API cost decision in 10 seconds

Gemma 3 27B vs GLM 5V Turbo

Pick Gemma 3 27B for lower cost; pick GLM 5V Turbo only if the larger context window matters more.

Page updated:  Data confirmed:  Prices normalized to USD per 1M tokens Sample workload: 1M input + 500K output

Budget verdict

Pick Gemma 3 27B for lower cost; pick GLM 5V Turbo only if the larger context window matters more.

On the standard 1M input plus 500K output workload, Gemma 3 27B is estimated at $0.16 vs $3.2 for GLM 5V Turbo, saving $3.04 (95% lower).

Cost-first pickGemma 3 27B
Context-first pickGLM 5V Turbo
Sample savings$3.0495%
10x traffic gap$30.4

GLM 5V Turbo has more context, but Gemma 3 27B saves $3.04 on the standard workload. At 10x that traffic, the same price gap is about $30.4. Use the calculator below to replace the sample workload with your own token volume.

Cost sensitivity

Workload Sensitivity

Same prices, different token mixes.

Gemma 3 27B stays cheaper across input-heavy, balanced, and output-heavy sample workloads.

Workload shapeToken mixBetter pickGemma 3 27BGLM 5V Turbo
Input-heavy / RAG5M input + 500K outputGemma 3 27B$0.48$8
Balanced workload1M input + 1M outputGemma 3 27B$0.24$5.2
Output-heavy chatbot1M input + 5M outputGemma 3 27B$0.88$21.2
Cheaper input Gemma 3 27B $0.08 vs $1.2 / 1M

Gemma 3 27B is $1.12 cheaper per 1M input tokens (93.3% lower; 15x difference).

Cheaper output Gemma 3 27B $0.16 vs $4 / 1M

Gemma 3 27B is $3.84 cheaper per 1M output tokens (96% lower; 25x difference).

Larger context GLM 5V Turbo 131.07K vs 202.75K

GLM 5V Turbo has 71.68K more context (1.55x larger).

Sample workload Gemma 3 27B $0.16 vs $3.2

Gemma 3 27B is $3.04 cheaper on the standard workload (95% lower).

Estimate your workload cost

Your Workload Cost

Prices are normalized to USD per 1M tokens.
Gemma 3 27B Calculating… Estimated API cost
GLM 5V Turbo 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

Gemma 3 27B has the lower input price; Gemma 3 27B has the lower output price; GLM 5V Turbo offers the larger context window. For the 1M input plus 500K output sample, Gemma 3 27B is cheaper for the standard workload.

For a 1M input token plus 500K output token workload, the estimated API cost is $0.16 for Gemma 3 27B and $3.2 for GLM 5V Turbo.

Best Fit

Choose Gemma 3 27B when you care most about lower input-token price, and lower output-token price.

Choose GLM 5V Turbo when you care most about larger context window.

Decision Notes
  • On the standard 1M input plus 500K output workload, Gemma 3 27B is estimated at $0.16 vs $3.2 for GLM 5V Turbo, saving $3.04 (95% lower).
  • Gemma 3 27B is $3.04 cheaper on the standard workload (95% lower).
  • Gemma 3 27B is $1.12 cheaper per 1M input tokens (93.3% lower; 15x difference).
  • Gemma 3 27B is $3.84 cheaper per 1M output tokens (96% lower; 25x difference).
  • GLM 5V Turbo has 71.68K more context (1.55x larger).
Head-to-Head Specs
FeatureGemma 3 27B
(Google)
GLM 5V Turbo
(Z.ai)
Input Price
prompt tokens per 1M
$0.08$1.2
Completion Price
per 1M tokens
$0.16$4
Sample Workload Cost
1M input + 500K output
$0.16$3.2
Context Window131.07K202.75K
Release Date
Popularity#86#136

Use-Case Decision Matrix

Use caseBetter pickWhy
Budget-constrained productionGemma 3 27BOn the standard 1M input plus 500K output workload, Gemma 3 27B is estimated at $0.16 vs $3.2 for GLM 5V Turbo, saving $3.04 (95% lower).
High-volume input processingGemma 3 27BLower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill.
Long responses and chatbotsGemma 3 27BLower output-token price matters most when assistants generate many completion tokens.
RAG or long-document workGLM 5V TurboA larger context window leaves more room for retrieved passages, conversation history, or source files.

Related Alternatives

Same-provider lower-cost swaps
Larger context near this budget
  • Llama 4 Scout offers 10M context with $0.23 sample workload cost.
  • Grok 4.20 offers 2M context with $2.5 sample workload cost.
  • Owl Alpha offers 1.05M context with $0 sample workload cost.
  • DeepSeek V4 Flash offers 1.05M context with $0.2 sample workload cost.

Cheaper alternatives

Review low-cost models sorted by a standard 1M input plus 500K output workload.

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Larger context alternatives

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

Open largest context models

Provider catalogs

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

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Google catalog

Review all tracked Google 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.

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Gemma 3 27B

Gemma 3 introduces multimodality, supporting vision-language input and text outputs. It handles context windows up to 128k tokens, understands over 140 languages, and offers improved math, reasoning, and chat capabilities,...

GLM 5V Turbo

GLM-5V-Turbo is Z.ai’s first native multimodal agent foundation model, built for vision-based coding and agent-driven tasks. It natively handles image, video, and text inputs, excels at long-horizon planning, complex coding,...