GPT 5 vs Gemini 2.5 Pro Comparison - Ultimate Coding Test 2025
As of August 2025, GPT-5 and Gemini 2.5 Pro are both considered top-tier large language models, but a recent "Ultimate Coding Test" shows a clear winner in coding performance.
Key Takeaways from the 2025 Ultimate Coding Test 💻
Based on recent benchmarks and expert analysis, here's a direct comparison of their coding capabilities:
GPT-5 is the new leader in coding.
2 GPT-5, especially its Pro version with Python tools, has set new records on major coding benchmarks.3 It's credited with significant advancements in "vibe coding" (building apps from prompts with minimal human input) and handling long, complex agentic tasks from start to finish.4 Gemini 2.5 Pro remains a strong contender.
5 While GPT-5 has surpassed it in some coding benchmarks, Gemini 2.5 Pro is still highly regarded for its coding prowess.6 It's particularly praised for its ability to generate visually compelling web apps and agentic code applications from single-line prompts. Its "Deep Think" mode is specifically designed for complex problems, including competition-level coding.A major advantage for Gemini 2.5 Pro is its context window.
7 With a context window of up to 1 million tokens (and 2 million on the horizon), Gemini 2.5 Pro is the industry leader in handling vast amounts of information.8 This is a significant advantage for coding tasks that involve analyzing large repositories or extensive documentation.9 GPT-5 has a 400k input token context window, which is still substantial but smaller than Gemini's.10 Reliability and pricing are factors. GPT-5 is noted for its low hallucination rate and high reliability, especially in its Pro version. In terms of pricing, GPT-5 is competitively priced, with a cost of $1.25 per million input tokens and $10 per million output tokens.
11 Gemini 2.5 Pro has a similar pricing structure for small inputs, but its cost increases for larger contexts.
Summary of Performance Across Different Metrics
While the focus is on coding, it's helpful to see a broader comparison to understand the full picture of each model's strengths.
Metric | GPT-5 (with Python tools) | Gemini 2.5 Pro | Analysis |
Coding (SWE-Bench Verified) | 74.9% | 63.8% | GPT-5 holds a significant lead, with specific praise for its ability to complete complex, end-to-end tasks. |
Reasoning (GPQA Diamond) | 89.4% | 86.4% | GPT-5 edges out Gemini, but both models demonstrate extremely strong reasoning capabilities. |
Math (AIME 2025) | 100% accuracy | 86.7% | GPT-5's performance in math is exceptional, achieving a perfect score with its "thinking" and tool use capabilities. |
Context Window | 400k tokens | 1M tokens | Gemini 2.5 Pro offers a much larger context window, making it superior for tasks involving massive datasets. |
Hallucination Rate | < 1% | Moderate | GPT-5 is noted for its extremely low error and hallucination rates, a key focus of its development. |
Multimodality | Text and images | Text, images, audio, video | Both are multimodal, but Gemini 2.5 Pro supports a broader range of input types, including audio and video. |
0 Comments