Kimi K3 vs Solar Pro 4: Specs & Benchmark Comparison

Kimi K3 is developed by Moonshot AI, while Solar Pro 4 comes from Upstage. Kimi K3 was released in July 2026, and Solar Pro 4 followed a month later in August 2026. Kimi K3 has a published size of about 2.8 trillion parameters; Upstage has not disclosed the parameter count of Solar Pro 4.

The two models share 3 published benchmarks. Kimi K3 leads on 3 of them. The widest gaps are on BrowseComp, where Kimi K3 scores 91.2% against 49.2%; Terminal-Bench 2.1, where Kimi K3 scores 88.3% against 57.0%. Averaged across everything we track, Kimi K3 sits at 67.8% and Solar Pro 4 at 69.9%.

Solar Pro 4 is the cheaper API at $0.30 per million input tokens and $1.20 per million output tokens, roughly 10 times cheaper than Kimi K3 at $3 and $15. Kimi K3 takes the larger context window at 1M tokens, compared with 524K for Solar Pro 4. Kimi K3 accepts text and images as input, while Solar Pro 4 accepts text. On tooling, only Kimi K3 supports function calling and only Kimi K3 offers structured output.

CharacteristicKimi K3Solar Pro 4
CompanyMoonshot AIUpstage
Release DateJuly 16, 2026August 6, 2026
Parameters2.8T
MultimodalYesNo
Context (input)1.0M524K
Context (output)1.0M131K
Input Price / 1M$3.00$0.30
Output Price / 1M$15.00$1.20
Average Score67.8%69.9%
Benchmarks
BrowseComp91.2%49.2%
Terminal-Bench 2.188.3%57.0%
GPQA94.0%89.0%

Visual Benchmark Comparison

Kimi K3
Solar Pro 4
BrowseComp0.9 vs 0.5
0.9
0.5
Terminal-Bench 2.10.9 vs 0.6
0.9
0.6
GPQA0.9 vs 0.9
0.9
0.9

Verdict

Solar Pro 4 leads in 2 out of 4 comparison categories.

Overall Performance

Both models show comparable average scores: Kimi K3 — 0.7, Solar Pro 4 — 0.7.

API Cost

Solar Pro 4 is 12.0x cheaper: input $0.30/1M vs $3.00/1M tokens.

Context Window

Kimi K3 supports a larger context: 1M vs 524K tokens.

Recency

Solar Pro 4 is newer: released 8/6/2026 vs 7/16/2026.

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Frequently Asked Questions

Which is better for coding — Kimi K3 or Solar Pro 4?
Direct comparison on the SWE-Bench benchmark is not available. We recommend reviewing other metrics on the comparison page.
Which model is cheaper — Kimi K3 or Solar Pro 4?
Solar Pro 4 is cheaper for input: $0.30 per 1M tokens vs $3.00.
Which has a larger context window — Kimi K3 or Solar Pro 4?
Kimi K3 supports a larger context: 1,048,576 tokens vs 524,288.

The Kimi K3 and Solar Pro 4 comparison is updated for 2026. Data includes benchmark results, API pricing, context window size and other specifications. For more detailed information, visit the Kimi K3 or Solar Pro 4 page. See also the complete list of AI model comparisons.