GPT-6 Astra vs Grok 4.6: pricing and benchmarks
Grok 4.6 is 80% cheaper on input tokens ($2.00 vs $10.00 per 1M). Grok 4.6 is 88% cheaper on output tokens ($6.00 vs $50.00 per 1M). On our document Q&A workload (50,000 questions a month), Grok 4.6 costs $980.00 a month versus $5,500 for GPT-6 Astra, 82% less. GPT-6 Astra scores 166.3 on the Epoch Capabilities Index vs 156.3 for Grok 4.6.
Prices verified September 14, 2026.
Which should you choose?
GPT-6 Astra scores 166.3 on the Epoch Capabilities Index vs 156.3 for Grok 4.6.
GPT-6 Astra scores 74.1% on DeepSWE vs 67.5% for Grok 4.6.
GPT-6 Astra scores 93.7% on FrontierMath (Tiers 1–3) vs 66.0% for Grok 4.6.
Grok 4.6 costs $3.00 per 1M tokens (3:1 input-to-output mix) vs $20.00 for GPT-6 Astra, 85% less.
A trade-off: GPT-6 Astra is 10.0 ECI points more capable but costs 6.7x as much as Grok 4.6.
Pricing and specs
| GPT-6 Astra | Grok 4.6 | |
|---|---|---|
| Provider | OpenAI | xAI |
| API model ID | gpt-6-astra | grok-4.6 |
| Input / 1M tokens | $10.00 | $2.00 |
| Cached input / 1M tokens | $1.00 | $0.50 |
| Output / 1M tokens | $50.00 | $6.00 |
| Long-context rates | $20.00 in / $75.00 out on long-context requests | $4.00 in / $12.00 out above 200K prompt tokens |
| Context window | 1.05M tokens | 500K tokens |
| Max output | 128K tokens | — |
| Batch discount | 50% off | — |
Benchmarks
| GPT-6 Astra | Grok 4.6 | |
|---|---|---|
| Epoch Capabilities Index | 166.3 | 156.3 |
| GPQA Diamond· Science reasoning | 94.4% | 92.0% |
| FrontierMath (Tiers 1–3)· Advanced math | 93.7% | 66.0% |
| SimpleQA Verified· Factual accuracy | 75.6% | 49.3% |
| ARC-AGI-2· Abstract reasoning | 95.0% | 67.1% |
| DeepSWE· Coding | 74.1% | 67.5% |
| APEX-Agents· Agentic work | 46.7% | 41.2% |
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
| Workload | GPT-6 Astra | Grok 4.6 | Difference |
|---|---|---|---|
Support chatbot 100,000 replies a month, ~1,500 input tokens (system prompt + history) and ~400 output tokens each. | $3,500 | $540.00 | Grok 4.6 85% cheaper |
Document Q&A (RAG) 50,000 questions a month with ~8,000 tokens of retrieved context and ~600 output tokens each. | $5,500 | $980.00 | Grok 4.6 82% 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. | $2,480 | $500.00 | Grok 4.6 80% 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.
GPT-6 Astra vs Grok 4.6 cost calculator
- $980.00/mo$0.02 / request
- GPT-6 AstraOpenAI$5,500/mo$0.11 / request
Standard-tier list prices. Long-context rates apply automatically where the provider publishes a threshold. Excludes cache-write surcharges, taxes, batch and volume discounts.
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.
Grok 4.6 pricing notes
xAI’s flagship model for code and everything else, with agentic tool calling and configurable reasoning.
- Requests with 200K or more prompt tokens are billed at $4 input / $1 cached / $12 output for all tokens.
- Web Search and X Search tools cost $5 per 1,000 calls.
Frequently asked questions
- Is GPT-6 Astra cheaper than Grok 4.6?
- Grok 4.6 is 80% cheaper on input tokens ($2.00 vs $10.00 per 1M). Grok 4.6 is 88% cheaper on output tokens ($6.00 vs $50.00 per 1M). On our document Q&A workload (50,000 questions a month), Grok 4.6 costs $980.00 a month versus $5,500 for GPT-6 Astra, 82% less.
- Which is more capable, GPT-6 Astra or Grok 4.6?
- GPT-6 Astra scores 166.3 on the Epoch Capabilities Index vs 156.3 for Grok 4.6.
- 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.
- How much does Grok 4.6 cost per 1M tokens?
- Grok 4.6 costs $2.00 per 1M input tokens and $6.00 per 1M output tokens, and $0.50 per 1M cached input tokens on xAI’s standard tier.
- Which has the larger context window, GPT-6 Astra or Grok 4.6?
- GPT-6 Astra has the larger context window: 1.05M tokens versus 500K for Grok 4.6.