DeepSeek vs xAI · synced 2026-08-11

deepseek-v4-pro vs grok-4.20-0309-reasoning

deepseek-v4-pro is 4.6× cheaper on input than grok-4.20-0309-reasoning.

deepseek-v4-pro grok-4.20-0309-reasoning
Input / 1M $0.435 $2.00
Cached input / 1M $0.004 $0.20
Output / 1M $0.87 $6.00
Context window 1M 2M
Max output 8K 2M
Provider DeepSeek xAI
Vision No Yes
Tool calling Yes Yes
Token count estimated estimated

Capability for the money

Independent measurement · Artificial Analysis · read 2026-08-11

grok-4.20-0309-reasoning is 5.5× dearer for 6.4 points on following instructions (IFBench) — worth it only if that is your bottleneck.

  1. Following instructions

    extraction, classification, sticking to a format

    IFBench
    deepseek-v4-pro76.5%
    grok-4.20-0309-reasoning82.9%

    grok-4.20-0309-reasoning +6.4

  2. Tool use

    multi-step agent work against real tools

    τ²-bench
    deepseek-v4-pro96.2%
    grok-4.20-0309-reasoning96.5%

    grok-4.20-0309-reasoning +0.3

  3. Hard reasoning

    graduate-level science and multi-step analysis

    GPQA Diamond
    deepseek-v4-pro88.8%
    grok-4.20-0309-reasoning88.5%

    deepseek-v4-pro +0.3

Averaged over the benchmarks both models sat, deepseek-v4-pro returns 160.3 points of pass rate per dollar of blended price against 29.8 — 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

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.

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