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Moonshot AI

Kimi K2.7 · Fast

Fast mode — top speed, minimal thinking.

Context256,000 tokens
PricingFlat plan (no per-token bill)
Tasks tested47
Avg scorecurrently unranked
Medals🥇0 🥈0 🥉0
Release2026-06
Official sitekimi.com ↗
Official vendor source
Kimi K2.7 · Fast is built by Moonshot AI — see the vendor's own product page, pricing, and docs at kimi.com.
Visit kimi.com →

Reference benchmarks for Kimi K2.7 · Fast

These are external benchmarks I pulled from the source comparison guides on agentos.guide — SWE-bench Verified, DRACO, Kilo plan rubric, build-time measurements, vendor-reported coding scores. They are not goldiebench medal scores (those come only from same-prompt one-shot creative coding tasks in the matrix). I surface them here so the spec sheet for Kimi K2.7 · Fast is honest about what's measured.

Build time · solar system (one shot)
65s
Build time · playable game (one shot)
188s
Build time · spiral galaxy (one shot)
53s
Avg build time (3 tasks)
102s

What is Kimi K2.7 · Fast?

Kimi K2.7 · Fast is the Moonshot AI frontier model with a 256,000 tokens context window, released 2026-06. Tagline: Fast mode — top speed, minimal thinking.. Official source: kimi.com.

Pricing detail. Same flat-rate plan as standard Kimi K2.7 — Fast mode is a runtime toggle, not a separate model. Vendor: Moonshot AI (moonshot.ai).

How I use it inside the Agent OS. Wired into Agent OS as the snappy default — first-pass attempts, agent chatter, live demos.

What I built with Kimi K2.7 · Fast

Every model on Goldie Bench gets the same fixed prompt set — one shot, single HTML file out — and I score the result 0–10 inside the Agent Operating System. Here's what Kimi K2.7 · Fast shipped on the bench: 47 one-shot demos across 256,000 tokens of context. Of those, 0 are scored against the field with my honest 0–10 from the source guides at agentos.guide.

Strengths

  • Lowest latency of the three Kimi modes for short builds
  • Same 256K context as Quality mode
  • Best when you need agent-loop responsiveness over polish

Trade-offs

  • Skips deeper reasoning passes — bronze-tier on tasks needing planning
  • Julian explicitly does not assign scores to Kimi modes on the standalone bench

Best for

  • Snappy iteration inside agent loops
  • Short prompts where Quality mode would over-think
  • Live demos where latency matters more than the last 5% of polish

Compare Kimi K2.7 · Fast against every other model

Every head-to-head featuring Kimi K2.7 · Fast. Verdicts shown for scored pairs.

Kimi K2.7 · Fast vs Fusion
47 shared tasks · unscored
Kimi K2.7 · Fast vs Claude Opus 5
47 shared tasks · unscored
Kimi K2.7 · Fast vs Hermes MoA
47 shared tasks · unscored
Kimi K2.7 · Fast vs GPT-5.6 Sol
47 shared tasks · unscored
Kimi K2.7 · Fast vs Claude Fable 5
47 shared tasks · unscored
Kimi K2.7 · Fast vs Qwen 3.8
42 shared tasks · unscored
Kimi K2.7 · Fast vs Grok
47 shared tasks · unscored
Kimi K2.7 · Fast vs MiniMax M3
47 shared tasks · unscored
Kimi K2.7 · Fast vs Fugu Ultra
42 shared tasks · unscored
Kimi K2.7 · Fast vs Kimi K3
47 shared tasks · unscored
Kimi K2.7 · Fast vs GLM-5.2
47 shared tasks · unscored
Kimi K2.7 · Fast vs Fugu Mini
37 shared tasks · unscored
Kimi K2.7 · Fast vs Opus 4.8
47 shared tasks · unscored
Kimi K2.7 · Fast vs Kimi K2.7
47 shared tasks · unscored
Kimi K2.7 · Fast vs Qwable 5 27B Coder
41 shared tasks · unscored
Kimi K2.7 · Fast vs Gemini 3.6 Flash
47 shared tasks · unscored
Kimi K2.7 · Fast vs Claude Sonnet 5
47 shared tasks · unscored
Kimi K2.7 · Fast vs Qwen 3.7
47 shared tasks · unscored
Kimi K2.7 · Fast vs Fugu Ultra 1.1
24 shared tasks · unscored
Kimi K2.7 · Fast vs Inkling
47 shared tasks · unscored
Kimi K2.7 · Fast vs Agents-A1
42 shared tasks · unscored
Kimi K2.7 · Fast vs Gemma 4 12B · MLX
42 shared tasks · unscored
Kimi K2.7 · Fast vs Laguna XS 2.1
42 shared tasks · unscored
Kimi K2.7 · Fast vs Qwythos 9B
42 shared tasks · unscored
Kimi K2.7 · Fast vs LongCat-2.0
4 shared tasks · unscored
Kimi K2.7 · Fast vs Hy3
7 shared tasks · unscored
Kimi K2.7 · Fast vs Gemma-4 12B Coder
42 shared tasks · unscored
Kimi K2.7 · Fast vs DeepSeek V4 Flash
47 shared tasks · unscored
Kimi K2.7 · Fast vs DeepSeek V4 Pro
47 shared tasks · unscored
Kimi K2.7 · Fast vs Kimi K2.7 · No-Think
47 shared tasks · unscored
Kimi K2.7 · Fast vs Kimi K2.7 · Quality
47 shared tasks · unscored
Kimi K2.7 · Fast vs Ornith 1.0
42 shared tasks · unscored
Kimi K2.7 · Fast vs Claude Mythos 5
Reference-only
Kimi K2.7 · Fast vs Kilo Code
Reference-only

See all 66 comparisons across every model →

Quick pill index

Direct comparisons against every other scored model on the bench:

Kimi K2.7 · Fast vs Fusion Kimi K2.7 · Fast vs Claude Opus 5 Kimi K2.7 · Fast vs Hermes MoA Kimi K2.7 · Fast vs GPT-5.6 Sol Kimi K2.7 · Fast vs Claude Fable 5 Kimi K2.7 · Fast vs Qwen 3.8 Kimi K2.7 · Fast vs Grok Kimi K2.7 · Fast vs MiniMax M3 Kimi K2.7 · Fast vs Fugu Ultra Kimi K2.7 · Fast vs Kimi K3 Kimi K2.7 · Fast vs GLM-5.2 Kimi K2.7 · Fast vs Fugu Mini Kimi K2.7 · Fast vs Opus 4.8 Kimi K2.7 · Fast vs Kimi K2.7 Kimi K2.7 · Fast vs Qwable 5 27B Coder Kimi K2.7 · Fast vs Gemini 3.6 Flash Kimi K2.7 · Fast vs Claude Sonnet 5 Kimi K2.7 · Fast vs Qwen 3.7 Kimi K2.7 · Fast vs Fugu Ultra 1.1 Kimi K2.7 · Fast vs Inkling Kimi K2.7 · Fast vs Agents-A1 Kimi K2.7 · Fast vs Gemma 4 12B · MLX Kimi K2.7 · Fast vs Laguna XS 2.1 Kimi K2.7 · Fast vs Qwythos 9B Kimi K2.7 · Fast vs LongCat-2.0 Kimi K2.7 · Fast vs Hy3 Kimi K2.7 · Fast vs Gemma-4 12B Coder

Read more on agentos.guide: /kimi-modes-head-to-head

Kimi K2.7 · Fast — frequently asked

What is Kimi K2.7 · Fast?

Kimi K2.7 · Fast is Moonshot AI's AI model — Fast mode — top speed, minimal thinking. It has a 256K tokens context window and was released 2026-06.

How good is Kimi K2.7 · Fast at coding and one-shot builds?

It has 47 live demos on GoldieBench but no curated 0-10 verdicts yet — it is unranked until scored.

How much does Kimi K2.7 · Fast cost?

Flat plan (no per-token bill). Same flat-rate plan as standard Kimi K2.7 — Fast mode is a runtime toggle, not a separate model. Vendor: Moonshot AI (moonshot.ai).

Where can I see Kimi K2.7 · Fast demos?

Every one-shot build is live and playable on this page and on the GoldieBench compare matrix — same prompt as every other model, no retries.

The same stack Julian uses

Run this stack yourself.

Every demo on this bench was built inside the Agent Operating System — one prompt, one shot, single HTML file out. The Agent OS, the prompts, the templates, the weekly walkthroughs and 4,000+ founders shipping with it every day all live inside the AI Profit Boardroom.

4,000+founders
258documented wins
38countries
$59/momonthly