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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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  2. Comparisons
  3. GPT-4o vs Relace: Relace Apply 3

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

GPT-4o vs Relace: Relace Apply 3 benchmark

In this head-to-head showdown, Relace: Relace Apply 3 is more budget-friendly at $1.25/1M 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-4o if your priority is peak reasoning, complex code generation, and top preference Elo. Choose Relace: Relace Apply 3 if you are optimizing for low latency, high throughput, and cost-efficient API deployment.
Share Analysis:Share:
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Executive Verdict Summary

Relace: Relace Apply 3 holds empirical advantage (3 of 3 metrics)

Coding / SWESWE-bench
GPT-4oTop code solve rate
ReasoningGPQA / Live
GPT-4oTop logical accuracy
Best Value$/1M Tok
Relace: Relace Apply 3Lowest API billing cost
Speed / TokTok/Sec
GPT-4oFastest stream rate

Verified Advantage Breakdown

3 benchmarks evaluated across capability, speed, and cost

GPT-4o (0)Relace: Relace Apply 3 (3)
GPT-4o
0 of 3 Wins
Competitive baseline across remaining benchmarks
Relace: Relace Apply 3
3 of 3 Wins
✓Input price✓Output price✓Context window
OpenAI
GPT-4o

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

Elo 1,335In: $2.5 · Out: $10/1M
relace
Leads 3 of 3
Relace: Relace Apply 3

Auto-discovered from OpenRouter (relace/relace-apply-3). Preview until a second source matches.

In: $0.85 · Out: $1.25/1M
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 LeaderRelace: Relace Apply 3 Wins

Relace: Relace Apply 3

$1.25 / 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 (6)vsRelace: Relace Apply 3 (3)
GPT-4o: 6W (67%)Overall: GPT-4oRelace: Relace Apply 3: 3W (33%)
← GPT-4oRelace: Relace Apply 3 →
🏆GPT-4o Leads(4/5)

Intelligence & Reasoning

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

Benchmark
GPT-4ovsRelace: Relace Apply 3
Preference Elo
1,335vs—
Coding Elo
—vs—
SWE-bench
54.8%vs—
LiveBench
54.2%vs—
GPQA Diamond
73.2%vs—
GPT-4o: 4WRelace: Relace Apply 3: 0W
🏆GPT-4o Leads(2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
GPT-4ovsRelace: Relace Apply 3
Output speed
110 tok/svs—
Time to first token
180 msvs—
GPT-4o: 2WRelace: Relace Apply 3: 0W
🏆Relace: Relace Apply 3 Leads(3/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
GPT-4ovsRelace: Relace Apply 3
Output price
$10/1Mvs$1.25/1M+$8.75/1M
Input price
$2.5/1Mvs$0.85/1M+$1.65/1M
Context window
128kvs256k+128k
GPT-4o: 0WRelace: Relace Apply 3: 3W

Side-by-Side Benchmark Matrix

GPT-4oRelace: Relace Apply 3
Preference Elo
GPT-4o1,335
Relace: Relace Apply 3—
LiveBench
GPT-4o54.2%
Relace: Relace Apply 3—
SWE-bench
GPT-4o54.8%
Relace: Relace Apply 3—
GPQA Diamond
GPT-4o73.2%
Relace: Relace Apply 3—
Time to first token
GPT-4o180 ms
Relace: Relace Apply 3—
Output speed
GPT-4o110 tok/s
Relace: Relace Apply 3—
Input priceRelace: Relace Apply 3 +$1.65/1M
GPT-4o$2.5/1M
Relace: Relace Apply 3$0.85/1M
Output priceRelace: Relace Apply 3 +$8.75/1M
GPT-4o$10/1M
Relace: Relace Apply 3$1.25/1M
Context windowRelace: Relace Apply 3 +128k
GPT-4o128k
Relace: Relace Apply 3256k
BenchmarkGPT-4oRelace: Relace Apply 3Advantage 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
$0.85/1M
openrouter · Aug 17, 2026
+$1.65/1M
Output price
$10/1M
openrouter · Aug 17, 2026
$1.25/1M
openrouter · Aug 17, 2026
+$8.75/1M
Context window
128k
openrouter · Aug 17, 2026
256k
openrouter · Aug 17, 2026
+128k

Workload Cost & Savings Calculator

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

Save 80% with Relace: Relace Apply 3
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
Relace: Relace Apply 3$48.50 / mo
In: $29.75Out: $18.75
Estimated Cost Delta

Relace: Relace Apply 3 is estimated to save $189.00/month ($2,268/year).

Based on 50M tokens (30% gen)

Key Selection Recommendations

  • 1
    Relace: Relace Apply 3:Pick Relace: Relace Apply 3 when you are optimizing output cost.

Recommended Workload Routing

Repo / coding agentsinsufficient data

Need SWE-bench on both sides.

High-volume chatRelace: Relace Apply 3

Lower output list price ($1.25/1M).

Voice / low-latency UIinsufficient data

Need TTFT on both sides.

Long-document RAGRelace: Relace Apply 3

Larger window (256k).

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 chatRelace: Relace Apply 3Lower output list price ($1.25/1M).
Voice / low-latency UIinsufficient dataNeed TTFT on both sides.
Long-document RAGRelace: Relace Apply 3Larger window (256k).
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
relace

Relace: Relace Apply 3

Elo n/a
SWE-bench—
Speed (tok/s)256k
Input / 1M Tokens$0.85/1M
Output / 1M Tokens$1.25/1M

Frequently Asked Questions

Which is better overall, GPT-4o or Relace: Relace Apply 3?
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 Relace: Relace Apply 3?
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?
Relace: Relace Apply 3 output tokens are $1.25/1M versus $10/1M. Input prices and retry rates still move the real bill.
Which is faster, GPT-4o or Relace: Relace Apply 3?
We do not have TTFT for both models.
Which has the larger context window?
Relace: Relace Apply 3 accepts 256k 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 Relace: Relace Apply 3 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 Relace: Relace Apply 3 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