🆚 Western frontier vs open reasoning

GPT-5 vs DeepSeek V4
Run a Real Reasoning Race

DeepSeek V4 Pro is a reasoning-tuned model that costs ~10x less than GPT-5 per token and frequently matches or beats it on hard problems. Settle the comparison on your prompt: CouncilMind runs both in parallel and shows you the reasoning trace.

10x Cheaper per token
Reasoning Trace Visible
Verdict Independent
CouncilMind
🎯 Claude Opus 4.6

GPT-5: The cleanest path is to factor this into recursive subproblems; complexity is O(n log n).

🧠 GPT-5.5

DeepSeek V4 Pro [reasoning]: We must verify the recursion hypothesis. Base case: ... Step: ... Conclusion: O(n log n) is correct, but only if the partition is balanced—worst case O(n²).

🔬 DeepSeek V4

Verdict: DeepSeek caught the worst-case GPT-5 implied. On hard reasoning, the cheaper model often wins on rigor.

The 10x cheaper model holds its own

Why This Comparison Matters

The price gap is huge. The capability gap, often, isn't.

Reasoning Trace Visible

DeepSeek V4 Pro shows its work. GPT-5 doesn't. You see where each one's confidence comes from.

Same Prompt, Both Streams

No isolated benchmarks. Your actual question, both actual models.

Cost-Aware Verdict

The judge weighs answer quality and effective cost—the right model for your real workflow.

Settle GPT-5 vs DeepSeek in One Test

Hard reasoning is where the gap closes

1

Pose a Hard Question

Math, logic, debugging, multi-step reasoning—the harder the better.

2

Both Models Reason

GPT-5 answers; DeepSeek V4 Pro shows its full reasoning trace.

3

Get the Verdict

A third model explains which reasoning held up under scrutiny.

Run a Real Reasoning Comparison

Free tier includes both. No credit card.