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Precision Benchmarks

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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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  3. GPT-4o mini vs Yi-Lightning

Pairwise benchmark snapshot · Aug 1, 2026

GPT-4o mini vs Yi-Lightning benchmark

In this head-to-head showdown, Yi-Lightning delivers higher overall intelligence and human-preferred responses (Elo 1,475 vs 1,272), while Yi-Lightning leads in SWE-bench software engineering benchmarks (63.4%), while Yi-Lightning is more budget-friendly at $0.14/1M per 1M output tokens, while GPT-4o mini provides faster response streaming (160 tok/s). Review the complete breakdown below to determine which model best fits your performance and budget requirements.

Executive Comparison Verdict

Bottom Line: Yi-Lightning holds the advantage over GPT-4o mini in overall benchmark performance and human evaluation rankings. Choose Yi-Lightning for demanding workloads, or review the breakdown below to compare coding and pricing metrics.
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Verified Head-to-Head Advantage Breakdown

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

GPT-4o mini (3)Yi-Lightning (6)
GPT-4o mini
3 of 9 Wins
✓Time to first token✓Output speed✓Context window
Yi-Lightning
6 of 9 Wins
✓Preference Elo✓LiveBench✓SWE-bench✓GPQA Diamond✓Input price✓Output price
OpenAI
Leads 3 of 9 metrics
GPT-4o mini

Legacy small OpenAI model. Useful as a cheap baseline.

4o MiniElo 1,272$0.6/1M out
01.AI
Leads 6 of 9 metrics
Yi-Lightning

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

LightningElo 1,475$0.14/1M out

GPT-4 Series Lineage & Sibling Variants

3 models

Currently comparing GPT-4o mini vs Yi-Lightning. Alternative family tiers available.

Active: GPT-4o mini
GPT-4o$10GPT-4.5 Orion$150
Top Rival Showdowns for GPT-4o mini
All Matchups
Compare vs:vs Claude Opus 4.5vs Gemini 3 Provs Grok 4.6vs DeepSeek V4 Provs Qwen 3 Max
Preference LeaderYi-Lightning Wins

Yi-Lightning

Δ 203 Arena Elo pts

Throughput LeaderGPT-4o mini Wins

GPT-4o mini

160 tok/s

Value per Dollar LeaderYi-Lightning Wins

Yi-Lightning

$0.14 / 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
Percentile 0–100
Head-to-Head Comparison

Overall Matchup Breakdown

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

GPT-4o mini (3)vsYi-Lightning (7)
GPT-4o mini: 3W (30%)Overall: Yi-LightningYi-Lightning: 7W (70%)
← GPT-4o miniYi-Lightning →
🏆Yi-Lightning(5/5)

Intelligence & Reasoning

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

Benchmark
GPT-4o minivsYi-Lightning
Preference Elo
1,272vs1,475+203
Coding Elo
—vs1,480
SWE-bench
41.2%vs63.4%+22.2%
LiveBench
48.1%vs65%+16.9%
GPQA Diamond
60.1%vs78%+17.9%
GPT-4o mini: 0WYi-Lightning: 5W
🏆GPT-4o mini(2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
GPT-4o minivsYi-Lightning
Output speed
160 tok/svs130 tok/s+30 tok/s
Time to first token
130 msvs150 ms+20 ms
GPT-4o mini: 2WYi-Lightning: 0W
🏆Yi-Lightning(2/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
GPT-4o minivsYi-Lightning
Output price
$0.6/1Mvs$0.14/1M+$0.46/1M
Input price
$0.15/1Mvs$0.14/1M+$0.01/1M
Context window
128kvs16k+112k
GPT-4o mini: 1WYi-Lightning: 2W

Side-by-Side Benchmark Matrix

Preference Elo+203
GPT-4o mini1,272
seed-bootstrap · Aug 1, 2026
Yi-Lightning1,475
seed-bootstrap · Aug 1, 2026
Coding Elo
GPT-4o mini—
Yi-Lightning1,480
seed-bootstrap · Aug 1, 2026
LiveBench+16.9%
GPT-4o mini48.1%
seed-bootstrap · Aug 1, 2026
Yi-Lightning65%
seed-bootstrap · Aug 1, 2026
SWE-bench+22.2%
GPT-4o mini41.2%
seed-bootstrap · Aug 1, 2026
Yi-Lightning63.4%
seed-bootstrap · Aug 1, 2026
GPQA Diamond+17.9%
GPT-4o mini60.1%
seed-bootstrap · Aug 1, 2026
Yi-Lightning78%
seed-bootstrap · Aug 1, 2026
Time to first token+20 ms
GPT-4o mini130 ms
seed-bootstrap · Aug 1, 2026
Yi-Lightning150 ms
seed-bootstrap · Aug 1, 2026
Output speed+30 tok/s
GPT-4o mini160 tok/s
seed-bootstrap · Aug 1, 2026
Yi-Lightning130 tok/s
seed-bootstrap · Aug 1, 2026
Input price+$0.01/1M
GPT-4o mini$0.15/1M
seed-bootstrap · Aug 1, 2026
Yi-Lightning$0.14/1M
seed-bootstrap · Aug 1, 2026
Output price+$0.46/1M
GPT-4o mini$0.6/1M
seed-bootstrap · Aug 1, 2026
Yi-Lightning$0.14/1M
seed-bootstrap · Aug 1, 2026
Context window+112k
GPT-4o mini128k
seed-bootstrap · Aug 1, 2026
Yi-Lightning16k
seed-bootstrap · Aug 1, 2026
BenchmarkGPT-4o miniYi-LightningAdvantage Delta
Preference Elo
1,272
seed-bootstrap · Aug 1, 2026
1,475
seed-bootstrap · Aug 1, 2026
+203
Coding Elo—
1,480
seed-bootstrap · Aug 1, 2026
—
LiveBench
48.1%
seed-bootstrap · Aug 1, 2026
65%
seed-bootstrap · Aug 1, 2026
+16.9%
SWE-bench
41.2%
seed-bootstrap · Aug 1, 2026
63.4%
seed-bootstrap · Aug 1, 2026
+22.2%
GPQA Diamond
60.1%
seed-bootstrap · Aug 1, 2026
78%
seed-bootstrap · Aug 1, 2026
+17.9%
Time to first token
130 ms
seed-bootstrap · Aug 1, 2026
150 ms
seed-bootstrap · Aug 1, 2026
+20 ms
Output speed
160 tok/s
seed-bootstrap · Aug 1, 2026
130 tok/s
seed-bootstrap · Aug 1, 2026
+30 tok/s
Input price
$0.15/1M
seed-bootstrap · Aug 1, 2026
$0.14/1M
seed-bootstrap · Aug 1, 2026
+$0.01/1M
Output price
$0.6/1M
seed-bootstrap · Aug 1, 2026
$0.14/1M
seed-bootstrap · Aug 1, 2026
+$0.46/1M
Context window
128k
seed-bootstrap · Aug 1, 2026
16k
seed-bootstrap · Aug 1, 2026
+112k
Interactive Simulator (USD)

Workload Cost & Savings Calculator

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

Save up to 51% with Yi-Lightning
Monthly Volume50M tokens/mo
Quick Presets:
Token Ratio (In vs Out)70% In / 30% Out
RAG / Search (10% out)Coding / Chat (50% out)
GPT-4o mini$14.25 / mo
In: $5.25Out: $9
Yi-Lightning$7.00 / mo
In: $4.9Out: $2.1
Estimated Cost Delta

Yi-Lightning is estimated to save $7.25/month ($87/year).

Based on 50M tokens (30% gen)

Key Selection Recommendations

  • 1
    Yi-Lightning:Pick Yi-Lightning when repo-level coding accuracy is the constraint.
  • 2
    GPT-4o mini:Pick GPT-4o mini when time-to-first-token matters more than peak Elo.
  • 3
    Yi-Lightning:Pick Yi-Lightning as the default general assistant.

Recommended Workload Routing

Repo / coding agentsYi-Lightning

Higher SWE-bench (63.4%).

High-volume chatYi-Lightning

Lower output list price ($0.14/1M).

Voice / low-latency UIGPT-4o mini

Lower TTFT (130 ms).

Long-document RAGGPT-4o mini

Larger window (128k).

Screenshots / visionGPT-4o mini

GPT-4o mini is the side marked multimodal in the catalog.

Target WorkloadRecommended PickEvaluation Rationale
Repo / coding agentsYi-LightningHigher SWE-bench (63.4%).
High-volume chatYi-LightningLower output list price ($0.14/1M).
Voice / low-latency UIGPT-4o miniLower TTFT (130 ms).
Long-document RAGGPT-4o miniLarger window (128k).
Screenshots / visionGPT-4o miniGPT-4o mini is the side marked multimodal in the catalog.
Community Sentiment

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CompareLLM AI Matrix

Verified Head-to-Head Telemetry

LIVE BENCHMARK
VS
OpenAI

GPT-4o mini

Elo 1,272
SWE-bench41.2%
Speed (tok/s)160 tok/s
Input / 1M Tokens$0.15/1M
Output / 1M Tokens$0.6/1M
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, GPT-4o mini or Yi-Lightning?
Yi-Lightning has the higher preference Elo in our latest snapshot (1,475). “Better” still depends on coding, price, and latency — see the table.
Which is better at coding, GPT-4o mini or Yi-Lightning?
Yi-Lightning leads SWE-bench at 63.4% vs 41.2%. SWE-bench is one harness, not your repo.
Which is cheaper to run in production?
Yi-Lightning output tokens are $0.14/1M versus $0.6/1M. Input prices and retry rates still move the real bill.
Which is faster, GPT-4o mini or Yi-Lightning?
GPT-4o mini has the lower time-to-first-token (130 ms vs 150 ms). Tokens/sec is a separate column if you care about long completions.
Which has the larger context window?
GPT-4o mini accepts 128k 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. GPT-4o mini and Yi-Lightning Elo cells are dated snapshots from the named source — we do not compute Arena ourselves.

Similar Head-to-Head Comparisons

All GPT-4o mini matchups →|All Yi-Lightning matchups →
GPT-4o mini vs OpenAI o1-mini (next gpt-mini)Yi-Lightning vs Yi-Large (previous other)Yi-Lightning vs Ernie 4.5 Turbo (next other)GPT-5 vs Yi-LightningOpenAI o3-mini vs Yi-LightningGPT-4.5 Orion vs Yi-Lightning