API cost decision in 10 seconds

New🔥Step 5 Preview vs NewGlimpse

Pick Glimpse for lower cost; pick Step 5 Preview 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 Step 5 Preview only if the larger context window matters more.

On the standard 1M input plus 500K output workload, Glimpse is estimated at $2.1 vs $2.35 for Step 5 Preview, saving $0.25 (10.6% lower).

Cost-first pickGlimpse

Context-first pickStep 5 Preview

Sample savings$0.2510.6%

10x traffic gap$2.5

Step 5 Preview has more context, but Glimpse saves $0.25 on the standard workload. At 10x that traffic, the same price gap is about $2.5. Use the calculator below to replace the sample workload with your own token volume.

Cost sensitivity

Workload Sensitivity

Same prices, different token mixes.

Cost winner changes by workload shape: input-heavy / RAG favors Glimpse, balanced workload favors Glimpse, and output-heavy chatbot favors Step 5 Preview.

Workload shape	Token mix	Better pick	Step 5 Preview	Glimpse
Input-heavy / RAG	5M input + 500K output	Glimpse	$6.35	$4.5
Balanced workload	1M input + 1M output	Glimpse	$3.7	$3.6
Output-heavy chatbot	1M input + 5M output	Step 5 Preview	$14.5	$15.6

Cheaper input Glimpse $1 vs $0.6 / 1M

Glimpse is $0.4 cheaper per 1M input tokens (40% lower; 1.67x difference).

Cheaper output Step 5 Preview $2.7 vs $3 / 1M

Step 5 Preview is $0.3 cheaper per 1M output tokens (10% lower; 1.11x difference).

Larger context Step 5 Preview 1.05M vs 262.14K

Step 5 Preview has 786.43K more context (4x larger).

Sample workload Glimpse $2.35 vs $2.1

Glimpse is $0.25 cheaper on the standard workload (10.6% lower).

Estimate your workload cost

Your Workload Cost

Prices are normalized to USD per 1M tokens.

Monthly input tokens Monthly output tokens

Step 5 Preview Calculating… Estimated API cost

Glimpse 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; Step 5 Preview has the lower output price; Step 5 Preview 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 $2.35 for Step 5 Preview and $2.1 for Glimpse.

Best Fit

Choose Step 5 Preview when you care most about lower output-token price, and larger context window.

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

Decision Notes

On the standard 1M input plus 500K output workload, Glimpse is estimated at $2.1 vs $2.35 for Step 5 Preview, saving $0.25 (10.6% lower).
Glimpse is $0.25 cheaper on the standard workload (10.6% lower).
Glimpse is $0.4 cheaper per 1M input tokens (40% lower; 1.67x difference).
Step 5 Preview is $0.3 cheaper per 1M output tokens (10% lower; 1.11x difference).
Step 5 Preview has 786.43K more context (4x larger).

Head-to-Head Specs

Feature	New🔥Step 5 Preview (StepFun)	NewGlimpse (Elorian)
Input Price prompt tokens per 1M	$1	$0.6
Completion Price per 1M tokens	$2.7	$3
Sample Workload Cost 1M input + 500K output	$2.35	$2.1
Context Window	1.05M	262.14K
Release Date	2026-10-08	2026-10-17
Popularity	#2

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 $2.35 for Step 5 Preview, saving $0.25 (10.6% 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	Step 5 Preview	Lower output-token price matters most when assistants generate many completion tokens.
RAG or long-document work	Step 5 Preview	A larger context window leaves more room for retrieved passages, conversation history, or source files.

Related Alternatives

Same-provider lower-cost swaps

Step 3.5 Flash can replace Step 5 Preview when lower sample workload cost matters most: $0.25.
Step 3.7 Flash can replace Step 5 Preview when lower sample workload cost matters most: $0.77.

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.
MiMo-V2.6-Flash offers 1.05M context with $0.28 sample workload cost.

Popular competitors

DeepSeek V4.1 Flash · DeepSeek · #1
GLM 5.3 Flash · Z.ai · #3
MiMo-V2.6-Flash · Xiaomi · #4
Hy4 preview · Tencent · #5

Cheaper alternatives

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Larger context alternatives

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Provider catalogs

Compare models within provider hubs before choosing a final API vendor.

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StepFun catalog

Review all tracked StepFun models before deciding whether this matchup is the right shortlist.

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Elorian catalog

Check other Elorian models with comparable pricing, context, or release timing.

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Step 5 Preview

Step 5 Preview is StepFun's flagship model for agentic work, built on a sparse Mixture-of-Experts architecture (27B active / 600B total parameters). It performs strongly in software engineering and professional...

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...