| Signal | Nova Premier 1.0 | Delta | GLM 4.6 |
|---|---|---|---|
Capabilities | 50 | -17 | |
Pricing | 13 | +11 | |
Context window size | 95 | +11 | |
Recency | 100 | +1 | |
Output Capacity | 75 | -13 | |
Benchmarks | 0 | -70 | |
| Overall Result | 3 wins | of 6 | 3 wins |
0
days higher
0
days
30
days higher
Amazon
Zhipu AI
GLM 4.6 saves you $741.00/month
That's $8892.00/year compared to Nova Premier 1.0 at your current usage level of 100K calls/month.
| Metric | Nova Premier 1.0 | GLM 4.6 | Winner |
|---|---|---|---|
| Overall Score | 40 | 71 | GLM 4.6 |
| Rank | #177 | #55 | GLM 4.6 |
| Quality Rank | #177 | #55 | GLM 4.6 |
| Adoption Rank | #177 | #55 | GLM 4.6 |
| Parameters | -- | -- | -- |
| Context Window | 1000K | 205K | Nova Premier 1.0 |
| Pricing | $2.50/$12.50/M | $0.39/$1.90/M | -- |
| Signal Scores | |||
| Capabilities | 50 | 67 | GLM 4.6 |
| Pricing | 13 | 2 | Nova Premier 1.0 |
| Context window size | 95 | 84 | Nova Premier 1.0 |
| Recency | 100 | 99 | Nova Premier 1.0 |
| Output Capacity | 75 | 89 | GLM 4.6 |
| Benchmarks | -- | 70 | GLM 4.6 |
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%). Here's what the scores mean for these two models:
Scores 40/100 (rank #177), placing it in the top 39% of all 290 models tracked.
Scores 71/100 (rank #55), placing it in the top 81% of all 290 models tracked.
GLM 4.6 has a 31-point advantage, which typically translates to noticeably stronger performance on complex reasoning, code generation, and multi-step tasks.
GLM 4.6 offers 85% better value per quality point. At 1M tokens/day, you'd spend $34.35/month with GLM 4.6 vs $225.00/month with Nova Premier 1.0 - a $190.65 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
Higher benchmark score (0/100) indicates stronger performance on coding tasks like generating functions, debugging, and refactoring
Customer support chatbot
Faster response time (speed score 0/100) is critical for user-facing chat. GLM 4.6 also offers lower per-token costs for high-volume support
Long document analysis
Larger context window (1000K tokens) can process longer documents, contracts, and research papers in a single pass
Batch data extraction
Lower output pricing ($1.90/M) reduces costs when processing thousands of records daily
Creative writing & content
Higher overall composite score (71/100) 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
GLM 4.6 clearly outperforms Nova Premier 1.0 with a significant 30.700000000000003-point lead. For most general use cases, GLM 4.6 is the stronger choice. However, Nova Premier 1.0 may still excel in niche scenarios.
Best for Quality
Nova Premier 1.0
Marginally better benchmark scores; both are excellent
Best for Cost
GLM 4.6
85% lower pricing; better value at scale
Best for Reliability
Nova Premier 1.0
Higher uptime and faster response speeds
Best for Prototyping
Nova Premier 1.0
Stronger community support and better developer experience
Best for Production
Nova Premier 1.0
Wider enterprise adoption and proven at scale
by Amazon
| Capability | Nova Premier 1.0 | GLM 4.6 |
|---|---|---|
| Vision (Image Input)differs | ||
| Function Calling | ||
| Streaming | ||
| JSON Modediffers | ||
| Reasoningdiffers | ||
| Web Search | ||
| Image Output |
Amazon
Zhipu AI
GLM 4.6 saves you $16.52/month
That's 85% cheaper than Nova Premier 1.0 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 | Nova Premier 1.0 | GLM 4.6 |
|---|---|---|
| Context Window | 1M | 205K |
| Max Output Tokens | 32,000 | 204,800 |
| Open Source | No | Yes |
| Created | Oct 31, 2025 | Sep 30, 2025 |
GLM 4.6 scores 71/100 (rank #55) compared to Nova Premier 1.0's 40/100 (rank #177), giving it a 31-point advantage. GLM 4.6 is the stronger overall choice, though Nova Premier 1.0 may excel in specific areas like certain benchmarks.
Nova Premier 1.0 is ranked #177 and GLM 4.6 is ranked #55 out of 290+ AI models. Rankings use a composite score combining benchmark performance (90%) from MMLU, GPQA, HumanEval, SWE-bench, and 15+ standardized evaluations, with capabilities and context window as tiebreakers (10%). Scores update hourly.
GLM 4.6 is cheaper at $1.90/M output tokens vs Nova Premier 1.0's $12.50/M output tokens - 6.6x more expensive. Input token pricing: Nova Premier 1.0 at $2.50/M vs GLM 4.6 at $0.39/M.
Nova Premier 1.0 has a larger context window of 1,000,000 tokens compared to GLM 4.6's 204,800 tokens. A larger context window means the model can process longer documents and conversations.