modelgrep

Lowest-Latency inclusionAI Models

Quick answer · Updated June 2026

Ling-2.6-flash has the lowest latency of any inclusionAI model, responding in about 837ms to first token. Ling-2.6-1T (1.5s) and Ring-2.6-1T (2.1s) round out the top three.

837msLatency
26.2Intelligence
106 t/sSpeed
$0.010Input /M
262KContext

AI models ranked by time-to-first-token (p50). The most responsive large language models for real-time and interactive use cases.

  1. 1I
    ling-2.6-flash
    ToolsJSON26.2 intel · $0.010/M · 106 t/s
    837ms
    Latency
  2. 2I
    ling-2.6-1t
    ToolsJSON33.6 intel · $0.075/M · 68 t/s
    1.5s
    Latency
  3. 3I
    ring-2.6-1t
    ReasoningToolsJSON38.5 intel · $0.075/M · 80 t/s
    2.1s
    Latency

Frequently asked

Which inclusionAI model has the lowest latency?

Ling-2.6-flash has the lowest latency of any inclusionAI model, responding in about 837ms to first token. Ling-2.6-1T (1.5s) and Ring-2.6-1T (2.1s) round out the top three.

What's a good alternative to Ling-2.6-flash?

Ling-2.6-1T (1.5s) is the closest alternative on this metric, followed by Ring-2.6-1T (2.1s). See the full ranking above for the tradeoffs.

How many inclusionAI models are there?

modelgrep tracks 3 inclusionAI models with live benchmarks, speed, latency and per-provider pricing, led on intelligence by Ring-2.6-1T. 3 of them qualify for this ranking.

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