Moonshot AI

Kimi K2.7 · Quality

Quality mode — deepest thinking, best output.

Context256,000 tokens
PricingFlat plan (no per-token bill)
Tasks tested3
Avg scorecurrently unranked
Medals🥇0 🥈0 🥉0
Release2026-06

What is Kimi K2.7 · Quality?

Kimi K2.7 · Quality is the Moonshot AI frontier model with a 256,000 tokens context window, released 2026-06. Tagline: Quality mode — deepest thinking, best output..

Pricing detail. Same flat-rate plan as standard Kimi K2.7 — Quality mode runs the deepest reasoning path.

How I use it inside the Agent OS. Reserved for one-shot builds where the output is the deliverable — polish over speed.

What I built with Kimi K2.7 · Quality

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 · Quality shipped on the bench: 3 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

  • Highest-effort reasoning path of the three Kimi modes
  • Hand-tuned output polish on creative tasks
  • Same flat-rate plan as Fast and No-Think — no premium

Trade-offs

  • Slower than Fast and No-Think — not for snappy loops
  • Not scored on the standalone bench — see methodology

Best for

  • One-shot games and sims where polish matters
  • Creative writing where you want the model to slow down
  • Final-pass refinement of an earlier draft

Every demo by Kimi K2.7 · Quality

3 live demos, sorted by category. Click any tile to play the actual one-shot result. Verdicts and 0–10 scores are pulled from the source guides where I posted them publicly.

Head-to-heads with Kimi K2.7 · Quality

Direct comparisons against every other scored model on the bench:

Kimi K2.7 · Quality vs Opus 4.8 Kimi K2.7 · Quality vs GLM-5.2 Kimi K2.7 · Quality vs Qwen 3.7 Kimi K2.7 · Quality vs Kimi K2.7

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

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 3,600+ founders shipping with it every day all live inside the AI Profit Boardroom.

3,600+founders
258documented wins
38countries
$100k+/mocommunity MRR