GLM Latest is $0.24 cheaper per 1M input tokens (79.7% lower; 4.93x difference).
API cost decision in 10 seconds
NewMoondream 3 Preview vs GLM Latest
Pick Moondream 3 Preview for lower cost; pick GLM Latest 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 Moondream 3 Preview for lower cost; pick GLM Latest only if the larger context window matters more.
On the standard 1M input plus 500K output workload, Moondream 3 Preview is estimated at $1.55 vs $2.26 for GLM Latest, saving $0.71 (31.4% lower).
Cost-first pickMoondream 3 Preview
Context-first pickGLM Latest
Sample savings$0.7131.4%
10x traffic gap$7.11
GLM Latest has more context, but Moondream 3 Preview saves $0.71 on the standard workload. At 10x that traffic, the same price gap is about $7.11. Use the calculator below to replace the sample workload with your own token volume.
Cost sensitivity
Workload Sensitivity
Cost winner changes by workload shape: input-heavy / RAG favors GLM Latest, balanced workload favors Moondream 3 Preview, and output-heavy chatbot favors Moondream 3 Preview.
| Workload shape | Token mix | Better pick | Moondream 3 Preview | GLM Latest |
|---|---|---|---|---|
| Input-heavy / RAG | 5M input + 500K output | GLM Latest | $2.75 | $2.5 |
| Balanced workload | 1M input + 1M output | Moondream 3 Preview | $2.8 | $4.46 |
| Output-heavy chatbot | 1M input + 5M output | Moondream 3 Preview | $12.8 | $22.06 |
Moondream 3 Preview is $1.9 cheaper per 1M output tokens (43.2% lower; 1.76x difference).
GLM Latest has 1.02M more context (32.8x larger).
Moondream 3 Preview is $0.71 cheaper on the standard workload (31.4% lower).
Estimate your workload cost
Your Workload Cost
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
GLM Latest has the lower input price; Moondream 3 Preview has the lower output price; GLM Latest offers the larger context window. For the 1M input plus 500K output sample, Moondream 3 Preview is cheaper for the standard workload.
For a 1M input token plus 500K output token workload, the estimated API cost is $1.55 for Moondream 3 Preview and $2.26 for GLM Latest.
Choose Moondream 3 Preview when you care most about lower output-token price.
Choose GLM Latest when you care most about lower input-token price, and larger context window.
- On the standard 1M input plus 500K output workload, Moondream 3 Preview is estimated at $1.55 vs $2.26 for GLM Latest, saving $0.71 (31.4% lower).
- Moondream 3 Preview is $0.71 cheaper on the standard workload (31.4% lower).
- GLM Latest is $0.24 cheaper per 1M input tokens (79.7% lower; 4.93x difference).
- Moondream 3 Preview is $1.9 cheaper per 1M output tokens (43.2% lower; 1.76x difference).
- GLM Latest has 1.02M more context (32.8x larger).
| Feature | NewMoondream 3 Preview (Moondream) | GLM Latest (Z.ai) |
|---|---|---|
| Input Price prompt tokens per 1M | $0.3 | $0.0608 |
| Completion Price per 1M tokens | $2.5 | $4.4 |
| Sample Workload Cost 1M input + 500K output | $1.55 | $2.26 |
| Context Window | 32K | 1.05M |
| Release Date |
Use-Case Decision Matrix
| Use case | Better pick | Why |
|---|---|---|
| Budget-constrained production | Moondream 3 Preview | On the standard 1M input plus 500K output workload, Moondream 3 Preview is estimated at $1.55 vs $2.26 for GLM Latest, saving $0.71 (31.4% 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 | Moondream 3 Preview | Lower output-token price matters most when assistants generate many completion tokens. |
| RAG or long-document work | GLM Latest | A larger context window leaves more room for retrieved passages, conversation history, or source files. |
Related Alternatives
- 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.
- 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.
- DeepSeek V4.1 Flash · DeepSeek · #1
- Step 5 Preview · StepFun · #2
- GLM 5.3 Flash · Z.ai · #3
- MiMo-V2.6-Flash · Xiaomi · #4
Cheaper alternatives
Review low-cost models sorted by a standard 1M input plus 500K output workload.
Open cheapest modelsLarger context alternatives
Find models with larger context windows for RAG, long documents, and codebase review.
Open largest context modelsProvider catalogs
Compare models within provider hubs before choosing a final API vendor.
Open provider hubsMoondream catalog
Review all tracked Moondream models before deciding whether this matchup is the right shortlist.
Open Moondream modelsZ.ai catalog
Check other Z.ai models with comparable pricing, context, or release timing.
Open Z.ai modelsMoondream 3 Preview is a vision-language model from Moondream with 9B total parameters and 2B active (mixture-of-experts). It handles visual question answering, captioning, OCR, and visual reasoning over images, with...
This model always redirects to the latest GLM model from Z.ai.