GPT 6 Astra pricing for marketing copy

Quick start

Call GPT 6 Astra with the OpenAI Python SDK:

from openai import OpenAI

client = OpenAI()
response = client.chat.completions.create(
    model="gpt-6-astra",
    max_tokens=3000,
    messages=[{"role": "user", "content": "Your prompt here"}]
)
# Cost: ~$0.1580 per call at standard rates
# Input:  $10.00/MTok
# Output: $50.00/MTok

How GPT 6 Astra compares on cost

Per-call cost for all models scoring 50+ on marketing copy benchmarks. Hover for details.

Cheapest viable option: Claude Sonnet 5 at $0.0316/call (80% less, 87/100 quality).

What drives marketing copy cost

Marketing copy is generated in variants (the same brief producing many versions for testing), so cost scales with variant count rather than brief length. Requesting several variants in one call is markedly cheaper than several calls, because the brief and brand context are sent once instead of repeatedly.

For GPT 6 Astra specifically, that means output tokens cost 5.0x more than input, at $50.00 vs $10.00 per MTok. At this use case’s 800/3,000 token split, output accounts for 95% of the $0.1580 per-call cost.

GPT 6 Astra quality benchmarks for marketing copy

Benchmark data for marketing copy is pending for GPT 6 Astra. Test against your own evaluation suite before moving to production.

Performance across all task types

GPT 6 Astra scores by task type. Marketing Copy highlighted.

Confidence scores are a third-party benchmark snapshot from week 29 of 2026. This snapshot is 10 weeks old, so treat the scores as directional and validate against your own evals.

About GPT 6 Astra

Backfilled on 2026-09-23. Prices confirmed by the provider pricing page and the LiteLLM cross-check. Release date not published in a machine-readable source. Not yet benchmarked, so never recommended.

Other models from GPT

You can compare GPT 6 Astra head-to-head against any other model on our model comparison pages, or track how pricing has changed over time on the pricing history tracker.

Frequently asked questions