API cost decision in 10 seconds

NewGlimpse vs GPT-6 Astra

Pick Glimpse for lower cost; pick GPT-6 Astra only if the larger context window matters more.

Page updated: 2026-10-17T04:07:47Z Data confirmed: 2026-10-17T04:07:47Z Prices normalized to USD per 1M tokens Sample workload: 1M input + 500K output

Budget verdict

Pick Glimpse for lower cost; pick GPT-6 Astra only if the larger context window matters more.

On the standard 1M input plus 500K output workload, Glimpse is estimated at $2.1 vs $35 for GPT-6 Astra, saving $32.9 (94% lower).

Cost-first pickGlimpse

Context-first pickGPT-6 Astra

Sample savings$32.994%

10x traffic gap$329

GPT-6 Astra has more context, but Glimpse saves $32.9 on the standard workload. At 10x that traffic, the same price gap is about $329. Use the calculator below to replace the sample workload with your own token volume.

Cost sensitivity

Workload Sensitivity

Same prices, different token mixes.

Glimpse stays cheaper across input-heavy, balanced, and output-heavy sample workloads.

Workload shape	Token mix	Better pick	Glimpse	GPT-6 Astra
Input-heavy / RAG	5M input + 500K output	Glimpse	$4.5	$75
Balanced workload	1M input + 1M output	Glimpse	$3.6	$60
Output-heavy chatbot	1M input + 5M output	Glimpse	$15.6	$260

Cheaper input Glimpse $0.6 vs $10 / 1M

Glimpse is $9.4 cheaper per 1M input tokens (94% lower; 16.7x difference).

Cheaper output Glimpse $3 vs $50 / 1M

Glimpse is $47 cheaper per 1M output tokens (94% lower; 16.7x difference).

Larger context GPT-6 Astra 262.14K vs 1.05M

GPT-6 Astra has 787.86K more context (4.01x larger).

Sample workload Glimpse $2.1 vs $35

Glimpse is $32.9 cheaper on the standard workload (94% lower).

Estimate your workload cost

Your Workload Cost

Prices are normalized to USD per 1M tokens.

Monthly input tokens Monthly output tokens

Glimpse Calculating… Estimated API cost

GPT-6 Astra Calculating… Estimated API cost

Cheaper for this workload Calculating… Difference: calculating…

This estimate uses normalized public API pricing per 1M tokens. It is a planning aid, not a billing quote. Verify provider pricing, limits, and terms before production use.

Quick Decision

Verdict

Glimpse has the lower input price; Glimpse has the lower output price; GPT-6 Astra offers the larger context window. For the 1M input plus 500K output sample, Glimpse is cheaper for the standard workload.

For a 1M input token plus 500K output token workload, the estimated API cost is $2.1 for Glimpse and $35 for GPT-6 Astra.

Best Fit

Choose Glimpse when you care most about lower input-token price, and lower output-token price.

Choose GPT-6 Astra when you care most about larger context window.

Decision Notes

On the standard 1M input plus 500K output workload, Glimpse is estimated at $2.1 vs $35 for GPT-6 Astra, saving $32.9 (94% lower).
Glimpse is $32.9 cheaper on the standard workload (94% lower).
Glimpse is $9.4 cheaper per 1M input tokens (94% lower; 16.7x difference).
Glimpse is $47 cheaper per 1M output tokens (94% lower; 16.7x difference).
GPT-6 Astra has 787.86K more context (4.01x larger).

Head-to-Head Specs

Feature	NewGlimpse (Elorian)	GPT-6 Astra (OpenAI)
Input Price prompt tokens per 1M	$0.6	$10
Completion Price per 1M tokens	$3	$50
Sample Workload Cost 1M input + 500K output	$2.1	$35
Context Window	262.14K	1.05M
Release Date	2026-10-17	2026-09-04

Use-Case Decision Matrix

Use case	Better pick	Why
Budget-constrained production	Glimpse	On the standard 1M input plus 500K output workload, Glimpse is estimated at $2.1 vs $35 for GPT-6 Astra, saving $32.9 (94% lower).
High-volume input processing	Glimpse	Lower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill.
Long responses and chatbots	Glimpse	Lower output-token price matters most when assistants generate many completion tokens.
RAG or long-document work	GPT-6 Astra	A larger context window leaves more room for retrieved passages, conversation history, or source files.

Related Alternatives

Same-provider lower-cost swaps

gpt-oss-120b (free) can replace GPT-6 Astra when lower sample workload cost matters most: $0.
gpt-oss-20b (free) can replace GPT-6 Astra when lower sample workload cost matters most: $0.
gpt-oss-20b can replace GPT-6 Astra when lower sample workload cost matters most: $0.06.
gpt-oss-20b (batch) can replace GPT-6 Astra when lower sample workload cost matters most: $0.08.

Larger context near this budget

Grok 4.20 Multi-Agent offers 2M context with $2.5 sample workload cost.
Grok 4.20 offers 2M context with $2.5 sample workload cost.
Llama 4 Scout offers 1.31M context with $0.25 sample workload cost.

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Provider catalogs

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Elorian catalog

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OpenAI catalog

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Glimpse

Glimpse is a multimodal visual reasoning model from Elorian, built for visual understanding and complex visual reasoning in the physical world. It reasons directly over images and video rather than...

GPT-6 Astra

GPT-6 Astra is OpenAI's flagship model for demanding end-to-end work. It is suited for advanced analysis, software engineering, deep research, scientific work, and document creation, with particular strengths in long-horizon...