Google's frontier model ranking ECI 154. exceptional across reasoning, coding, and math benchmarks. exceptional intelligence. API access.
LMArena human preference ranking
Epoch Capabilities Index score
Normalized ECI score (0-100)
Maximum input token capacity
Code generation, understanding, and debugging
Mathematical reasoning and problem solving
Multi-step logical reasoning
Overall reasoning and task completion ability
| Dimension | Score |
|---|---|
| Intelligence | 99.0 |
| Reasoning | 97.0 |
| Math | 94.0 |
| Code | 93.0 |
| Overall | 99 |
NeoSignal model database pruned from 409 to 50 frontier models using smart de-duplication. Removed 161 duplicate versions and 198 lower-scoring models. Focus now on top-performing models from OpenAI, Anthropic, Google, xAI, and other leading providers.
58% of AI users report using LLMs for information lookup, far exceeding writing (32%), advice (30%), technical tasks (18%), and multimedia (17%). Most users treat AI as enhanced search, not autonomous agents.
Between August and November 2025, Gemini monthly active users increased ~30% compared to only 5% for ChatGPT, though ChatGPT maintains the larger userbase with 35% vs 24% weekly usage among US voters.
ChatGPT daily users in India grew 7x over the past year, resulting in India having over twice the ChatGPT users of the US. Gemini users in India grew 15% in November alone.
Between April 2023 and March 2025, LLM API prices fell by more than 10x at equivalent performance levels, indicating a highly competitive market and significant efficiency gains.