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VECTOR WIREAI INTELLIGENCE
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GPT-5.1 Instant vs GPT-5.2

OpenAI

Wins 0 of 2 areas

—

OpenAI · released

Wins 2 of 2 areas

Coding · Reasoning

GPT-5.2 is the stronger all-rounder.

Scores updated · 5 tests both models report · How we compare

Where each one wins

Tests won in each of the two 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.

Coding and reasoning 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.

GPT-5.1 InstantNo current price is tracked.
GPT-5.2$1.75 to read · $14.00 to write$16Price from Artificial Analysis

The biggest differences

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

Where GPT-5.2 pulls ahead

  • Fixes real GitHub issues in Python projectsSWE-bench Verified+3.7points aheadGPT-5.280GPT-5.1 Instant76.3
  • Graduate-level biology, physics and chemistry questionsGPQA Diamond+2.2points aheadGPT-5.290.3GPT-5.1 Instant88.1

Where GPT-5.1 Instant pulls ahead

No clear win on a test scored out of 100.

Every test, side by side

All 5 tests both models report. The winning score is in its model's colour; marks a score checked independently.

CodingGPT-5.2

Full coding ranking

ReasoningGPT-5.2

Full reasoning ranking

Other results3 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, GPT-5.1 Instant or GPT-5.2?

GPT-5.2 wins all two areas where both have results: coding and reasoning. GPT-5.1 Instant wins none.

Which is better for coding?

GPT-5.2. It wins the one coding test both models report.

How do you compare the two?

We use the 5 benchmark tests both models have published scores on. The verdict counts the 2 tests in the eight capability areas, and a gap under one point (ten on rating-style scales) counts as a tie. The other 3 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.