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

Ideogram 4.0 (Quality) vs Qwen: Qwen3 8B benchmark

Name: Ideogram 4.0 (Quality) vs Qwen: Qwen3 8B AI benchmark comparison
Creator: CompareLLM
License: https://creativecommons.org/licenses/by/4.0/

Comparing verified benchmark accuracy, speed, and token pricing between Ideogram 4.0 (Quality) and Qwen: Qwen3 8B. Review the complete breakdown below to determine which model best fits your performance and budget requirements.

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Executive Verdict Summary

Ideogram 4.0 (Quality) holds empirical advantage (0 of 0 metrics)

Coding / SWESWE-bench

Ideogram 4.0 (Quality)Top code solve rate

ReasoningGPQA / Live

Ideogram 4.0 (Quality)Top logical accuracy

Best Value$/1M Tok

Qwen: Qwen3 8BLowest API billing cost

Speed / TokTok/Sec

Ideogram 4.0 (Quality)Fastest stream rate

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

Alibaba

Qwen: Qwen3 8B

Auto-discovered from OpenRouter (qwen/qwen3-8b). Preview until a second source matches.

Top Rival Showdowns for Ideogram 4.0 (Quality)

All Matchups

Compare vs:vs GPT Image 2 (High)vs Reve 2.1 vs Nano Banana Pro (Gemini 3 Pro Image)vs FLUX.2 [max]vs 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.

Ideogram 4.0 (Quality) (5)vsQwen: Qwen3 8B (0)

Ideogram 4.0 (Quality): 5W (100%)Qwen: Qwen3 8B: 0W (0%)

← Ideogram 4.0 (Quality)Qwen: Qwen3 8B →

🏆Ideogram 4.0 (Quality) Leads(3/3)

Visual Quality & Adherence

Arena Preference Elo, prompt fidelity & typography score

Benchmark

Ideogram 4.0 (Quality)vsQwen: Qwen3 8B

Image Elo

1,216vs—

Prompt adherence

91.5%vs—

Text rendering

96.5%vs—

Ideogram 4.0 (Quality): 3WQwen: Qwen3 8B: 0W

🏆Ideogram 4.0 (Quality) Leads(1/1)

Generation Latency

Time to render full-resolution image snapshot (seconds)

Benchmark

Ideogram 4.0 (Quality)vsQwen: Qwen3 8B

Generation time

5svs—

Ideogram 4.0 (Quality): 1WQwen: Qwen3 8B: 0W

🏆Ideogram 4.0 (Quality) Leads(1/1)

Cost Efficiency

API inference cost per 1,000 generated images

Benchmark

Ideogram 4.0 (Quality)vsQwen: Qwen3 8B

Price per 1k images

$100/1kvs—

Ideogram 4.0 (Quality): 1WQwen: Qwen3 8B: 0W

Side-by-Side Benchmark Matrix

Ideogram 4.0 (Quality)Qwen: Qwen3 8B

Image Elo

Ideogram 4.0 (Quality)1,216

Qwen: Qwen3 8B—

Generation time

Ideogram 4.0 (Quality)5s

Qwen: Qwen3 8B—

Price per 1k images

Ideogram 4.0 (Quality)$100/1k

Qwen: Qwen3 8B—

Prompt adherence

Ideogram 4.0 (Quality)91.5%

Qwen: Qwen3 8B—

Text rendering

Ideogram 4.0 (Quality)96.5%

Qwen: Qwen3 8B—

Benchmark	Ideogram 4.0 (Quality)	Qwen: Qwen3 8B	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 Qwen: Qwen3 8B

Monthly Image Production Volume25k images / month (25000 imgs)

Quick Presets:

Ideogram 4.0 (Quality)$2,500.00 / mo

Rate: $100/1k

Qwen: Qwen3 8B$0.00 / mo

Rate: $0/1k

Estimated Cost Delta

Qwen: Qwen3 8B 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 Workload	Recommended Pick	Evaluation Rationale
Repo / coding agents	insufficient data	Need SWE-bench on both sides.
High-volume chat	insufficient data	Need list prices.
Voice / low-latency UI	insufficient data	Need TTFT on both sides.
Long-document RAG	insufficient data	Need context sizes.
Screenshots / vision	Ideogram 4.0 (Quality)	Ideogram 4.0 (Quality) is the side marked multimodal in the catalog.

Cast Your Matchup Vote

0 total votes

Community Discussions (0)

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CompareLLM AI Matrix

Verified Head-to-Head Telemetry

LIVE BENCHMARK

Ideogram

Ideogram 4.0 (Quality)

Elo n/a

SWE-bench—

Speed (tok/s)—

Input / 1M Tokens$100/1k

Output / 1M Tokens$100/1k

Alibaba

Qwen: Qwen3 8B

Elo n/a

SWE-bench—

Speed (tok/s)131k

Input / 1M Tokens$0.117/1M

Output / 1M Tokens$0.455/1M

Frequently Asked Questions

Which is better overall, Ideogram 4.0 (Quality) or Qwen: Qwen3 8B?: 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, Ideogram 4.0 (Quality) or Qwen: Qwen3 8B?: 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, Ideogram 4.0 (Quality) or Qwen: Qwen3 8B?: 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. Ideogram 4.0 (Quality) and Qwen: Qwen3 8B Elo cells are dated snapshots from the named source — we do not compute Arena ourselves.

Similar Head-to-Head Comparisons

All Ideogram 4.0 (Quality) matchups →|All Qwen: Qwen3 8B matchups →

Ideogram 4.0 (Quality) vs Ideogram 4.0 Open Weights (next ideogram)

Side-by-Side Benchmark Matrix

Ideogram 4.0 (Quality)Qwen: Qwen3 8B

Image Elo

Ideogram 4.0 (Quality)1,216

Qwen: Qwen3 8B—

Generation time

Ideogram 4.0 (Quality)5s

Qwen: Qwen3 8B—

Price per 1k images

Ideogram 4.0 (Quality)$100/1k

Qwen: Qwen3 8B—

Prompt adherence

Ideogram 4.0 (Quality)91.5%

Qwen: Qwen3 8B—

Text rendering

Ideogram 4.0 (Quality)96.5%

Qwen: Qwen3 8B—

Benchmark

Ideogram 4.0 (Quality)

Qwen: Qwen3 8B

Advantage Delta

Image Elo

1,216

seed-bootstrap · Aug 1, 2026

—

Generation time

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

—

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 Workload	Recommended Pick	Evaluation Rationale
Repo / coding agents	insufficient data	Need SWE-bench on both sides.
High-volume chat	insufficient data	Need list prices.
Voice / low-latency UI	insufficient data	Need TTFT on both sides.
Long-document RAG	insufficient data	Need context sizes.
Screenshots / vision	Ideogram 4.0 (Quality)	Ideogram 4.0 (Quality) is the side marked multimodal in the catalog.

Frequently Asked Questions

Which is better overall, Ideogram 4.0 (Quality) or Qwen: Qwen3 8B?

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, Ideogram 4.0 (Quality) or Qwen: Qwen3 8B?

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, Ideogram 4.0 (Quality) or Qwen: Qwen3 8B?

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. Ideogram 4.0 (Quality) and Qwen: Qwen3 8B Elo cells are dated snapshots from the named source — we do not compute Arena ourselves.