deepseek-v4-pro vs gpt-5.6-terra
deepseek-v4-pro is 4.6× cheaper on input than gpt-5.6-terra.
| deepseek-v4-pro | gpt-5.6-terra | |
|---|---|---|
| Input / 1M | $0.435 | $2.00 |
| Cached input / 1M | $0.004 | $0.20 |
| Output / 1M | $0.87 | $12.00 |
| Context window | 1M | 1.1M |
| Max output | 8K | 128K |
| Provider | DeepSeek | OpenAI |
| Vision | No | Yes |
| Tool calling | Yes | Yes |
| Token count | estimated | exact |
Capability for the money
Independent measurement · Artificial Analysis · read 2026-08-11deepseek-v4-pro is 8.3× cheaper than gpt-5.6-terra and scores higher on following instructions (IFBench) and tool use (τ²-bench) — there is no case for paying more here.
Following instructions
extraction, classification, sticking to a format
IFBenchdeepseek-v4-pro +5.3
Tool use
multi-step agent work against real tools
τ²-benchdeepseek-v4-pro +9.9
Hard reasoning
graduate-level science and multi-step analysis
GPQA Diamondgpt-5.6-terra +3.7
Averaged over the benchmarks both models sat, deepseek-v4-pro returns 160.3 points of pass rate per dollar of blended price against 18.5 — the ratio that decides whether the dearer model earns its rate.
Each figure is a pass rate: the share of that test set the model answered correctly, measured by a third party rather than self-reported by the lab. Rows are different tests of different difficulty, so compare a model against the other model, not one row against the next. No published coding score for one of these models, so that lens is omitted. And a benchmark is not your workload — it narrows the shortlist, it does not pick for you.
Which to pick
- Cheaper input: deepseek-v4-pro
- Cheaper output: deepseek-v4-pro
- Larger context: gpt-5.6-terra
- Better at following instructions: deepseek-v4-pro (76.5% vs 71.2% on IFBench)
- Better at tool use: deepseek-v4-pro (96.2% vs 86.3% on τ²-bench)
- Better at hard reasoning: gpt-5.6-terra (88.8% vs 92.5% on GPQA Diamond)
List price is not production cost. Output length, cache hit rate, retries and task quality move the real number more than the headline rate does — price your own prompt on the token ledger before deciding.
Related comparisons
deepseek-v4-pro detail · gpt-5.6-terra detail · All DeepSeek pricing · All comparisons