Hy4 vs Ripple 65B Preview
| Signal | Hy4 | Delta | Ripple 65B Preview |
|---|---|---|---|
Capabilities | 83 | +33 | |
Pricing | 99 | -1 | |
Context window size | 96 | -- | |
Recency | 100 | -- | |
Output Capacity | 77 | -5 | |
| Overall Result | 1 wins | of 5 | 2 wins |
Score History Unavailable
Not enough historical data to show a comparison chart. Score history is recorded weekly and will be available after at least two data points are collected.
40
Hy4
40
Ripple 65B Preview
Hy4
Tencent
Ripple 65B Preview
ricursiveai
Ripple 65B Preview saves you $54.22/month
That's $650.70/year compared to Hy4 at your current usage level of 100K calls/month.
| Metric | Hy4 | Ripple 65B Preview | Winner |
|---|---|---|---|
| Overall Score | 40 | 40 | -- |
| Rank | #178 | #177 | Ripple 65B Preview |
| Quality Rank | #178 | #177 | Ripple 65B Preview |
| Adoption Rank | #178 | #177 | Ripple 65B Preview |
| Parameters | -- | 65B | -- |
| Context Window | 1049K | 1049K | -- |
| Pricing | $0.42/$1.25/M | $0.20/$0.60/M | -- |
| Signal Scores | |||
| Capabilities | 83 | 50 | Hy4 |
| Pricing | 99 | 99 | Ripple 65B Preview |
| Context window size | 96 | 96 | Hy4 |
| Recency | 100 | 100 | Hy4 |
| Output Capacity | 77 | 82 | Ripple 65B Preview |
Our score (0-100) is driven by benchmark performance (90%) from Arena Elo ratings, MMLU, GPQA, HumanEval, SWE-bench, and 15+ standardized evaluations. Capabilities and context window serve as tiebreakers (10%). Learn more about our methodology.
Scores 40/100 (rank #178), placing it in the top 39% of all 290 models tracked.
Scores 40/100 (rank #177), placing it in the top 39% of all 290 models tracked.
With only a 0-point gap, these models are in the same performance tier. The practical difference in output quality is minimal - your choice should depend on pricing, latency requirements, and specific feature needs.
Choose Hy4 when you need:
- Multimodal workflows that require image understanding
- Step-by-step reasoning and chain-of-thought problem solving
- Self-hosted deployments where you need full control over the model
Choose Ripple 65B Preview when you need:
- High-volume production workloads where API costs must be minimized
Ripple 65B Preview offers 52% better value per quality point. At 1M tokens/day, you'd spend $12.00/month with Ripple 65B Preview vs $25.01/month with Hy4 - a $13.01 monthly difference.
Both models have comparable response speeds. For most applications, the latency difference is negligible.
When latency matters most: Interactive chatbots, IDE code completion, real-time translation, and user-facing applications where response time directly impacts experience. For batch processing, background summarization, or offline analysis, latency is less critical.
Code generation & review
Based on overall model capabilities and architecture for coding tasks like generating functions, debugging, and refactoring
Customer support chatbot
Suitable for user-facing chat with competitive response times. Ripple 65B Preview also offers lower per-token costs for high-volume support
Long document analysis
Larger context window (1049K tokens) can process longer documents, contracts, and research papers in a single pass
Batch data extraction
Lower output pricing ($0.60/M) reduces costs when processing thousands of records daily
Creative writing & content
Higher overall composite score (40/100) correlates with better nuance, coherence, and style in long-form content
Image understanding & OCR
Supports vision input - can analyze screenshots, diagrams, photos, and scanned documents directly
Hy4 and Ripple 65B Preview are extremely close in overall performance (only 0 points apart). Your best choice depends entirely on which specific strengths matter most for your use case.
By Use Case
Best for Quality
Hy4
Marginally better benchmark scores; both are excellent
Best for Cost
Ripple 65B Preview
52% lower pricing; better value at scale
Best for Reliability
Hy4
Higher uptime and faster response speeds
Best for Prototyping
Hy4
Stronger community support and better developer experience
Best for Production
Hy4
Wider enterprise adoption and proven at scale
by Tencent
- Choose for Quality - Marginally better benchmark scores; both are excellent
- Choose for Reliability - Higher uptime and faster response speeds
- Choose for Prototyping - Stronger community support and better developer experience
- Choose for Production - Wider enterprise adoption and proven at scale
| Capability | Hy4 | Ripple 65B Preview |
|---|---|---|
| Vision (Image Input)differs | ||
| Function Calling | ||
| Streaming | ||
| JSON Mode | ||
| Reasoningdiffers | ||
| Web Search | ||
| Image Output |
Hy4
Tencent
Ripple 65B Preview
ricursiveai
Ripple 65B Preview saves you $1.17/month
That's 52% cheaper than Hy4 at 1,000 tokens/request and 100 requests/day.
Assumes 60% input / 40% output token ratio per request. Actual costs may vary based on your usage pattern.
| Parameter | Hy4 | Ripple 65B Preview |
|---|---|---|
| Context Window | 1.0M | 1.0M |
| Max Output Tokens | 65,536 | 131,072 |
| Open Source | Yes | No |
| Created | Nov 4, 2026 | Nov 4, 2026 |