| Signal | Inflection 3 Productivity | Delta | GLM 4 32B |
|---|---|---|---|
Capabilities | 17 | -17 | |
Pricing | 90 | -10 | |
Context window size | 56 | -17 | |
Recency | 25 | -52 | |
Output Capacity | 50 | +30 | |
Benchmarks | 0 | -44 | |
| Overall Result | 1 wins | of 6 | 5 wins |
Score History
33.6
current score
GLM 4 32B
right now
35.2
current score
Inflection
Zhipu AI
GLM 4 32B saves you $735.00/month
That's $8820.00/year compared to Inflection 3 Productivity at your current usage level of 100K calls/month.
| Metric | Inflection 3 Productivity | GLM 4 32B | Winner |
|---|---|---|---|
| Overall Score | 34 | 35 | GLM 4 32B |
| Rank | #321 | #319 | GLM 4 32B |
| Quality Rank | #321 | #319 | GLM 4 32B |
| Adoption Rank | #321 | #319 | GLM 4 32B |
| Parameters | -- | 32B | -- |
| Context Window | 8K | 128K | GLM 4 32B |
| Pricing | $2.50/$10.00/M | $0.10/$0.10/M | -- |
| Signal Scores | |||
| Capabilities | 17 | 33 | GLM 4 32B |
| Pricing | 90 | 100 | GLM 4 32B |
| Context window size | 56 | 73 | GLM 4 32B |
| Recency | 25 | 77 | GLM 4 32B |
| Output Capacity | 50 | 20 | Inflection 3 Productivity |
| Benchmarks | -- | 44 | GLM 4 32B |
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 34/100 (rank #321), placing it in the top -10% of all 290 models tracked.
Scores 35/100 (rank #319), placing it in the top -10% of all 290 models tracked.
With only a 2-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.
GLM 4 32B offers 98% better value per quality point. At 1M tokens/day, you'd spend $3.00/month with GLM 4 32B vs $187.50/month with Inflection 3 Productivity - a $184.50 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. GLM 4 32B also offers lower per-token costs for high-volume support
Long document analysis
Larger context window (128K tokens) can process longer documents, contracts, and research papers in a single pass
Batch data extraction
Lower output pricing ($0.10/M) reduces costs when processing thousands of records daily
Creative writing & content
Higher overall composite score (35/100) correlates with better nuance, coherence, and style in long-form content
Inflection 3 Productivity and GLM 4 32B are extremely close in overall performance (only 1.6000000000000014 points apart). Your best choice depends entirely on which specific strengths matter most for your use case.
Best for Quality
Inflection 3 Productivity
Marginally better benchmark scores; both are excellent
Best for Cost
GLM 4 32B
98% lower pricing; better value at scale
Best for Reliability
Inflection 3 Productivity
Higher uptime and faster response speeds
Best for Prototyping
Inflection 3 Productivity
Stronger community support and better developer experience
Best for Production
Inflection 3 Productivity
Wider enterprise adoption and proven at scale
by Inflection
| Capability | Inflection 3 Productivity | GLM 4 32B |
|---|---|---|
| Vision (Image Input) | ||
| Function Callingdiffers | ||
| Streaming | ||
| JSON Mode | ||
| Reasoning | ||
| Web Search | ||
| Image Output |
Inflection
Zhipu AI
GLM 4 32B saves you $16.20/month
That's 98% cheaper than Inflection 3 Productivity 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 | Inflection 3 Productivity | GLM 4 32B |
|---|---|---|
| Context Window | 8K | 128K |
| Max Output Tokens | 1,024 | -- |
| Open Source | No | No |
| Created | Oct 11, 2024 | Jul 24, 2025 |