Author's Description
Mercury 2.5 is the fastest reasoning LLM, and the latest diffusion LLM (dLLM) from Inception. Instead of generating tokens sequentially, Mercury 2.5 produces and refines multiple tokens in parallel, achieving...
Key Specifications
Supported Parameters
This model supports the following parameters:
Features
This model supports the following features:
Performance Summary
Inception: Mercury 2.5, created on September 8, 2026, is positioned as a leading reasoning and diffusion LLM, notable for its parallel token generation and refinement. The model consistently ranks among the fastest available, achieving an Infinityth percentile in speed across eight benchmarks. It also offers highly competitive pricing, similarly ranking in the Infinityth percentile. Demonstrating exceptional operational stability, Mercury 2.5 boasts a 100% success rate across all benchmarks, indicating outstanding reliability with minimal technical failures. Performance across benchmarks reveals significant strengths in specific areas. Mercury 2.5 achieved perfect accuracy in Hallucinations (Baseline) and General Knowledge (Baseline), notably being the most accurate model at its respective price points and speeds for these categories. It also excelled in Coding (98.0% accuracy, 99th percentile) and Mathematics (98.0% accuracy, 99th percentile), showcasing robust capabilities in technical and quantitative domains. A notable weakness is its 0.0% accuracy in Instruction Following (Baseline), suggesting a critical area for improvement. While performing well in Reasoning (96.0% accuracy) and Ethics (99.0% accuracy), its Email Classification accuracy (98.0%) is more moderate. Overall, Mercury 2.5 stands out for its speed, cost-efficiency, reliability, and strong performance in knowledge-based and technical tasks, despite a significant gap in instruction following.
Model Pricing
Current Pricing
| Feature | Price (per 1M tokens) |
|---|---|
| Prompt | $0.04 |
| Completion | $0.15 |
| Input Cache Read | $0.004 |
Price History
Available Endpoints
| Provider | Endpoint Name | Context Length | Pricing (Input) | Pricing (Output) |
|---|---|---|---|---|
|
Inception
|
Inception | inception/mercury-2.5-20260908 | 260K | $0.04 / 1M tokens | $0.15 / 1M tokens |
Benchmark Results
| Benchmark | Category | Reasoning | Strategy | Free | Executions | Accuracy | Cost | Duration |
|---|
Other Models by inception
|
|
Released | Params | Context |
|
Speed | Ability | Cost |
|---|---|---|---|---|---|---|---|
| Inception: Mercury 2.5 Preview Unavailable | Aug 31, 2026 | — | 260K |
Text input
Text output
|
★★★★ | ★★★ | $$$ |
| Inception: Mercury 2 Unavailable | Mar 04, 2026 | — | 128K |
Text input
Text output
|
★★★★★ | ★★ | $$$ |
| Inception: Mercury 2 | Mar 04, 2026 | — | 128K |
Text input
Text output
|
★★★★★ | ★★ | $$$ |
| Inception: Mercury Unavailable | Jun 26, 2025 | — | 128K |
Text input
Text output
|
★★★★★ | ★★ | $$$$$ |
| Inception: Mercury Coder Unavailable | Apr 30, 2025 | — | 128K |
Text input
Text output
|
★★★★★ | ★★ | $$$ |