API cost decision in 10 seconds

Nova Micro 1.0 vs GLM 4 32B

Pick Nova Micro 1.0 when budget is the priority.

Page updated: 2026-05-26T15:08:08Z Data confirmed: 2026-05-26T18:08:02Z Prices normalized to USD per 1M tokens Sample workload: 1M input + 500K output

Budget verdict

Pick Nova Micro 1.0 when budget is the priority.

On the standard 1M input plus 500K output workload, Nova Micro 1.0 is estimated at $0.11 vs $0.15 for GLM 4 32B, saving $0.05 (30% lower).

Cost-first pickNova Micro 1.0

Context-first pickBoth models

Sample savings$0.0530%

10x traffic gap$0.45

The reported context window is tied, so cost and provider fit carry more weight. At 10x that traffic, the same price gap is about $0.45. 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 Nova Micro 1.0, balanced workload favors Nova Micro 1.0, and output-heavy chatbot favors GLM 4 32B.

Workload shape	Token mix	Better pick	Nova Micro 1.0	GLM 4 32B
Input-heavy / RAG	5M input + 500K output	Nova Micro 1.0	$0.25	$0.55
Balanced workload	1M input + 1M output	Nova Micro 1.0	$0.18	$0.2
Output-heavy chatbot	1M input + 5M output	GLM 4 32B	$0.74	$0.6

Cheaper input Nova Micro 1.0 $0.035 vs $0.1 / 1M

Nova Micro 1.0 is $0.07 cheaper per 1M input tokens (65% lower; 2.86x difference).

Cheaper output GLM 4 32B $0.14 vs $0.1 / 1M

GLM 4 32B is $0.04 cheaper per 1M output tokens (28.6% lower; 1.4x difference).

Larger context Tie 128K vs 128K

Both models report the same context window at 128K tokens.

Sample workload Nova Micro 1.0 $0.11 vs $0.15

Nova Micro 1.0 is $0.05 cheaper on the standard workload (30% lower).

Estimate your workload cost

Your Workload Cost

Prices are normalized to USD per 1M tokens.

Monthly input tokens Monthly output tokens

Nova Micro 1.0 Calculating… Estimated API cost

GLM 4 32B 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

Nova Micro 1.0 has the lower input price; GLM 4 32B has the lower output price; both models report the same context window. For the 1M input plus 500K output sample, Nova Micro 1.0 is cheaper for the standard workload.

For a 1M input token plus 500K output token workload, the estimated API cost is $0.11 for Nova Micro 1.0 and $0.15 for GLM 4 32B.

Best Fit

Choose Nova Micro 1.0 when you care most about lower input-token price.

Choose GLM 4 32B when you care most about lower output-token price.

Decision Notes

On the standard 1M input plus 500K output workload, Nova Micro 1.0 is estimated at $0.11 vs $0.15 for GLM 4 32B, saving $0.05 (30% lower).
Nova Micro 1.0 is $0.05 cheaper on the standard workload (30% lower).
Nova Micro 1.0 is $0.07 cheaper per 1M input tokens (65% lower; 2.86x difference).
GLM 4 32B is $0.04 cheaper per 1M output tokens (28.6% lower; 1.4x difference).
Both models report the same context window at 128K tokens.

Head-to-Head Specs

Feature	Nova Micro 1.0 (Amazon)	GLM 4 32B (Z.ai)
Input Price prompt tokens per 1M	$0.035	$0.1
Completion Price per 1M tokens	$0.14	$0.1
Sample Workload Cost 1M input + 500K output	$0.11	$0.15
Context Window	128K	128K
Release Date	2024-12-05	2025-07-24
Popularity	#146	#147

Use-Case Decision Matrix

Use case	Better pick	Why
Budget-constrained production	Nova Micro 1.0	On the standard 1M input plus 500K output workload, Nova Micro 1.0 is estimated at $0.11 vs $0.15 for GLM 4 32B, saving $0.05 (30% lower).
High-volume input processing	Nova Micro 1.0	Lower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill.
Long responses and chatbots	GLM 4 32B	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 4.5 Air (free) can replace GLM 4 32B when lower sample workload cost matters most: $0.

Larger context near this budget

Owl Alpha offers 1.05M context with $0 sample workload cost.
DeepSeek V4 Flash (free) offers 1.05M context with $0 sample workload cost.
Lyria 3 Clip Preview offers 1.05M context with $0 sample workload cost.
Lyria 3 Pro Preview offers 1.05M context with $0 sample workload cost.

Popular competitors

DeepSeek V4 Flash · DeepSeek · #1
Hy3 preview · Tencent · #2
Claude Opus 4.7 · Anthropic · #3
Claude Sonnet 4.6 · Anthropic · #4

Cheaper alternatives

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Larger context alternatives

Find models with larger context windows for RAG, long documents, and codebase review.

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Provider catalogs

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

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Amazon catalog

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

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Z.ai catalog

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

Open Z.ai models

Nova Micro 1.0

Amazon Nova Micro 1.0 is a text-only model that delivers the lowest latency responses in the Amazon Nova family of models at a very low cost. With a context length...

GLM 4 32B

GLM 4 32B is a cost-effective foundation language model. It can efficiently perform complex tasks and has significantly enhanced capabilities in tool use, online search, and code-related intelligent tasks. It...