Pairwise benchmark snapshot · Aug 17, 2026noindex (thin pair)
This page compares Ideogram 4.0 (Quality) (Ideogram) and Kimi K3 (Moonshot) using the latest snapshots we have as of Aug 17, 2026. Every cell below is a dated snapshot from a named public source — we do not invent missing scores, and we do not run SWE-bench ourselves.
Ideogram
Ideogram 4.0 (Quality)Industry-leading typography, graphic design, and in-image text layout model with precise kerning and complex banner generation.
Moonshot
Kimi K3Moonshot AI frontier flagship reasoning and agent swarm model with 256k context and top-tier SWE-bench coding capability.
thinking_modeReasoning models scale test-time compute by generating hidden chain-of-thought (CoT) tokens. These tokens are billed at standard output rates and directly expand latency (TTFT) in exchange for higher GPQA Diamond and SWE-bench Verified problem resolve rates.
Kimi Swarm reasoning trace for long-context planning.
"thinking_mode": "medium"
"reasoning": {
"effort": "medium",
"max_tokens": 2500
}Instant pairwise benchmark recalculation across 400+ LLMs
Category wins across intelligence, speed, and pricing efficiency.
Arena Preference Elo, prompt fidelity & typography score
Time to render full-resolution image snapshot (seconds)
API inference cost per 1,000 generated images
Each spoke is a skill. Farther from the center is better (0–100th percentile). Tap any dot to inspect details.
No shared data
No shared data
No shared data
Simulate monthly production API costs in USD (US Dollar).
Kimi K3 is estimated to save $2,500.00/month ($30,000/year).
Need SWE-bench on both sides.
Need list prices.
Need TTFT on both sides.
Need context sizes.
Both accept images. Defaulting to the higher-Elo side (undefined).
| Target Workload | Recommended Pick | Evaluation Rationale |
|---|---|---|
| Repo / coding agents | insufficient data | Need SWE-bench on both sides. |
| High-volume chat | insufficient data | Need list prices. |
| Voice / low-latency UI | insufficient data | Need TTFT on both sides. |
| Long-document RAG | insufficient data | Need context sizes. |
| Screenshots / vision | insufficient data | Both accept images. Defaulting to the higher-Elo side (undefined). |
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The real PNG is generated at /compare/ideogram-4-quality-vs-kimi-k3/opengraph-image for crawlers.
Verified head-to-head card