ricursiveAI/Ripple-65B-Preview is $0.1 cheaper per 1M input tokens (33.3% lower; 1.5x difference).
API cost decision in 10 seconds
NewricursiveAI/Ripple-65B-Preview vs NewMoondream 3 Preview
Pick ricursiveAI/Ripple-65B-Preview for lower cost; pick Moondream 3 Preview 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 ricursiveAI/Ripple-65B-Preview for lower cost; pick Moondream 3 Preview only if the larger context window matters more.
On the standard 1M input plus 500K output workload, ricursiveAI/Ripple-65B-Preview is estimated at $0.5 vs $1.55 for Moondream 3 Preview, saving $1.05 (67.7% lower).
Cost-first pickricursiveAI/Ripple-65B-Preview
Context-first pickMoondream 3 Preview
Sample savings$1.0567.7%
10x traffic gap$10.5
Moondream 3 Preview has more context, but ricursiveAI/Ripple-65B-Preview saves $1.05 on the standard workload. At 10x that traffic, the same price gap is about $10.5. Use the calculator below to replace the sample workload with your own token volume.
Cost sensitivity
Workload Sensitivity
ricursiveAI/Ripple-65B-Preview stays cheaper across input-heavy, balanced, and output-heavy sample workloads.
| Workload shape | Token mix | Better pick | ricursiveAI/Ripple-65B-Preview | Moondream 3 Preview |
|---|---|---|---|---|
| Input-heavy / RAG | 5M input + 500K output | ricursiveAI/Ripple-65B-Preview | $1.3 | $2.75 |
| Balanced workload | 1M input + 1M output | ricursiveAI/Ripple-65B-Preview | $0.8 | $2.8 |
| Output-heavy chatbot | 1M input + 5M output | ricursiveAI/Ripple-65B-Preview | $3.2 | $12.8 |
ricursiveAI/Ripple-65B-Preview is $1.9 cheaper per 1M output tokens (76% lower; 4.17x difference).
Moondream 3 Preview has 15.62K more context (1.95x larger).
ricursiveAI/Ripple-65B-Preview is $1.05 cheaper on the standard workload (67.7% 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
ricursiveAI/Ripple-65B-Preview has the lower input price; ricursiveAI/Ripple-65B-Preview has the lower output price; Moondream 3 Preview offers the larger context window. For the 1M input plus 500K output sample, ricursiveAI/Ripple-65B-Preview is cheaper for the standard workload.
For a 1M input token plus 500K output token workload, the estimated API cost is $0.5 for ricursiveAI/Ripple-65B-Preview and $1.55 for Moondream 3 Preview.
Choose ricursiveAI/Ripple-65B-Preview when you care most about lower input-token price, and lower output-token price.
Choose Moondream 3 Preview when you care most about larger context window.
- On the standard 1M input plus 500K output workload, ricursiveAI/Ripple-65B-Preview is estimated at $0.5 vs $1.55 for Moondream 3 Preview, saving $1.05 (67.7% lower).
- ricursiveAI/Ripple-65B-Preview is $1.05 cheaper on the standard workload (67.7% lower).
- ricursiveAI/Ripple-65B-Preview is $0.1 cheaper per 1M input tokens (33.3% lower; 1.5x difference).
- ricursiveAI/Ripple-65B-Preview is $1.9 cheaper per 1M output tokens (76% lower; 4.17x difference).
- Moondream 3 Preview has 15.62K more context (1.95x larger).
| Feature | NewricursiveAI/Ripple-65B-Preview (ricursiveai) | NewMoondream 3 Preview (Moondream) |
|---|---|---|
| Input Price prompt tokens per 1M | $0.2 | $0.3 |
| Completion Price per 1M tokens | $0.6 | $2.5 |
| Sample Workload Cost 1M input + 500K output | $0.5 | $1.55 |
| Context Window | 16.38K | 32K |
| Release Date |
Use-Case Decision Matrix
| Use case | Better pick | Why |
|---|---|---|
| Budget-constrained production | ricursiveAI/Ripple-65B-Preview | On the standard 1M input plus 500K output workload, ricursiveAI/Ripple-65B-Preview is estimated at $0.5 vs $1.55 for Moondream 3 Preview, saving $1.05 (67.7% lower). |
| High-volume input processing | ricursiveAI/Ripple-65B-Preview | Lower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill. |
| Long responses and chatbots | ricursiveAI/Ripple-65B-Preview | Lower output-token price matters most when assistants generate many completion tokens. |
| RAG or long-document work | Moondream 3 Preview | A larger context window leaves more room for retrieved passages, conversation history, or source files. |
Related Alternatives
- No lower-cost same-provider swap is currently tracked for this pair.
- Llama 4 Scout offers 1.31M context with $0.25 sample workload cost.
- GPT-6 Luna offers 1.05M context with $0.35 sample workload cost.
- GPT-5.6 Luna offers 1.05M context with $0.8 sample workload cost.
- GPT-6.1 Terra Pro (batch) offers 1.05M context with $1.75 sample workload cost.
- Kimi K3.1 Pro · MoonshotAI · #1
- DeepSeek V4.1 Flash 1017 · DeepSeek · #2
- GLM 5.3 Flash · Z.ai · #3
- DeepSeek V4.1 Flash · DeepSeek · #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 hubsricursiveai catalog
Review all tracked ricursiveai models before deciding whether this matchup is the right shortlist.
Open ricursiveai modelsMoondream catalog
Check other Moondream models with comparable pricing, context, or release timing.
Open Moondream modelsRipple-65B-Preview by ricursiveAI, a 65B model with native tool calling, served in BF16.
Moondream 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...