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© 2026 CompareLLM. Public benchmark data aggregated from Arena Elo, LiveBench, SWE-bench & OpenRouter.

Every score has a dated snapshot.

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  2. Comparisons
  3. GPT-5.6 Sol vs Kimi Chat 1.5

Pairwise benchmark snapshot · Aug 16, 2026

GPT-5.6 Sol vs Kimi Chat 1.5 benchmark

In this head-to-head showdown, GPT-5.6 Sol delivers higher overall intelligence and human-preferred responses (Elo 1,608 vs 1,420), while GPT-5.6 Sol leads in SWE-bench software engineering benchmarks (77.6%), while Kimi Chat 1.5 is more budget-friendly at $0.8/1M per 1M output tokens. Review the complete breakdown below to determine which model best fits your performance and budget requirements.

Executive Comparison Verdict

Bottom Line: Choose GPT-5.6 Sol if your priority is peak reasoning, complex code generation, and top preference Elo. Choose Kimi Chat 1.5 if you are optimizing for low latency, high throughput, and cost-efficient API deployment.
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Verified Head-to-Head Advantage Breakdown

10 direct benchmark disciplines evaluated across capability, speed, and cost

GPT-5.6 Sol (5)Kimi Chat 1.5 (5)
GPT-5.6 Sol
5 of 10 Wins
✓Preference Elo✓Coding Elo✓LiveBench✓SWE-bench✓GPQA Diamond
Kimi Chat 1.5
5 of 10 Wins
✓Time to first token✓Output speed✓Input price✓Output price✓Context window
OpenAI
Leads 5 of 10 metrics
GPT-5.6 Sol

OpenAI 5.6 flagship tier. Official API $5/$30 per 1M tokens (OpenAI pricing, Jul 30 2026 update left Sol unchanged).

Elo 1,608$30/1M out
Moonshot
Leads 5 of 10 metrics
Kimi Chat 1.5

Moonshot ultra-long context model supporting up to 2 million tokens per request.

2M ContextElo 1,420$0.8/1M out

GPT-5.6 Series Lineage & Sibling Variants

3 models

Currently comparing GPT-5.6 Sol vs Kimi Chat 1.5. Alternative family tiers available.

Active: GPT-5.6 Sol
GPT-5.6 Terra$12GPT-5.6 Luna$1.2

GPT-5.6 Sol Thinking Depth & Cost Scaler

Model A

Simulate accuracy gains vs added response time & token cost

Mode: Medium (Standard)

Reasoning models “think before answering” by generating internal reasoning tokens. Higher effort improves math, coding, and logic accuracy, but increases response delay and token costs.

Thinking Delay
270 ms
Standard speed
Reasoning Depth
~1,500
Internal tokens
Cost / 1k Calls
$56.50
4.9× standard bill
Accuracy Boost
+4.5% accuracy
STEM & SWE-bench
Top Rival Showdowns for GPT-5.6 Sol
All Matchups
Compare vs:vs Claude Opus 4.5vs Gemini 3 Provs Grok 4.6vs DeepSeek V4 Provs Qwen 3 Max
Preference LeaderGPT-5.6 Sol Wins

GPT-5.6 Sol

Δ 188 Arena Elo pts

Throughput LeaderKimi Chat 1.5 Wins

Kimi Chat 1.5

95 tok/s

Value per Dollar LeaderKimi Chat 1.5 Wins

Kimi Chat 1.5

$0.8 / 1M output

Capability Percentiles

Relative percentile scores computed across all active models in the benchmark catalog.

Multi-Dimensional Capability Radar

Leaders Matchup Capability Radar

Comparing top Western standard models with China's leading frontier rival across 6 skill dimensions. Tap any spoke or dot to inspect.

Tap any node to inspect
0–100 %ile
Head-to-Head Comparison

Overall Matchup Breakdown

Category wins across reasoning intelligence, generation speed, and token cost.

GPT-5.6 Sol (5)vsKimi Chat 1.5 (5)
GPT-5.6 Sol: 5W (50%)Overall: Even matchupKimi Chat 1.5: 5W (50%)
← GPT-5.6 SolKimi Chat 1.5 →
🏆GPT-5.6 Sol(5/5)

Intelligence & Reasoning

Preference Elo, Coding proficiency, SWE-bench & LiveBench accuracy

Benchmark
GPT-5.6 SolvsKimi Chat 1.5
Preference Elo
1,608vs1,420+188
Coding Elo
1,602vs1,390+212
SWE-bench
77.6%vs51%+26.6%
LiveBench
73.9%vs58%+15.9%
GPQA Diamond
86.8%vs71.5%+15.3%
GPT-5.6 Sol: 5WKimi Chat 1.5: 0W
🏆Kimi Chat 1.5(2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
GPT-5.6 SolvsKimi Chat 1.5
Output speed
84 tok/svs95 tok/s+11 tok/s
Time to first token
270 msvs210 ms+60 ms
GPT-5.6 Sol: 0WKimi Chat 1.5: 2W
🏆Kimi Chat 1.5(3/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
GPT-5.6 SolvsKimi Chat 1.5
Output price
$30/1Mvs$0.8/1M+$29.2/1M
Input price
$5/1Mvs$0.2/1M+$4.8/1M
Context window
1Mvs2M+1M
GPT-5.6 Sol: 0WKimi Chat 1.5: 3W

Side-by-Side Benchmark Matrix

Preference Elo+188
GPT-5.6 Sol1,608
seed-bootstrap · Aug 16, 2026
Kimi Chat 1.51,420
seed-bootstrap · Aug 1, 2026
Coding Elo+212
GPT-5.6 Sol1,602
seed-bootstrap · Aug 16, 2026
Kimi Chat 1.51,390
seed-bootstrap · Aug 1, 2026
LiveBench+15.9%
GPT-5.6 Sol73.9%
seed-bootstrap · Aug 16, 2026
Kimi Chat 1.558%
seed-bootstrap · Aug 1, 2026
SWE-bench+26.6%
GPT-5.6 Sol77.6%
seed-bootstrap · Aug 16, 2026
Kimi Chat 1.551%
seed-bootstrap · Aug 1, 2026
GPQA Diamond+15.3%
GPT-5.6 Sol86.8%
seed-bootstrap · Aug 16, 2026
Kimi Chat 1.571.5%
seed-bootstrap · Aug 1, 2026
Time to first token+60 ms
GPT-5.6 Sol270 ms
seed-bootstrap · Aug 16, 2026
Kimi Chat 1.5210 ms
seed-bootstrap · Aug 1, 2026
Output speed+11 tok/s
GPT-5.6 Sol84 tok/s
seed-bootstrap · Aug 16, 2026
Kimi Chat 1.595 tok/s
seed-bootstrap · Aug 1, 2026
Input price+$4.8/1M
GPT-5.6 Sol$5/1M
seed-bootstrap · Aug 16, 2026
Kimi Chat 1.5$0.2/1M
seed-bootstrap · Aug 1, 2026
Output price+$29.2/1M
GPT-5.6 Sol$30/1M
seed-bootstrap · Aug 16, 2026
Kimi Chat 1.5$0.8/1M
seed-bootstrap · Aug 1, 2026
Context window+1M
GPT-5.6 Sol1M
seed-bootstrap · Aug 16, 2026
Kimi Chat 1.52M
seed-bootstrap · Aug 1, 2026
BenchmarkGPT-5.6 SolKimi Chat 1.5Advantage Delta
Preference Elo
1,608
seed-bootstrap · Aug 16, 2026
1,420
seed-bootstrap · Aug 1, 2026
+188
Coding Elo
1,602
seed-bootstrap · Aug 16, 2026
1,390
seed-bootstrap · Aug 1, 2026
+212
LiveBench
73.9%
seed-bootstrap · Aug 16, 2026
58%
seed-bootstrap · Aug 1, 2026
+15.9%
SWE-bench
77.6%
seed-bootstrap · Aug 16, 2026
51%
seed-bootstrap · Aug 1, 2026
+26.6%
GPQA Diamond
86.8%
seed-bootstrap · Aug 16, 2026
71.5%
seed-bootstrap · Aug 1, 2026
+15.3%
Time to first token
270 ms
seed-bootstrap · Aug 16, 2026
210 ms
seed-bootstrap · Aug 1, 2026
+60 ms
Output speed
84 tok/s
seed-bootstrap · Aug 16, 2026
95 tok/s
seed-bootstrap · Aug 1, 2026
+11 tok/s
Input price
$5/1M
seed-bootstrap · Aug 16, 2026
$0.2/1M
seed-bootstrap · Aug 1, 2026
+$4.8/1M
Output price
$30/1M
seed-bootstrap · Aug 16, 2026
$0.8/1M
seed-bootstrap · Aug 1, 2026
+$29.2/1M
Context window
1M
seed-bootstrap · Aug 16, 2026
2M
seed-bootstrap · Aug 1, 2026
+1M
Interactive Simulator (USD)

Workload Cost & Savings Calculator

Simulate monthly production API costs in USD (US Dollar).

Save up to 97% with Kimi Chat 1.5
Monthly Volume50M tokens/mo
Quick Presets:
Token Ratio (In vs Out)70% In / 30% Out
RAG / Search (10% out)Coding / Chat (50% out)
GPT-5.6 Sol$625.00 / mo
In: $175Out: $450
Kimi Chat 1.5$19.00 / mo
In: $7Out: $12
Estimated Cost Delta

Kimi Chat 1.5 is estimated to save $606.00/month ($7,272/year).

Based on 50M tokens (30% gen)

Key Selection Recommendations

  • 1
    GPT-5.6 Sol:Pick GPT-5.6 Sol when repo-level coding accuracy is the constraint.
  • 2
    Kimi Chat 1.5:Pick Kimi Chat 1.5 when you are optimizing output cost.
  • 3
    Kimi Chat 1.5:Pick Kimi Chat 1.5 when time-to-first-token matters more than peak Elo.

Recommended Workload Routing

Repo / coding agentsGPT-5.6 Sol

Higher SWE-bench (77.6%).

High-volume chatKimi Chat 1.5

Lower output list price ($0.8/1M).

Voice / low-latency UIKimi Chat 1.5

Lower TTFT (210 ms).

Long-document RAGKimi Chat 1.5

Larger window (2M).

Screenshots / visionGPT-5.6 Sol

GPT-5.6 Sol is the side marked multimodal in the catalog.

Target WorkloadRecommended PickEvaluation Rationale
Repo / coding agentsGPT-5.6 SolHigher SWE-bench (77.6%).
High-volume chatKimi Chat 1.5Lower output list price ($0.8/1M).
Voice / low-latency UIKimi Chat 1.5Lower TTFT (210 ms).
Long-document RAGKimi Chat 1.5Larger window (2M).
Screenshots / visionGPT-5.6 SolGPT-5.6 Sol is the side marked multimodal in the catalog.

Related Editorial Dispatches & Benchmark Notes

View all news
compareAug 12, 2026

Grok vs ChatGPT: price and Elo, not a personality contest

Brand hub remaps to top xAI vs top OpenAI. After Aug 12 that is Grok 4.6 vs Sol.

compareJul 24, 2026

Claude vs GPT benchmark: this hub always remaps to the current Elo leaders

Not a frozen 2025 article. Today that is usually Opus 5 vs GPT-5.6 Sol. Dated cells, not a brand fight.

compareJul 16, 2026

Gemini vs GPT: long context versus the OpenAI flagship invoice

Hub remaps to top Google vs top OpenAI Elo. Usually 3.6 Pro vs Sol. Window vs price is the plot.

launchJul 9, 2026

GPT-5.6 Sol: OpenAI’s $5/$30 flagship tier on this leaderboard

Jul 9 2026 family; Jul 30 price update left Sol unchanged. This is the GPT side of Claude vs GPT.

Community Sentiment

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CompareLLM AI Matrix

Verified Head-to-Head Telemetry

LIVE BENCHMARK
VS
OpenAI

GPT-5.6 Sol

Elo 1,608
SWE-bench77.6%
Speed (tok/s)84 tok/s
Input / 1M Tokens$5/1M
Output / 1M Tokens$30/1M
Moonshot

Kimi Chat 1.5

Elo 1,420
SWE-bench51%
Speed (tok/s)95 tok/s
Input / 1M Tokens$0.2/1M
Output / 1M Tokens$0.8/1M

Frequently Asked Questions

Which is better overall, GPT-5.6 Sol or Kimi Chat 1.5?
GPT-5.6 Sol has the higher preference Elo in our latest snapshot (1,608). “Better” still depends on coding, price, and latency — see the table.
Which is better at coding, GPT-5.6 Sol or Kimi Chat 1.5?
GPT-5.6 Sol leads SWE-bench at 77.6% vs 51%. SWE-bench is one harness, not your repo.
Which is cheaper to run in production?
Kimi Chat 1.5 output tokens are $0.8/1M versus $30/1M. Input prices and retry rates still move the real bill.
Which is faster, GPT-5.6 Sol or Kimi Chat 1.5?
Kimi Chat 1.5 has the lower time-to-first-token (210 ms vs 270 ms). Tokens/sec is a separate column if you care about long completions.
Which has the larger context window?
Kimi Chat 1.5 accepts 2M tokens versus 1M.
Can I self-host either model?
Neither model is marked open-weights here. You are comparing hosted APIs.
Are these scores from CompareLLM’s own evals?
No. V1 aggregates public leaderboards (and optional first-party latency pings). Each cell names its source and date. Read /methodology.
What does preference Elo mean on this page?
Preference Elo is a crowd vote from LMArena / Arena. People see two hidden answers and pick the one they like more. The model that wins more often gets a higher Elo. That means people preferred it — not that it passed a school test. It is not SWE-bench, not accuracy, and not a number we invent. GPT-5.6 Sol and Kimi Chat 1.5 Elo cells are dated snapshots from the named source — we do not compute Arena ourselves.

Related news

  • compare · Aug 12, 2026

    Grok vs ChatGPT: price and Elo, not a personality contest

  • compare · Jul 24, 2026

    Claude vs GPT benchmark: this hub always remaps to the current Elo leaders

  • compare · Jul 16, 2026

    Gemini vs GPT: long context versus the OpenAI flagship invoice

  • launch · Jul 9, 2026

    GPT-5.6 Sol: OpenAI’s $5/$30 flagship tier on this leaderboard

Similar Head-to-Head Comparisons

All GPT-5.6 Sol matchups →|All Kimi Chat 1.5 matchups →
GPT-5.6 Sol vs GPT-5 (previous gpt-flagship)Kimi Chat 1.5 vs Kimi K2 (next kimi)OpenAI o3-mini vs GPT-5.6 SolGPT-5.6 Terra vs GPT-5.6 SolGPT-4.5 Orion vs GPT-5.6 SolKimi K3 vs GPT-5.6 Sol