API cost decision in 10 seconds

GLM 5 vs 🔥Gemini 3 Flash Preview

Pick GLM 5 for lower cost; pick Gemini 3 Flash Preview only if the larger context window matters more.

Pricing data updated:  Prices normalized to USD per 1M tokens Sample workload: 1M input + 500K output

Budget verdict

Pick GLM 5 for lower cost; pick Gemini 3 Flash Preview only if the larger context window matters more.

On the standard 1M input plus 500K output workload, GLM 5 is estimated at $1.56 vs $2 for Gemini 3 Flash Preview, saving $0.44 (22% lower).

Cost-first pickGLM 5
Context-first pickGemini 3 Flash Preview
Sample savings$0.4422%
10x traffic gap$4.4

Gemini 3 Flash Preview has more context, but GLM 5 saves $0.44 on the standard workload. At 10x that traffic, the same price gap is about $4.4. Use the calculator below to replace the sample workload with your own token volume.

Cost sensitivity

Workload Sensitivity

Same prices, different token mixes.

GLM 5 stays cheaper across input-heavy, balanced, and output-heavy sample workloads.

Workload shapeToken mixBetter pickGLM 5Gemini 3 Flash Preview
Input-heavy / RAG 5M input + 500K output GLM 5 $3.96 $4
Balanced workload 1M input + 1M output GLM 5 $2.52 $3.5
Output-heavy chatbot 1M input + 5M output GLM 5 $10.2 $15.5
Cheaper inputGemini 3 Flash Preview$0.6 vs $0.5 / 1M
Cheaper outputGLM 5$1.92 vs $3 / 1M
Larger contextGemini 3 Flash Preview202.75K vs 1.05M
Sample workloadGLM 5$1.56 vs $2

Estimate your workload cost

Your Workload Cost

Prices are normalized to USD per 1M tokens.
GLM 5Calculating…Estimated API cost
Gemini 3 Flash PreviewCalculating…Estimated API cost
Cheaper for this workloadCalculating…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

Gemini 3 Flash Preview has the lower input price, GLM 5 has the lower output price, and Gemini 3 Flash Preview offers the larger context window.

For a 1M input token plus 500K output token workload, the estimated API cost is $1.56 for GLM 5 and $2 for Gemini 3 Flash Preview.

Best Fit

Choose GLM 5 when you care most about lower output-token price.

Choose Gemini 3 Flash Preview when you care most about lower input-token price, and larger context window.

Head-to-Head Specs
FeatureGLM 5
(Z.ai)
🔥Gemini 3 Flash Preview
(Google)
Input Price
prompt tokens per 1M
$0.6$0.5
Completion Price
per 1M tokens
$1.92$3
Sample Workload Cost
1M input + 500K output
$1.56$2
Context Window202.75K1.05M
Release Date2026-02-112025-12-17
Popularity#7
GLM 5

GLM-5 is Z.ai’s flagship open-source foundation model engineered for complex systems design and long-horizon agent workflows. Built for expert developers, it delivers production-grade performance on large-scale programming tasks, rivaling leading...

Gemini 3 Flash Preview

Gemini 3 Flash Preview is a high speed, high value thinking model designed for agentic workflows, multi turn chat, and coding assistance. It delivers near Pro level reasoning and tool...

Use-Case Decision Matrix

Use caseBetter pickWhy
Budget-constrained productionGLM 5On the standard 1M input plus 500K output workload, GLM 5 is estimated at $1.56 vs $2 for Gemini 3 Flash Preview, saving $0.44 (22% lower).
High-volume input processingGemini 3 Flash PreviewLower prompt-token price matters most when prompts or retrieved passages dominate the bill.
Long responses and chatbotsGLM 5Lower output-token price matters most when assistants generate many completion tokens.
RAG or long-document workGemini 3 Flash PreviewA larger context window leaves more room for retrieved passages and source files.