GPT-6 Astra vs Qwen3.7 Plus

rates, context and capabilities side by side on the impossibl api, and what the same workload costs on each.

the models at a glance: base rates, context window and modalities
specificationGPT-6 Astra

openai/gpt-6-astra

Qwen3.7 Plus

qwen/qwen3.7-plus

input · usd / 1m tok$10.00$0.40
output · usd / 1m tok$50.00$1.60
context window1.05mtokens1.05mtokens
modalities · in → out

takes text and image in, gives text out

takes text and image in, gives text out

pricing

base api rates by model
base api rates · usd per 1m tokensGPT-6 Astra

openai/gpt-6-astra

Qwen3.7 Plus

qwen/qwen3.7-plus

input$10.00over 272k · $20.00$0.40over 256k · $1.20
output$50.00over 272k · $75.00$1.60over 256k · $4.80
cache read$1.00over 272k · $2.00$0.08over 256k · $0.24
cache write · default ttl$12.50over 272k · $25.00not published

brackets are by input tokens per request: a request over a threshold is billed at that bracket's rates for all of its tokens. cache creation can have a separate charge. the estimate below prices one workload at these rates on every model.

specifications

published specifications by model
as publishedGPT-6 Astra

openai/gpt-6-astra

Qwen3.7 Plus

qwen/qwen3.7-plus

creatorOpenAIQwen
model typeText generationText generation
context window1,050,000tokens1,048,576tokens
input

takes text and image in, gives text out

takes text and image in, gives text out

outputtexttext
tool callingnot verifiednot verified
releasedsep 3, 2026jun 1, 2026
endpoint/v1/chat/completions/v1/chat/completions

unknown means the public catalog does not establish that fact. a model's documented capabilities can differ from what a particular api supports. see the model documentation for integration details.

benchmarks

benchmark scores by model, primary tested configuration
primary configurationGPT-6 Astra

openai/gpt-6-astra

Qwen3.7 Plus

qwen/qwen3.7-plus

intelligence index · gateway rank52.7#5 of 11325.2#64 of 113
coding index76.9#4 of 6655.9#40 of 66
agentic index51.0#7 of 5417.5#41 of 54
omnisciencenot measured1.1#38 of 90
gpqanot measured90.0%#26 of 82
humanity’s last examnot measured35.6%#39 of 93
tau2not measured93.0%
mmmu-pronot measured80.5%
ifbenchnot measured78.0%
aa-lcrnot measured73.0%
terminal-bench hardnot measured47.0%
scicodenot measured46.1%
apex-agentsnot measured22.4%
tau bankingnot measured17.5%
automationbench partialnot measured17.4%
gdp.pdf all-passnot measured12.2%
critptnot measured9.1%
multilingual lcrnot measured8.9%

GPT-6 Astra source ↗Qwen3.7 Plus source ↗

each column describes the tested configuration named under the model; performance and costs can differ on impossibl. a score one model was not measured on is left blank rather than scored zero. indices are ranked against every model on the gateway with one. last checked 2026-10-21.

estimate your cost

one token workload, priced on every model at the published rates, in usd. change the numbers to match yours.

token workload

total input, including cached tokens

include billable reasoning tokens

the same token usage in each request

a subset of total input, never additional tokens

GPT-6 Astra

openai/gpt-6-astra

estimated usage cost

$35.00

1,000 requests × (1,000 uncached input × $10.00 + 500 output × $50.00) / 1,000,000 = $35.00

base rates: up to 272,000 input tokens per request, inclusive.

Qwen3.7 Plus

qwen/qwen3.7-plus

estimated usage cost

$1.20

1,000 requests × (1,000 uncached input × $0.40 + 500 output × $1.60) / 1,000,000 = $1.20

base rates: up to 256,000 input tokens per request, inclusive.

estimates use published impossibl api usage rates. configured billing adjustments, funding fees, taxes, and custom workspace rates are excluded and may change the final amount.

image and audio usage, cache creation, and additional tool charges are excluded. reasoning tokens count as billable output, even when they are not visible in the response.

summary

GPT-6 Astra and Qwen3.7 Plus are available through the Impossibl API. they share the /v1/chat/completions endpoint; the model identifier selects the model for a request.

GPT-6 Astra is created by OpenAI. It has a 1,050,000-token context window. Base API pricing (USD): $10.00 per million input tokens; $50.00 per million output tokens. Above 272,000 input tokens per request, context-tier rates apply to the whole request.

Qwen3.7 Plus is created by Qwen. It has a 1,048,576-token context window. Base API pricing (USD): $0.40 per million input tokens; $1.60 per million output tokens. Above 256,000 input tokens per request, context-tier rates apply to the whole request.

GPT-6 Astra →Qwen3.7 Plus →

this page compares GPT-6 Astra vs Qwen3.7 Plus as listed by the impossibl public api. prices and availability come from that catalog, refreshed here every five minutes. this is an impossibl offering, not a comparison of independent hosting-provider quotes.

view the source catalog ↗comparison as markdown ↗report a correction →