet 4.6 by 47.78032.3+47.7

Full long documents ranking

Following instructionsSolar Pro 3
  • IFBenchSolar Pro 3 by 14.656.671.2+14.6

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, Claude Sonnet 4.6 or Solar Pro 3?

Claude Sonnet 4.6 wins five of the six areas where both have results: coding, agents, reasoning, facts and long documents. Solar Pro 3 wins following instructions, and costs 96% less.

Which is better for coding?

Claude Sonnet 4.6. It wins 3 of the 3 coding tests both models report; Solar Pro 3 wins none.

Which is cheaper?

Claude Sonnet 4.6 costs $3.00 per million input tokens and $15.00 per million output tokens; Solar Pro 3 costs $0.15 and $0.60. That makes Solar Pro 3 about 96% 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.