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Precision Benchmarks

Programmatic, dated AI model benchmarks, head-to-head comparisons, and Stack Engine presets.

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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. Upstage: Solar Pro 4 vs Yi-Lightning
Independent ReportPairwise benchmark snapshot · Aug 17, 2026
noindex (thin pair)
Upstage: Solar Pro 4(upstage)
vs
Yi-Lightning(01.AI)

Upstage: Solar Pro 4 vs Yi-Lightning benchmark

In this head-to-head showdown, Upstage: Solar Pro 4 is more budget-friendly at $0.12/1M 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: Both Upstage: Solar Pro 4 and Yi-Lightning present distinct architectural strengths. Compare the verified benchmark matrix below to choose the model tailored to your specific application requirements.
Share Analysis:Share:
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Executive Verdict Summary

Upstage: Solar Pro 4 holds empirical advantage (3 of 3 metrics)

Coding / SWESWE-bench
Yi-LightningTop code solve rate
ReasoningGPQA / Live
Yi-LightningTop logical accuracy
Best Value$/1M Tok
Upstage: Solar Pro 4Lowest API billing cost
Speed / TokTok/Sec
Yi-LightningFastest stream rate

Verified Advantage Breakdown

3 benchmarks evaluated across capability, speed, and cost

Upstage: Solar Pro 4 (3)Yi-Lightning (0)
Upstage: Solar Pro 4
3 of 3 Wins
✓Input price✓Output price✓Context window
Yi-Lightning
0 of 3 Wins
Competitive baseline across remaining benchmarks
upstage
Leads 3 of 3
Upstage: Solar Pro 4

Auto-discovered from OpenRouter (upstage/solar-pro4). Preview until a second source matches.

In: $0.03 · Out: $0.12/1M
01.AI
Yi-Lightning

01.AI ultra-fast reasoning model delivering top LiveBench efficiency.

LightningElo 1,475In: $0.14 · Out: $0.14/1M
Top Rival Showdowns for Upstage: Solar Pro 4
All Matchups
Compare vs:vs Claude Opus 4.5vs GPT-5vs Gemini 3 Provs Grok 4.6vs DeepSeek V4 Pro
Preference Leader

No shared data

Single model data

Throughput Leader

No shared data

No latency data

Value per Dollar LeaderUpstage: Solar Pro 4 Wins

Upstage: Solar Pro 4

$0.12 / 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 standard models across 6 key capability dimensions. Tap any spoke or dot to inspect.

Tap any node to inspect
0–100 %ile

Overall Matchup Breakdown

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

Upstage: Solar Pro 4 (3)vsYi-Lightning (7)
Upstage: Solar Pro 4: 3W (30%)Overall: Yi-LightningYi-Lightning: 7W (70%)
← Upstage: Solar Pro 4Yi-Lightning →
🏆Yi-Lightning Leads(5/5)

Intelligence & Reasoning

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

Benchmark
Upstage: Solar Pro 4vsYi-Lightning
Preference Elo
—vs1,475
Coding Elo
—vs1,480
SWE-bench
—vs63.4%
LiveBench
—vs65%
GPQA Diamond
—vs78%
Upstage: Solar Pro 4: 0WYi-Lightning: 5W
🏆Yi-Lightning Leads(2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
Upstage: Solar Pro 4vsYi-Lightning
Output speed
—vs130 tok/s
Time to first token
—vs150 ms
Upstage: Solar Pro 4: 0WYi-Lightning: 2W
🏆Upstage: Solar Pro 4 Leads(3/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
Upstage: Solar Pro 4vsYi-Lightning
Output price
$0.12/1Mvs$0.14/1M+$0.02/1M
Input price
$0.03/1Mvs$0.14/1M+$0.11/1M
Context window
524kvs16k+508k
Upstage: Solar Pro 4: 3WYi-Lightning: 0W

Side-by-Side Benchmark Matrix

Upstage: Solar Pro 4Yi-Lightning
Preference Elo
Upstage: Solar Pro 4—
Yi-Lightning1,475
Coding Elo
Upstage: Solar Pro 4—
Yi-Lightning1,480
LiveBench
Upstage: Solar Pro 4—
Yi-Lightning65%
SWE-bench
Upstage: Solar Pro 4—
Yi-Lightning63.4%
GPQA Diamond
Upstage: Solar Pro 4—
Yi-Lightning78%
Time to first token
Upstage: Solar Pro 4—
Yi-Lightning150 ms
Output speed
Upstage: Solar Pro 4—
Yi-Lightning130 tok/s
Input priceUpstage: Solar Pro 4 +$0.11/1M
Upstage: Solar Pro 4$0.03/1M
Yi-Lightning$0.14/1M
Output priceUpstage: Solar Pro 4 +$0.02/1M
Upstage: Solar Pro 4$0.12/1M
Yi-Lightning$0.14/1M
Context windowUpstage: Solar Pro 4 +508k
Upstage: Solar Pro 4524k
Yi-Lightning16k
BenchmarkUpstage: Solar Pro 4Yi-LightningAdvantage Delta
Preference Elo—
1,475
lmarena · Aug 17, 2026
—
Coding Elo—
1,480
lmarena · Aug 17, 2026
—
LiveBench—
65%
livebench · Aug 17, 2026
—
SWE-bench—
63.4%
swebench · Aug 17, 2026
—
GPQA Diamond—
78%
seed-bootstrap · Aug 1, 2026
—
Time to first token—
150 ms
seed-bootstrap · Aug 1, 2026
—
Output speed—
130 tok/s
seed-bootstrap · Aug 1, 2026
—
Input price
$0.03/1M
openrouter · Aug 17, 2026
$0.14/1M
seed-bootstrap · Aug 1, 2026
+$0.11/1M
Output price
$0.12/1M
openrouter · Aug 17, 2026
$0.14/1M
seed-bootstrap · Aug 1, 2026
+$0.02/1M
Context window
524k
openrouter · Aug 17, 2026
16k
seed-bootstrap · Aug 1, 2026
+508k

Workload Cost & Savings Calculator

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

Save 59% with Upstage: Solar Pro 4
Monthly Volume50M tokens/mo
Quick Presets:
Token Ratio (In vs Out)70% In / 30% Out
RAG / Search (10% out)Coding / Chat (50% out)
Upstage: Solar Pro 4$2.85 / mo
In: $1.05Out: $1.8
Yi-Lightning$7.00 / mo
In: $4.9Out: $2.1
Estimated Cost Delta

Upstage: Solar Pro 4 is estimated to save $4.15/month ($50/year).

Based on 50M tokens (30% gen)

Key Selection Recommendations

  • 1
    Upstage: Solar Pro 4:Pick Upstage: Solar Pro 4 when you are optimizing output cost.

Recommended Workload Routing

Repo / coding agentsinsufficient data

Need SWE-bench on both sides.

High-volume chatUpstage: Solar Pro 4

Lower output list price ($0.12/1M).

Voice / low-latency UIinsufficient data

Need TTFT on both sides.

Long-document RAGUpstage: Solar Pro 4

Larger window (524k).

Screenshots / visionYi-Lightning

Yi-Lightning is the side marked multimodal in the catalog.

Target WorkloadRecommended PickEvaluation Rationale
Repo / coding agentsinsufficient dataNeed SWE-bench on both sides.
High-volume chatUpstage: Solar Pro 4Lower output list price ($0.12/1M).
Voice / low-latency UIinsufficient dataNeed TTFT on both sides.
Long-document RAGUpstage: Solar Pro 4Larger window (524k).
Screenshots / visionYi-LightningYi-Lightning is the side marked multimodal in the catalog.

Cast Your Matchup Vote

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CompareLLM AI Matrix

Verified Head-to-Head Telemetry

LIVE BENCHMARK
VS
upstage

Upstage: Solar Pro 4

Elo n/a
SWE-bench—
Speed (tok/s)524k
Input / 1M Tokens$0.03/1M
Output / 1M Tokens$0.12/1M
01.AI

Yi-Lightning

Elo 1,475
SWE-bench63.4%
Speed (tok/s)130 tok/s
Input / 1M Tokens$0.14/1M
Output / 1M Tokens$0.14/1M

Frequently Asked Questions

Which is better overall, Upstage: Solar Pro 4 or Yi-Lightning?
We do not have preference Elo for both models, so we do not declare an overall winner. Compare the metrics that exist.
Which is better at coding, Upstage: Solar Pro 4 or Yi-Lightning?
SWE-bench is missing for at least one model, so we do not rank coding from a single number.
Which is cheaper to run in production?
Upstage: Solar Pro 4 output tokens are $0.12/1M versus $0.14/1M. Input prices and retry rates still move the real bill.
Which is faster, Upstage: Solar Pro 4 or Yi-Lightning?
We do not have TTFT for both models.
Which has the larger context window?
Upstage: Solar Pro 4 accepts 524k tokens versus 16k.
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. Upstage: Solar Pro 4 and Yi-Lightning Elo cells are dated snapshots from the named source — we do not compute Arena ourselves.

Similar Head-to-Head Comparisons

All Upstage: Solar Pro 4 matchups →|All Yi-Lightning matchups →
Yi-Lightning vs Yi-Large (previous other)Yi-Lightning vs Ernie 4.5 Turbo (next other)Claude Opus 4.5 vs Yi-LightningClaude Opus 4.6 vs Yi-LightningClaude Sonnet 4.5 vs Yi-LightningGPT-5 vs Yi-Lightning