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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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  3. OpenAI: GPT Chat Latest vs Ideogram 4.0 (Quality)

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

OpenAI: GPT Chat Latest vs Ideogram 4.0 (Quality) benchmark

Comparing verified benchmark accuracy, speed, and token pricing between OpenAI: GPT Chat Latest and Ideogram 4.0 (Quality). Review the complete breakdown below to determine which model best fits your performance and budget requirements.

Executive Comparison Verdict

Bottom Line: Both OpenAI: GPT Chat Latest and Ideogram 4.0 (Quality) 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

OpenAI: GPT Chat Latest holds empirical advantage (0 of 0 metrics)

Coding / SWESWE-bench
OpenAI: GPT Chat LatestTop code solve rate
ReasoningGPQA / Live
OpenAI: GPT Chat LatestTop logical accuracy
Best Value$/1M Tok
OpenAI: GPT Chat LatestLowest API billing cost
Speed / TokTok/Sec
OpenAI: GPT Chat LatestFastest stream rate
OpenAI
OpenAI: GPT Chat Latest

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

Ideogram
Ideogram 4.0 (Quality)

Industry-leading typography, graphic design, and in-image text layout model with precise kerning and complex banner generation.

Img Elo 1,216$100/1k imgs
Top Rival Showdowns for OpenAI: GPT Chat Latest
All Matchups
Compare vs:vs Reve 2.1vs Nano Banana Pro (Gemini 3 Pro Image)vs FLUX.2 [max]vs Ideogram 4.0 Open Weightsvs Recraft V4.1 Utility Pro
Image Quality Leader

No shared data

Single model data

Generation Speed Leader

No shared data

No latency data

Value per Dollar Leader

No shared data

Unpriced

Overall Matchup Breakdown

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

OpenAI: GPT Chat Latest (0)vsIdeogram 4.0 (Quality) (5)
OpenAI: GPT Chat Latest: 0W (0%)Overall: Ideogram 4.0 (Quality)Ideogram 4.0 (Quality): 5W (100%)
← OpenAI: GPT Chat LatestIdeogram 4.0 (Quality) →
🏆Ideogram 4.0 (Quality) Leads(3/3)

Visual Quality & Adherence

Arena Preference Elo, prompt fidelity & typography score

Benchmark
OpenAI: GPT Chat LatestvsIdeogram 4.0 (Quality)
Image Elo
—vs1,216
Prompt adherence
—vs91.5%
Text rendering
—vs96.5%
OpenAI: GPT Chat Latest: 0WIdeogram 4.0 (Quality): 3W
🏆Ideogram 4.0 (Quality) Leads(1/1)

Generation Latency

Time to render full-resolution image snapshot (seconds)

Benchmark
OpenAI: GPT Chat LatestvsIdeogram 4.0 (Quality)
Generation time
—vs5s
OpenAI: GPT Chat Latest: 0WIdeogram 4.0 (Quality): 1W
🏆Ideogram 4.0 (Quality) Leads(1/1)

Cost Efficiency

API inference cost per 1,000 generated images

Benchmark
OpenAI: GPT Chat LatestvsIdeogram 4.0 (Quality)
Price per 1k images
—vs$100/1k
OpenAI: GPT Chat Latest: 0WIdeogram 4.0 (Quality): 1W

Side-by-Side Benchmark Matrix

OpenAI: GPT Chat LatestIdeogram 4.0 (Quality)
Image Elo
OpenAI: GPT Chat Latest—
Ideogram 4.0 (Quality)1,216
Generation time
OpenAI: GPT Chat Latest—
Ideogram 4.0 (Quality)5s
Price per 1k images
OpenAI: GPT Chat Latest—
Ideogram 4.0 (Quality)$100/1k
Prompt adherence
OpenAI: GPT Chat Latest—
Ideogram 4.0 (Quality)91.5%
Text rendering
OpenAI: GPT Chat Latest—
Ideogram 4.0 (Quality)96.5%
BenchmarkOpenAI: GPT Chat LatestIdeogram 4.0 (Quality)Advantage Delta
Image Elo—
1,216
seed-bootstrap · Aug 1, 2026
—
Generation time—
5s
seed-bootstrap · Aug 1, 2026
—
Price per 1k images—
$100/1k
seed-bootstrap · Aug 1, 2026
—
Prompt adherence—
91.5%
seed-bootstrap · Aug 1, 2026
—
Text rendering—
96.5%
seed-bootstrap · Aug 1, 2026
—

Workload Cost & Savings Calculator

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

Save 100% with OpenAI: GPT Chat Latest
Monthly Image Production Volume25k images / month (25000 imgs)
Quick Presets:
OpenAI: GPT Chat Latest$0.00 / mo
Rate: $0/1k
Ideogram 4.0 (Quality)$2,500.00 / mo
Rate: $100/1k
Estimated Cost Delta

OpenAI: GPT Chat Latest is estimated to save $2,500.00/month ($30,000/year).

Based on 25k images generated

Recommended Workload Routing

Repo / coding agentsinsufficient data

Need SWE-bench on both sides.

High-volume chatinsufficient data

Need list prices.

Voice / low-latency UIinsufficient data

Need TTFT on both sides.

Long-document RAGinsufficient data

Need context sizes.

Screenshots / visionIdeogram 4.0 (Quality)

Ideogram 4.0 (Quality) is the side marked multimodal in the catalog.

Target WorkloadRecommended PickEvaluation Rationale
Repo / coding agentsinsufficient dataNeed SWE-bench on both sides.
High-volume chatinsufficient dataNeed list prices.
Voice / low-latency UIinsufficient dataNeed TTFT on both sides.
Long-document RAGinsufficient dataNeed context sizes.
Screenshots / visionIdeogram 4.0 (Quality)Ideogram 4.0 (Quality) 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
OpenAI

OpenAI: GPT Chat Latest

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

Ideogram 4.0 (Quality)

Elo n/a
SWE-bench—
Speed (tok/s)—
Input / 1M Tokens$100/1k
Output / 1M Tokens$100/1k

Frequently Asked Questions

Which is better overall, OpenAI: GPT Chat Latest or Ideogram 4.0 (Quality)?
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, OpenAI: GPT Chat Latest or Ideogram 4.0 (Quality)?
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?
List prices are missing for at least one model.
Which is faster, OpenAI: GPT Chat Latest or Ideogram 4.0 (Quality)?
We do not have TTFT for both models.
Which has the larger context window?
Context window is missing for at least one model.
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. OpenAI: GPT Chat Latest and Ideogram 4.0 (Quality) Elo cells are dated snapshots from the named source — we do not compute Arena ourselves.

Similar Head-to-Head Comparisons

All OpenAI: GPT Chat Latest matchups →|All Ideogram 4.0 (Quality) matchups →
Ideogram 4.0 (Quality) vs Ideogram 4.0 Open Weights (next ideogram)GPT Image 2 (High) vs Ideogram 4.0 (Quality)GPT Image 2 (Low / Fast) vs Ideogram 4.0 (Quality)GPT Image 1.5 vs Ideogram 4.0 (Quality)DALL-E 3 vs Ideogram 4.0 (Quality)Reve 2.1 vs Ideogram 4.0 (Quality)