Ling-1T vs Grok 4
Comparing 2 AI models · 6 benchmarks · InclusionAI, xAI
Composite Indices
Intelligence, Coding, Math
Standard Benchmarks
Academic and industry benchmarks
Benchmark Winners
Ling-1T
No clear wins
Grok 4
- GPQA
- MMLU Pro
- HLE
- LiveCodeBench
- MATH 500
- AIME 2025
| Metric | In Ling-1T | xA Grok 4 |
|---|---|---|
| Pricing Per 1M tokens | ||
| Input Cost | $0.57/1M | $3.00/1M |
| Output Cost | $2.28/1M | $15.00/1M |
| Blended Cost 3:1 input/output ratio | $1.00/1M | $6.00/1M |
| Specifications | ||
| Organization Model creator | InclusionAI | xAI |
| Release Date Launch date | Oct 8, 2025 | Jul 10, 2025 |
| Performance & Speed | ||
| Throughput Output speed | — | 37.2 tok/s |
| Time to First Token (TTFT) Initial response delay | — | 9172ms |
| Latency Time to first answer token | — | 9172ms |
| Composite Indices | ||
| Intelligence Index Overall reasoning capability | 44.8 | 65.3 |
| Coding Index Programming ability | 37.6 | 55.1 |
| Math Index Mathematical reasoning | 71.3 | 92.7 |
| Standard Benchmarks | ||
| GPQA Graduate-level reasoning | 71.9% | 87.7% |
| MMLU Pro Advanced knowledge | 82.2% | 86.6% |
| HLE Hard language evaluation | 7.2% | 23.9% |
| LiveCodeBench Real-world coding tasks | 67.7% | 81.9% |
| MATH 500 Mathematical problems | — | 99.0% |
| AIME 2025 Advanced math competition | 71.3% | 92.7% |
| AIME (Original) Math olympiad problems | — | 94.3% |
| SciCode Scientific code generation | 35.2% | 45.7% |
| LCR Code review capability | 34.7% | 68.0% |
| IFBench Instruction-following | 34.8% | 53.7% |
| TAU-bench v2 Tool use & agentic tasks | 32.7% | 74.9% |
| TerminalBench Hard CLI command generation | 9.9% | 37.6% |
Key Takeaways
Ling-1T offers the best value at $0.57/1M, making it ideal for high-volume applications and cost-conscious projects.
Grok 4 leads in reasoning capabilities with a 87.7% GPQA score, excelling at complex analytical tasks and problem-solving.
Grok 4 achieves a 55.1 coding index, making it the top choice for software development and code generation tasks.
All models support context windows of ∞+ tokens, suitable for processing lengthy documents and maintaining extended conversations.
When to Choose Each Model
Ling-1T
- Cost-sensitive applications
- High-volume processing
Grok 4
- Complex reasoning tasks
- Research & analysis
- Code generation
- Software development
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Cost Calculator
Ling-1T Grok 4 Costs are estimates based on API pricing. Actual costs may vary based on caching, batch processing, and volume discounts.
