API cost decision in 10 seconds

NewPareto 26.10 Preview vs GLM Latest

Pick GLM Latest when budget is the priority.

Page updated: 2026-10-14T20:07:54Z Data confirmed: 2026-10-15T01:07:46Z Prices normalized to USD per 1M tokens Sample workload: 1M input + 500K output

Budget verdict

Pick GLM Latest when budget is the priority.

On the standard 1M input plus 500K output workload, GLM Latest is estimated at $2.26 vs $2.4 for Pareto 26.10 Preview, saving $0.14 (5.8% lower).

Cost-first pickGLM Latest

Context-first pickBoth models

Sample savings$0.145.8%

10x traffic gap$1.39

The reported context window is tied, so cost and provider fit carry more weight. At 10x that traffic, the same price gap is about $1.39. 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 GLM Latest, balanced workload favors Pareto 26.10 Preview, and output-heavy chatbot favors Pareto 26.10 Preview.

Workload shape	Token mix	Better pick	Pareto 26.10 Preview	GLM Latest
Input-heavy / RAG	5M input + 500K output	GLM Latest	$5.6	$2.5
Balanced workload	1M input + 1M output	Pareto 26.10 Preview	$4	$4.46
Output-heavy chatbot	1M input + 5M output	Pareto 26.10 Preview	$16.8	$22.06

Cheaper input GLM Latest $0.8 vs $0.0608 / 1M

GLM Latest is $0.74 cheaper per 1M input tokens (92.4% lower; 13.2x difference).

Cheaper output Pareto 26.10 Preview $3.2 vs $4.4 / 1M

Pareto 26.10 Preview is $1.2 cheaper per 1M output tokens (27.3% lower; 1.38x difference).

Larger context Tie 1.05M vs 1.05M

Both models report the same context window at 1.05M tokens.

Sample workload GLM Latest $2.4 vs $2.26

GLM Latest is $0.14 cheaper on the standard workload (5.8% lower).

Estimate your workload cost

Your Workload Cost

Prices are normalized to USD per 1M tokens.

Monthly input tokens Monthly output tokens

Pareto 26.10 Preview Calculating… Estimated API cost

GLM Latest 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

GLM Latest has the lower input price; Pareto 26.10 Preview has the lower output price; both models report the same context window. For the 1M input plus 500K output sample, GLM Latest is cheaper for the standard workload.

For a 1M input token plus 500K output token workload, the estimated API cost is $2.4 for Pareto 26.10 Preview and $2.26 for GLM Latest.

Best Fit

Choose Pareto 26.10 Preview when you care most about lower output-token price.

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

Decision Notes

On the standard 1M input plus 500K output workload, GLM Latest is estimated at $2.26 vs $2.4 for Pareto 26.10 Preview, saving $0.14 (5.8% lower).
GLM Latest is $0.14 cheaper on the standard workload (5.8% lower).
GLM Latest is $0.74 cheaper per 1M input tokens (92.4% lower; 13.2x difference).
Pareto 26.10 Preview is $1.2 cheaper per 1M output tokens (27.3% lower; 1.38x difference).
Both models report the same context window at 1.05M tokens.

Head-to-Head Specs

Feature	NewPareto 26.10 Preview (unbiased)	GLM Latest (Z.ai)
Input Price prompt tokens per 1M	$0.8	$0.0608
Completion Price per 1M tokens	$3.2	$4.4
Sample Workload Cost 1M input + 500K output	$2.4	$2.26
Context Window	1.05M	1.05M
Release Date	2026-10-01	2026-08-19

Use-Case Decision Matrix

Use case	Better pick	Why
Budget-constrained production	GLM Latest	On the standard 1M input plus 500K output workload, GLM Latest is estimated at $2.26 vs $2.4 for Pareto 26.10 Preview, saving $0.14 (5.8% lower).
High-volume input processing	GLM Latest	Lower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill.
Long responses and chatbots	Pareto 26.10 Preview	Lower output-token price matters most when assistants generate many completion tokens.
RAG or long-document work	Tie	A larger context window leaves more room for retrieved passages, conversation history, or source files.

Related Alternatives

Same-provider lower-cost swaps

GLM 5.2 (free) can replace GLM Latest when lower sample workload cost matters most: $0.
GLM 4.5 Air (free) can replace GLM Latest when lower sample workload cost matters most: $0.
GLM 4 32B can replace GLM Latest when lower sample workload cost matters most: $0.15.
GLM 5.3 Flash (batch) can replace GLM Latest when lower sample workload cost matters most: $0.16.

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 $0.47 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
Step 5 Preview · StepFun · #2
GLM 5.3 Flash · Z.ai · #3
MiMo-V2.6-Flash · Xiaomi · #4

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Provider catalogs

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unbiased catalog

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Z.ai catalog

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Pareto 26.10 Preview

Pareto is a multimodal composite model built for research, coding, and agentic workflows, while delivering frontier-level performance across a broad range of general-purpose tasks. This is a preview of the...

GLM Latest

This model always redirects to the latest GLM model from Z.ai.