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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 vs OpenAI: GPT Chat Latest

Pairwise benchmark snapshot · Aug 17, 2026noindex (thin pair)

GPT-4o vs OpenAI: GPT Chat Latest benchmark

In this head-to-head showdown, GPT-4o is more budget-friendly at $10/1M 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 GPT-4o and OpenAI: GPT Chat Latest 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

GPT-4o holds empirical advantage (2 of 3 metrics)

Coding / SWESWE-bench
GPT-4oTop code solve rate
ReasoningGPQA / Live
GPT-4oTop logical accuracy
Best Value$/1M Tok
GPT-4oLowest API billing cost
Speed / TokTok/Sec
GPT-4oFastest stream rate

Verified Advantage Breakdown

3 benchmarks evaluated across capability, speed, and cost

GPT-4o (2)OpenAI: GPT Chat Latest (1)
GPT-4o
2 of 3 Wins
✓Input price✓Output price
OpenAI: GPT Chat Latest
1 of 3 Wins
✓Context window
OpenAI
Leads 2 of 3
GPT-4o

Previous OpenAI flagship. Still a common compare baseline on legacy pages.

Elo 1,335In: $2.5 · Out: $10/1M
OpenAI
Leads 1 of 3
OpenAI: GPT Chat Latest

Auto-discovered from OpenRouter (openai/gpt-chat-latest). Preview until a second source matches.

In: $5 · Out: $30/1M
Top Rival Showdowns for GPT-4o
All Matchups
Compare vs:vs Claude Opus 4.5vs Gemini 3 Provs Grok 4.6vs DeepSeek V4 Provs Qwen 3 Max
Preference Leader

No shared data

Single model data

Throughput Leader

No shared data

No latency data

Value per Dollar LeaderGPT-4o Wins

GPT-4o

$10 / 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.

GPT-4o (8)vsOpenAI: GPT Chat Latest (1)
GPT-4o: 8W (89%)Overall: GPT-4oOpenAI: GPT Chat Latest: 1W (11%)
← GPT-4oOpenAI: GPT Chat Latest →
🏆GPT-4o Leads(4/5)

Intelligence & Reasoning

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

Benchmark
GPT-4ovsOpenAI: GPT Chat Latest
Preference Elo
1,335vs—
Coding Elo
—vs—
SWE-bench
54.8%vs—
LiveBench
54.2%vs—
GPQA Diamond
73.2%vs—
GPT-4o: 4WOpenAI: GPT Chat Latest: 0W
🏆GPT-4o Leads(2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
GPT-4ovsOpenAI: GPT Chat Latest
Output speed
110 tok/svs—
Time to first token
180 msvs—
GPT-4o: 2WOpenAI: GPT Chat Latest: 0W
🏆GPT-4o Leads(2/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
GPT-4ovsOpenAI: GPT Chat Latest
Output price
$10/1Mvs$30/1M+$20/1M
Input price
$2.5/1Mvs$5/1M+$2.5/1M
Context window
128kvs400k+272k
GPT-4o: 2WOpenAI: GPT Chat Latest: 1W

Side-by-Side Benchmark Matrix

GPT-4oOpenAI: GPT Chat Latest
Preference Elo
GPT-4o1,335
OpenAI: GPT Chat Latest—
LiveBench
GPT-4o54.2%
OpenAI: GPT Chat Latest—
SWE-bench
GPT-4o54.8%
OpenAI: GPT Chat Latest—
GPQA Diamond
GPT-4o73.2%
OpenAI: GPT Chat Latest—
Time to first token
GPT-4o180 ms
OpenAI: GPT Chat Latest—
Output speed
GPT-4o110 tok/s
OpenAI: GPT Chat Latest—
Input priceGPT-4o +$2.5/1M
GPT-4o$2.5/1M
OpenAI: GPT Chat Latest$5/1M
Output priceGPT-4o +$20/1M
GPT-4o$10/1M
OpenAI: GPT Chat Latest$30/1M
Context windowOpenAI: GPT Chat Latest +272k
GPT-4o128k
OpenAI: GPT Chat Latest400k
BenchmarkGPT-4oOpenAI: GPT Chat LatestAdvantage Delta
Preference Elo
1,335
lmarena · Aug 17, 2026
——
LiveBench
54.2%
livebench · Aug 17, 2026
——
SWE-bench
54.8%
swebench · Aug 17, 2026
——
GPQA Diamond
73.2%
seed-bootstrap · Aug 1, 2026
——
Time to first token
180 ms
seed-bootstrap · Aug 1, 2026
——
Output speed
110 tok/s
seed-bootstrap · Aug 1, 2026
——
Input price
$2.5/1M
openrouter · Aug 17, 2026
$5/1M
openrouter · Aug 17, 2026
+$2.5/1M
Output price
$10/1M
openrouter · Aug 17, 2026
$30/1M
openrouter · Aug 17, 2026
+$20/1M
Context window
128k
openrouter · Aug 17, 2026
400k
openrouter · Aug 17, 2026
+272k

Workload Cost & Savings Calculator

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

Save 62% with GPT-4o
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$237.50 / mo
In: $87.5Out: $150
OpenAI: GPT Chat Latest$625.00 / mo
In: $175Out: $450
Estimated Cost Delta

GPT-4o is estimated to save $387.50/month ($4,650/year).

Based on 50M tokens (30% gen)

Key Selection Recommendations

  • 1
    GPT-4o:Pick GPT-4o when you are optimizing output cost.

Recommended Workload Routing

Repo / coding agentsinsufficient data

Need SWE-bench on both sides.

High-volume chatGPT-4o

Lower output list price ($10/1M).

Voice / low-latency UIinsufficient data

Need TTFT on both sides.

Long-document RAGOpenAI: GPT Chat Latest

Larger window (400k).

Screenshots / visionGPT-4o

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

Target WorkloadRecommended PickEvaluation Rationale
Repo / coding agentsinsufficient dataNeed SWE-bench on both sides.
High-volume chatGPT-4oLower output list price ($10/1M).
Voice / low-latency UIinsufficient dataNeed TTFT on both sides.
Long-document RAGOpenAI: GPT Chat LatestLarger window (400k).
Screenshots / visionGPT-4oGPT-4o is the side marked multimodal in the catalog.

Related Editorial Dispatches & Benchmark Notes

View all news
newsMay 13, 2024

GPT-4o stays as the 2024 compare anchor people still search

Deprecated for buying. Kept because “4o vs sonnet” is still a typed query.

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CompareLLM AI Matrix

Verified Head-to-Head Telemetry

LIVE BENCHMARK
VS
OpenAI

GPT-4o

Elo 1,335
SWE-bench54.8%
Speed (tok/s)110 tok/s
Input / 1M Tokens$2.5/1M
Output / 1M Tokens$10/1M
OpenAI

OpenAI: GPT Chat Latest

Elo n/a
SWE-bench—
Speed (tok/s)400k
Input / 1M Tokens$5/1M
Output / 1M Tokens$30/1M

Frequently Asked Questions

Which is better overall, GPT-4o or OpenAI: GPT Chat Latest?
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, GPT-4o or OpenAI: GPT Chat Latest?
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?
GPT-4o output tokens are $10/1M versus $30/1M. Input prices and retry rates still move the real bill.
Which is faster, GPT-4o or OpenAI: GPT Chat Latest?
We do not have TTFT for both models.
Which has the larger context window?
OpenAI: GPT Chat Latest accepts 400k tokens versus 128k.
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 and OpenAI: GPT Chat Latest Elo cells are dated snapshots from the named source — we do not compute Arena ourselves.

Related news

  • news · May 13, 2024

    GPT-4o stays as the 2024 compare anchor people still search

Similar Head-to-Head Comparisons

All GPT-4o matchups →|All OpenAI: GPT Chat Latest matchups →
GPT-4o vs GPT-4 Turbo (previous gpt-flagship)GPT-4o vs OpenAI: o1 (next gpt-flagship)GPT-5 vs GPT-4oGPT-4.5 Orion vs GPT-4oGPT-5.6 Sol vs GPT-4oGPT-5.6 Terra vs GPT-4o