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GPT-6 Astra Alternatives

What is the best alternative to GPT-6 Astra?

The closest alternative to GPT-6 Astra (OpenAI, $20.00/M blended) is GPT-6 Sol Pro, from OpenAI, a drop-in migration priced -80% relative to GPT-6 Astra at blended (3:1) rates. There is no meaningful parity loss on this swap.

Verified

The closest match to GPT-6 Astra (OpenAI, $20.00/M) is GPT-6 Sol Pro — a drop-in migration at -80% price.

Closest match
GPT-6 Sol Pro
drop-in
-80% price. No significant parity loss.
Cheapest alternative
Ministral 8B
config
-99.3% price. Biggest gap: context drops from 1,050,000 to 256,000 tokens.
Fastest alternative
Ministral 8B
config
-99.3% price. Biggest gap: context drops from 1,050,000 to 256,000 tokens.

Ranked — top 8 alternatives

#ModelProviderEffortBlended $/M (Δ%)tok/s (Δ%)ContextParityCloseness
1GPT-6 Sol ProOpenAIdrop-in$4.00 (-80%)—0K100%95
2GPT-6.1 SolOpenAIdrop-in$4.00 (-80%)—0K100%95
3GPT-6 LunaOpenAIdrop-in$0.20 (-99%)—0K78%90
4GPT-6 Luna ProOpenAIdrop-in$0.20 (-99%)—0K78%90
5Mistral Small 3.1Mistralconfig$0.26 (-98.7%)—-794K67%79
6Magistral SmallMistralconfig$0.75 (-96.3%)—-922K67%79
7Ministral 8BMistralconfig$0.15 (-99.3%)—-794K56%75
8Mistral Large 3Mistralconfig$0.75 (-96.3%)—-794K56%74

Top 3, in detail

Same provider — change the model string, nothing else.

Request diff
Before — OpenAI
base_url: https://api.openai.com/v1
auth: Bearer API key
After — OpenAI
base_url: https://api.openai.com/v1
auth: Bearer API key
sdk: openai
model: "gpt-6-sol-pro"

Same provider — change the model string, nothing else.

Request diff
Before — OpenAI
base_url: https://api.openai.com/v1
auth: Bearer API key
After — OpenAI
base_url: https://api.openai.com/v1
auth: Bearer API key
sdk: openai
model: "gpt-6.1-sol"
GPT-6 Lunadrop-in

Same provider — change the model string, nothing else.

You lose: Max output drops from 128,000 to 64,000 tokens; No extended-thinking mode.

Request diff
Before — OpenAI
base_url: https://api.openai.com/v1
auth: Bearer API key
After — OpenAI
base_url: https://api.openai.com/v1
auth: Bearer API key
sdk: openai
model: "gpt-6-luna"

Or don't migrate at all

One base URL, one key, change the model string — every alternative above is already callable through All AI Ask.

curl https://allaiask.com/api/v1/chat \
  -H "Authorization: Bearer $ALLAIASK_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{"model": "gpt-6-sol-pro", "messages": [{"role": "user", "content": "Hello"}]}'

OpenAI gotchas when switching away

  • Reasoning tokens are billed separately from output tokens on Sol and Terra.

Related

GPT-6 Astra pricingOpenAI provider hubBest LLM for Math & ReasoningBest LLM for Long Documents & RAG

FAQ

What is the closest alternative to GPT-6 Astra?

GPT-6 Sol Pro is the closest match: drop-in migration, -80% price, no significant parity loss.

Can I switch off GPT-6 Astra without changing my code?

Within OpenAI, GPT-6 Sol Pro is a drop-in swap — same request shape, just change the model string.

What do I lose switching from GPT-6 Astra?

Against the closest match, GPT-6 Sol Pro, we found no significant parity gap on the dimensions we track.

Prices and specs verified 2026-08-14.

Try GPT-6 Astra against its closest alternative

Run the same prompt on both, side by side, before you commit to a migration.

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