Kimi K2.7 · Quality
Quality mode — deepest thinking, best output.
Reference benchmarks for Kimi K2.7 · Quality
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 · Quality is honest about what's measured.
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.. Official source: kimi.com.
Pricing detail. Same flat-rate plan as standard Kimi K2.7 — Quality mode runs the deepest reasoning path. Vendor: Moonshot AI (moonshot.ai).
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: 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
- 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
47 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.
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▶ LIVECompare Kimi K2.7 · Quality against every other model
Every head-to-head featuring Kimi K2.7 · Quality. Verdicts shown for scored pairs.
See all 66 comparisons across every model →
Quick pill index
Direct comparisons against every other scored model on the bench:
Kimi K2.7 · Quality vs Fusion Kimi K2.7 · Quality vs Claude Opus 5 Kimi K2.7 · Quality vs Hermes MoA Kimi K2.7 · Quality vs GPT-5.6 Sol Kimi K2.7 · Quality vs Claude Fable 5 Kimi K2.7 · Quality vs Qwen 3.8 Kimi K2.7 · Quality vs Grok Kimi K2.7 · Quality vs MiniMax M3 Kimi K2.7 · Quality vs Fugu Ultra Kimi K2.7 · Quality vs Kimi K3 Kimi K2.7 · Quality vs GLM-5.2 Kimi K2.7 · Quality vs Fugu Mini Kimi K2.7 · Quality vs Opus 4.8 Kimi K2.7 · Quality vs Kimi K2.7 Kimi K2.7 · Quality vs Qwable 5 27B Coder Kimi K2.7 · Quality vs Gemini 3.6 Flash Kimi K2.7 · Quality vs Claude Sonnet 5 Kimi K2.7 · Quality vs Qwen 3.7 Kimi K2.7 · Quality vs Fugu Ultra 1.1 Kimi K2.7 · Quality vs Inkling Kimi K2.7 · Quality vs Agents-A1 Kimi K2.7 · Quality vs Gemma 4 12B · MLX Kimi K2.7 · Quality vs Laguna XS 2.1 Kimi K2.7 · Quality vs Qwythos 9B Kimi K2.7 · Quality vs LongCat-2.0 Kimi K2.7 · Quality vs Hy3 Kimi K2.7 · Quality vs Gemma-4 12B CoderRead more on agentos.guide: /kimi-modes-head-to-head
Kimi K2.7 · Quality — frequently asked
What is Kimi K2.7 · Quality?
Kimi K2.7 · Quality is Moonshot AI's AI model — Quality mode — deepest thinking, best output. It has a 256K tokens context window and was released 2026-06.
How good is Kimi K2.7 · Quality 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 · Quality cost?
Flat plan (no per-token bill). Same flat-rate plan as standard Kimi K2.7 — Quality mode runs the deepest reasoning path. Vendor: Moonshot AI (moonshot.ai).
Where can I see Kimi K2.7 · Quality 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.
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.