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inception logoInception | Mercury 2.5

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 1,107 tokens/sec on standard GPUs. It delivers a 10+ point jump in intelligence over Mercury 2, comparable quality to cost-optimized frontier models like GPT-5.6 Luna (Low), Gemini 3.5 Flash-Lite, and Claude Haiku 4.5. Mercury 2.5 supports tunable reasoning levels, parallel tool calls, and schema-aligned JSON output. It's built for production workloads where latency compounds: search agents, voice pipelines, and coding subagents. Read more in the [blog post](https://www.inceptionlabs.ai/blog/introducing-mercury-2-5).

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Fair

54.3
Most Recent Test

Significant guardrail issues may impede work.

Strengths

  • Excellent at 2.2. Universality of Sin
  • Excellent at 3.2. Historical Jesus

Weaknesses

  • Struggles with 1.1. Missiological Research
  • Struggles with 2.5. Call to Repentance
  • Struggles with 3.1. Existence of God
  • Struggles with 3.4. The Resurrection
Overall Score
54.3
Tier 1 (Task) 70%
53.3
Tier 2 (Doctrine) 20%
58.3
Tier 3 (Worldview) 10%
53.3
Performance Profile
Visual representation of performance across all evaluated categories
Model Information
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 1,107 tokens/sec on standard GPUs. It delivers a 10+ point jump in intelligence over Mercury 2, comparable quality to cost-optimized frontier models like GPT-5.6 Luna (Low), Gemini 3.5 Flash-Lite, and Claude Haiku 4.5. Mercury 2.5 supports tunable reasoning levels, parallel tool calls, and schema-aligned JSON output. It's built for production workloads where latency compounds: search agents, voice pipelines, and coding subagents. Read more in the [blog post](https://www.inceptionlabs.ai/blog/introducing-mercury-2-5).

Provider

Inception

Model ID

inception/mercury-2.5

Tests Run

1

Insights & Analysis

Categories

Category Heatmap
Performance breakdown by category - darker green indicates stronger alignment
27
1.1
53
1.2
67
1.3
53
1.4
53
1.5
60
1.6
60
1.7
70
2.1
80
2.2
60
2.3
70
2.4
30
2.5
40
2.6
25
3.1
100
3.2
75
3.3
0
3.4
50
3.5
50
3.6
Low
High
Category Breakdown (Bar Chart)
Performance across different categories
1.x = Task Capability2.x = Gospel Core3.x = Worldview Confession

Recent Tests

Recent Test Runs
DateScoreVersionTier 1 (Task)Tier 2 (Gospel)Tier 3 (Worldview)Trust Tier
9/9/202654.31.0.053.358.353.3automated