Head-to-Head Pricing Benchmark
Side-by-side pricing and context window comparison for production model selection.
Default Recommendation (120M input + 60M output)
Qwen: Qwen3 235B A22B Instruct 2507 is lower-cost for the default monthly workload scenario.
Adjust the workload in the calculator below to see a live recommendation for your usage.
| Metric | inclusionAI: Ring-2.6-1T | Qwen: Qwen3 235B A22B Instruct 2507 |
|---|---|---|
| Developer | inclusionai | qwen |
| Context Window | 262,144 | 262,144 |
| Max Output Tokens | 65,536 | 16,384 |
| Input Cost / 1M Tokens | $0.0750 | $0.0710 |
| Output Cost / 1M Tokens | $0.6250 | $0.1000 |
| Projected Monthly Cost | $47 | $15 |
| Vision | ❌ No | ❌ No |
| Tool Calling | ✅ Yes | ✅ Yes |
| Structured Output | ✅ Yes | ✅ Yes |
| Reasoning | ✅ Yes | ❌ No |
| Web Search | ❌ No | ❌ No |
| Tokenizer | Other | Qwen3 |
| MMLU Score | 80.6 | 82.8★ |
| GPQA | 77.4★ | 75.3 |
Price History
Not enough data yet. Price tracking started recently — check back in a few days.
Price History
Current Input / 1M
$0.0710
Current Output / 1M
$0.1000
Performance History
Not enough data yet. Performance tracking started recently — check back in a few days.
Performance History
Current TPS
0.00
Current Latency
0ms
Uptime
99.6%
Adjust your workload to see projected monthly costs.
inclusionAI: Ring-2.6-1T
$47
per month
Qwen: Qwen3 235B A22B Instruct 2507
$15
per month
Lower costLive Recommendation
Qwen: Qwen3 235B A22B Instruct 2507 is lower-cost at 120M input + 60M output tokens/month.
Continue evaluation with more “A vs B pricing” decision pages.