Gemini 3.8 Flash vs GPT-6 Astra Pro

Pick up to 3 models · pricing, context and capabilities · simulate your product cost

Data updated on September 30, 2026· 217 models

Google3.8 Flash

Gemini 3.8 Flash is Google's most intelligent Flash model with significant gains from 3.7 Flash across software engineering, agentic tasks, and multi-step reasoning.

View sheet →

Reasoning estimated
Speed estimated
▲
Input
Output
Context
1 M tokens
Max output
66 K
Input, $ per 1M tokens
▲$0.750
Output, $ per 1M tokens
▲$3.75
Cache read, $ per 1M
$0.075
Batch (input / output)
$0.375 / $1.88
Tool calling
Yes
Released
09/02/2026
Knowledge cutoff
—
API id
google/gemini-3.8-flash
OpenAIAstra Pro

GPT-6 Astra Pro is the same underlying model as GPT-6 Astra, served with reasoning.mode set to pro for higher-quality responses on complex tasks.

View sheet →

Reasoning estimated
▲
Speed estimated
Input
Output
Context
▲1.1 M tokens
Max output
▲128 K
Input, $ per 1M tokens
$10.00
Output, $ per 1M tokens
$50.00
Cache read, $ per 1M
$1.000
Batch (input / output)
$5.00 / $25.00
Tool calling
Yes
Released
▲09/04/2026
Knowledge cutoff
—
API id
openai/gpt-6-astra-pro
Third model (optional)
text image audio video PDF / file reasoning (1 to 5, estimated by family) speed (1 to 4, estimated by family)▲ best value among the selected

Which is the better API choice: Gemini 3.8 Flash vs GPT-6 Astra Pro?

  • Gemini 3.8 Flash: cheapest input (93% less than GPT-6 Astra Pro)
  • Gemini 3.8 Flash: cheapest output
  • GPT-6 Astra Pro: largest context (1.1 M)
  • GPT-6 Astra Pro: the newest (09/04/2026)
  • GPT-6 Astra Pro: most reasoning (estimated)
  • Gemini 3.8 Flash: the fastest (estimated)

Gemini 3.8 Flash costs 93% less on input and 93% less on output than GPT-6 Astra Pro ($0.750 / $3.75 versus $10.00 / $50.00 per million tokens). GPT-6 Astra Pro accepts more context (1.1 M). On capabilities, only Gemini 3.8 Flash accepts audio. Gemini 3.8 Flash and GPT-6 Astra Pro offer a batch tier at half price for jobs that do not need an immediate answer.

What would your product cost?

Estimate the monthly cost with your app's real volume. List prices, no cache or batch discounts.

Gemini 3.8 Flash
$26.25/mo
GPT-6 Astra Pro
$350.00/mo

With Gemini 3.8 Flash you save $323.75 a month versus GPT-6 Astra Pro (93% less).

The 6 cheapest for this scenario (chat, last 12 months)

  1. 1Lyria 3 Pro Preview Google$0.00
  2. 2Lyria 3 Clip Preview Google$0.00
  3. 3Qwen3.7 Flash Qwen$0.97
  4. 4DeepSeek V4 Flash 0731 DeepSeek$1.55
  5. 5Ministral 3 3B 2512 Mistral$1.90
  6. 6Qwen3.5-Flash Qwen$2.02

Paste your prompt: tokens and cost per model

Rough estimate (about 4 characters per token). Nothing is sent to any server.

76tokens approx.287 characters

Cost of sending it 1,000 times (input only)

  1. 1Gemini 3.8 Flash Google$0.057
  2. 2Claude Sonnet 5.5 Anthropic$0.152
  3. 3Claude Sonnet 5 Anthropic$0.152
  4. 4Claude Opus 5.5 Anthropic$0.304
  5. 5Claude Opus 5 Anthropic$0.380
  6. 6GPT-6 Astra Pro OpenAI$0.760
  7. 7Claude Fable 5.1 Anthropic$0.760
  8. 8Claude Fable 5 Anthropic$0.760

Popular comparisons

Frequently asked questions

Which is the better API choice: Gemini 3.8 Flash vs GPT-6 Astra Pro?

Gemini 3.8 Flash costs 93% less on input and 93% less on output than GPT-6 Astra Pro ($0.750 / $3.75 versus $10.00 / $50.00 per million tokens). GPT-6 Astra Pro accepts more context (1.1 M). On capabilities, only Gemini 3.8 Flash accepts audio. Gemini 3.8 Flash and GPT-6 Astra Pro offer a batch tier at half price for jobs that do not need an immediate answer.

Which is cheaper: Gemini 3.8 Flash and GPT-6 Astra Pro?

Gemini 3.8 Flash is cheaper: $0.750 per million input tokens and $3.75 per million output tokens, versus $10.00 / $50.00 for GPT-6 Astra Pro.

Which has more context: Gemini 3.8 Flash and GPT-6 Astra Pro?

GPT-6 Astra Pro accepts 1.1 M tokens of context; Gemini 3.8 Flash accepts 1 M.

Which is newer: Gemini 3.8 Flash and GPT-6 Astra Pro?

GPT-6 Astra Pro was released on 09/04/2026; Gemini 3.8 Flash on 09/02/2026.

What would 10,000 requests a month cost with Gemini 3.8 Flash and GPT-6 Astra Pro?

With 1,500 input and 400 output tokens per request: Gemini 3.8 Flash: $26.25; GPT-6 Astra Pro: $350.00 a month, at list price.

Where do the prices come from and how often are they updated?

From the public catalogs of OpenRouter, models.dev and LiteLLM, which publish each provider's list prices. They sync once a day and the last update date is shown above the comparison.

What does price per million tokens mean?

It is what the provider charges per million tokens you send (input) or the model generates (output). A token is roughly 4 characters. Output almost always costs more than input.

Sources: OpenRouter, models.dev and LiteLLM. Prices in USD per million tokens, list price, no volume discounts. Prompt tokens are an estimate; each provider's tokenizer may differ.