GPT-6 Astra vs Inkling

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

Inkling

thinkingmachines/inkling

input · usd / 1m tok$10.00$1.87
output · usd / 1m tok$50.00$4.68
context window1.05mtokens65.54ktokens
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

Inkling

thinkingmachines/inkling

input$10.00over 272k · $20.00$1.87
output$50.00over 272k · $75.00$4.68
cache read$1.00over 272k · $2.00$0.374
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

Inkling

thinkingmachines/inkling

creatorOpenAIThinking Machines
model typeText generationText generation
context window1,050,000tokens65,536tokens
input

takes text and image in, gives text out

takes text and image in, gives text out

outputtexttext
tool callingnot verifiednot verified
releasedsep 3, 2026jul 15, 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

Inkling

thinkingmachines/inkling

xhigh

intelligence index · gateway rank52.7#5 of 11325.0#65 of 113
coding index76.9#4 of 6652.1#44 of 66
agentic index51.0#7 of 5422.5#34 of 54
omnisciencenot measured2.0#36 of 90
gpqanot measured87.2%#36 of 82
humanity’s last examnot measured31.9%#46 of 93
aa-lcrnot measured77.3%
mmmu-pronot measured73.5%
scicodenot measured47.0%
tau bankingnot measured29.1%
analystagentnot measured23.8%
gdp.pdf all-passnot measured12.8%
multilingual lcrnot measured6.1%
critptnot measured5.4%
automationbench partialnot measured5.0%
harvey labnot measured0.0%

GPT-6 Astra source ↗Inkling 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.

Inkling

thinkingmachines/inkling

estimated usage cost

$4.21

1,000 requests × (1,000 uncached input × $1.87 + 500 output × $4.68) / 1,000,000 = $4.21

base rates; no context pricing tiers are published.

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 Inkling 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.

Inkling is created by Thinking Machines. It has a 65,536-token context window. Base API pricing (USD): $1.87 per million input tokens; $4.68 per million output tokens.

GPT-6 Astra →Inkling →

this page compares GPT-6 Astra vs Inkling 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.

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