Polarison

Gemini 4 Argon vs GPT-6 Astra: pricing and benchmarks

Gemini 4 Argon is 80% cheaper on input tokens ($2.00 vs $10.00 per 1M). Gemini 4 Argon is 80% cheaper on output tokens ($10.00 vs $50.00 per 1M). On our document Q&A workload (50,000 questions a month), Gemini 4 Argon costs $1,100 a month versus $5,500 for GPT-6 Astra, 80% less. Roughly tied. Gemini 4 Argon scores 164.6 and GPT-6 Astra scores 166.4 on the Epoch Capabilities Index, and their confidence intervals overlap.

Prices verified October 17, 2026.

Which should you choose?

Overall capability
Too close to call

Roughly tied. Gemini 4 Argon scores 164.6 and GPT-6 Astra scores 166.4 on the Epoch Capabilities Index, and their confidence intervals overlap.

Advanced math
GPT-6 Astra

GPT-6 Astra scores 93.7% on FrontierMath (Tiers 1–3) vs 86.0% for Gemini 4 Argon.

Price
Gemini 4 Argon

Gemini 4 Argon costs $4.00 per 1M tokens (3:1 input-to-output mix) vs $20.00 for GPT-6 Astra, 80% less.

Best value
Gemini 4 Argon

Gemini 4 Argon delivers statistically similar overall capability for 80% less.

Pricing and specs

Gemini 4 ArgonGPT-6 Astra
ProviderGoogleOpenAI
API model IDgemini-4-argongpt-6-astra
Input / 1M tokens$2.00$10.00
Cached input / 1M tokens$0.10$1.00
Output / 1M tokens$10.00$50.00
Long-context rates—$20.00 in / $75.00 out on long-context requests
Context window1.05M tokens1.05M tokens
Max output66K tokens128K tokens
Batch discount50% off50% off

Benchmarks

Gemini 4 ArgonGPT-6 Astra
Epoch Capabilities Index164.6166.4
GPQA Diamond· Science reasoning96.4%95.8%
FrontierMath (Tiers 1–3)· Advanced math86.0%93.7%
SimpleQA Verified· Factual accuracy76.0%75.6%
ARC-AGI-2· Abstract reasoning—95.0%
DeepSWE· Coding—74.1%
APEX-Agents· Agentic work82.4%64.7%

Source: Epoch AI, best recorded result per model (CC BY 4.0). A dash means no published score. See all benchmarks

Monthly cost for real workloads

WorkloadGemini 4 ArgonGPT-6 AstraDifference
Support chatbot
100,000 replies a month, ~1,500 input tokens (system prompt + history) and ~400 output tokens each.
$700.00$3,500Gemini 4 Argon 80% cheaper
Document Q&A (RAG)
50,000 questions a month with ~8,000 tokens of retrieved context and ~600 output tokens each.
$1,100$5,500Gemini 4 Argon 80% cheaper
Coding agent
10,000 agent steps a month, ~40,000 input tokens each (70% read from the prompt cache) and ~2,000 output tokens.
$468.00$2,480Gemini 4 Argon 81% cheaper

Estimates use standard list prices and ignore cache-write surcharges. Different tokenizers can count the same text differently, so test with your own prompts.

Gemini 4 Argon vs GPT-6 Astra cost calculator

Standard-tier list prices. Long-context rates apply automatically where the provider publishes a threshold. Excludes cache-write surcharges, taxes, batch and volume discounts.

Gemini 4 Argon pricing notes

Google’s flagship reasoning model for complex coding, agents, math and science.

  • Introductory price through November 30, 2026. From December 1, 2026: $4 input, $0.20 cached, $20 output per 1M tokens.
  • Not available on the Gemini API free tier.
  • Output price includes thinking tokens.
  • Max output is 65,536 tokens by default and up to 1,048,576 with long decode.
  • Implicit caching only; explicit context caching is not supported.
  • Priority inference costs 1.8x the standard rate.
Google official pricing ↗

GPT-6 Astra pricing notes

OpenAI’s most capable model, built for the hardest end-to-end reasoning and coding work.

  • Cache writes are billed at $12.50 per 1M tokens.
  • Fast mode costs 2x the standard rate; Flex costs half.
  • Regional (data residency) endpoints add a 10% uplift.
OpenAI official pricing ↗

Frequently asked questions

Is Gemini 4 Argon cheaper than GPT-6 Astra?
Gemini 4 Argon is 80% cheaper on input tokens ($2.00 vs $10.00 per 1M). Gemini 4 Argon is 80% cheaper on output tokens ($10.00 vs $50.00 per 1M). On our document Q&A workload (50,000 questions a month), Gemini 4 Argon costs $1,100 a month versus $5,500 for GPT-6 Astra, 80% less.
Which is more capable, Gemini 4 Argon or GPT-6 Astra?
Roughly tied. Gemini 4 Argon scores 164.6 and GPT-6 Astra scores 166.4 on the Epoch Capabilities Index, and their confidence intervals overlap.
How much does Gemini 4 Argon cost per 1M tokens?
Gemini 4 Argon costs $2.00 per 1M input tokens and $10.00 per 1M output tokens, and $0.10 per 1M cached input tokens on Google’s standard tier.
How much does GPT-6 Astra cost per 1M tokens?
GPT-6 Astra costs $10.00 per 1M input tokens and $50.00 per 1M output tokens, and $1.00 per 1M cached input tokens on OpenAI’s standard tier.
Which has the larger context window, Gemini 4 Argon or GPT-6 Astra?
GPT-6 Astra has the larger context window: 1.05M tokens versus 1.05M for Gemini 4 Argon.

Related comparisons