AI Model Comparison

GPT-5.5 Instant vs. GLM-5.1 (Reasoning)

Compare GPT-5.5 Instant (June 2026) vs GLM-5.1 (Reasoning) with benchmark results, speed, pricing, and practical workflow guidance.

Best For GPT-5.5 Instant (June 2026)

  • Legacy OpenAI ecosystem integration
  • Scientific research tasks
  • General purpose text generation

Best For GLM-5.1 (Reasoning)

  • High-performance coding tasks
  • Latency-sensitive applications
  • Cost-optimized production workflows

GLM-5.1 (Reasoning) outperforms GPT-5.5 Instant across nearly all intelligence and coding metrics while offering significantly lower pricing and transparent performance speeds, making it the superior choice for high-performance, cost-sensitive development tasks.

Quick Take

This comparison evaluates OpenAI’s GPT-5.5 Instant, released in June 2026, against Z AI’s GLM-5.1 (Reasoning), released in April 2026. While both models represent recent advancements in the LLM landscape, GLM-5.1 (Reasoning) establishes a clear lead in technical benchmarks and operational transparency.

Benchmark Read

GLM-5.1 (Reasoning) demonstrates superior capabilities across the board. It holds an intelligence index of 40.2 and a coding index of 55.8, compared to GPT-5.5 Instant’s 28.9 and 39.4, respectively. In specific benchmarks, GLM-5.1 (Reasoning) scores 0.868 on GPQA and 0.28 on HLE, outperforming GPT-5.5 Instant’s 0.823 and 0.186. While GPT-5.5 Instant leads slightly in SciCode (0.486 vs 0.438) and LCR (0.64 vs 0.623), GLM-5.1 (Reasoning) provides a broader suite of performance data, including strong results in IFBench (0.763), TerminalBench Hard (0.432), and TAU2 (0.977).

Cost and Speed

Cost efficiency is a major differentiator. GLM-5.1 (Reasoning) is priced at a blended rate of $2.15/1M tokens, significantly cheaper than GPT-5.5 Instant’s $11.25/1M. Furthermore, Z AI provides full transparency regarding speed, with an output of 81.318 tok/s and a time to first token of 0.844s. Conversely, these performance metrics remain unknown for GPT-5.5 Instant, complicating integration planning for latency-sensitive applications.

Best Fit

GLM-5.1 (Reasoning) is best suited for developers requiring high-performance reasoning and coding capabilities at a competitive price point. Its documented speed makes it ideal for production environments where latency is a critical factor. GPT-5.5 Instant may serve as a niche alternative, though its higher cost and lack of published performance data make it less attractive for high-volume enterprise use.

Benchmark table

Side-by-side scores, speed, and pricing for the selected models.

Metric OpenAI GPT-5.5 Instant (June 2026) Z AI GLM-5.1 (Reasoning)
Index Scores
Intelligence Index 28.9 40.2
Coding Index 39.4 55.8
Math Index--
Benchmark Scores
GPQA 82.3 86.8
SciCode 48.6 43.8
IFBench- 76.3
HLE 18.6 28.0
LCR 64.0 62.3
TAU2- 97.7
TerminalBench Hard- 43.2

Verdict

For developers prioritizing raw reasoning power, coding efficiency, and cost-effectiveness, GLM-5.1 (Reasoning) is the clear winner. With a significantly higher intelligence index and transparent performance metrics, it provides better value. GPT-5.5 Instant remains an alternative, but it lacks the performance transparency and benchmark dominance demonstrated by Z AI’s model in this comparison.

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