Pairwise benchmark snapshot · Aug 1, 2026noindex (thin pair)

Ideogram 4.0 (Quality) vs Llama 3.1 70B benchmark

Name: Ideogram 4.0 (Quality) vs Llama 3.1 70B 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 Llama 3.1 70B. Review the complete breakdown below to determine which model best fits your performance and budget requirements.

Share Analysis:

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

No shared data

Single model data

Generation Speed Leader

No shared data

No latency data

Value per Dollar Leader

No shared data

Unpriced

Head-to-Head Comparison

Overall Matchup Breakdown

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

Ideogram 4.0 (Quality) (5)vsLlama 3.1 70B (0)

Ideogram 4.0 (Quality): 5W (100%)Overall: Ideogram 4.0 (Quality)Llama 3.1 70B: 0W (0%)

← Ideogram 4.0 (Quality)Llama 3.1 70B →

🏆Ideogram 4.0 (Quality)(3/3)

Visual Quality & Adherence

Arena Preference Elo, prompt fidelity & typography score

Benchmark

Ideogram 4.0 (Quality)vsLlama 3.1 70B

Image Elo

1,216vs—

Prompt adherence

91.5%vs—

Text rendering

96.5%vs—

Ideogram 4.0 (Quality): 3WLlama 3.1 70B: 0W

🏆Ideogram 4.0 (Quality)(1/1)

Generation Latency

Time to render full-resolution image snapshot (seconds)

Benchmark

Ideogram 4.0 (Quality)vsLlama 3.1 70B

Generation time

5svs—

Ideogram 4.0 (Quality): 1WLlama 3.1 70B: 0W

🏆Ideogram 4.0 (Quality)(1/1)

Cost Efficiency

API inference cost per 1,000 generated images

Benchmark

Ideogram 4.0 (Quality)vsLlama 3.1 70B

Price per 1k images

$100/1kvs—

Ideogram 4.0 (Quality): 1WLlama 3.1 70B: 0W

Side-by-Side Benchmark Matrix

Image Elo

Ideogram 4.0 (Quality)1,216

seed-bootstrap · Aug 1, 2026

Llama 3.1 70B—

Generation time

Ideogram 4.0 (Quality)5s

seed-bootstrap · Aug 1, 2026

Llama 3.1 70B—

Price per 1k images

Ideogram 4.0 (Quality)$100/1k

seed-bootstrap · Aug 1, 2026

Llama 3.1 70B—

Prompt adherence

Ideogram 4.0 (Quality)91.5%

seed-bootstrap · Aug 1, 2026

Llama 3.1 70B—

Text rendering

Ideogram 4.0 (Quality)96.5%

seed-bootstrap · Aug 1, 2026

Llama 3.1 70B—

Benchmark	Ideogram 4.0 (Quality)	Llama 3.1 70B	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	—	—

Interactive Simulator (USD)

Workload Cost & Savings Calculator

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

Save up to 100% with Llama 3.1 70B

Monthly Image Production Volume25k images / month (25000 imgs)

Quick Presets:

Ideogram 4.0 (Quality)$2,500.00 / mo

Rate: $100/1k

Llama 3.1 70B$0.00 / mo

Rate: $0/1k

Estimated Cost Delta

Llama 3.1 70B 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.

Community Sentiment

Cast Your Matchup Vote

0 total votes

Community Discussions (0)

No comments posted on this matchup yet. Be the first to share an evaluation note!

Social Share Card Preview

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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

Llama 3.1 70B

Elo 1,240

SWE-bench40.2%

Speed (tok/s)125 tok/s

Input / 1M Tokens$0.35/1M

Output / 1M Tokens$0.4/1M

Frequently Asked Questions

Which is better overall, Ideogram 4.0 (Quality) or Llama 3.1 70B?: 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 Llama 3.1 70B?: 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 Llama 3.1 70B?: 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?: Llama 3.1 70B is marked open-weights in our catalog. The other side is a closed API. Check the provider license before you ship weights.
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 Llama 3.1 70B 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 Llama 3.1 70B matchups →

Ideogram 4.0 (Quality) vs Ideogram 4.0 Open Weights (next ideogram)Llama 3.1 70B vs Llama 3.1 405B (previous llama)Llama 3.1 70B vs Llama 3.3 70B (next llama)Llama 4 Maverick vs Llama 3.1 70B Llama 4 Scout vs Llama 3.1 70B Claude Opus 4.5 vs Llama 3.1 70B

Side-by-Side Benchmark Matrix

Image Elo

Ideogram 4.0 (Quality)1,216

seed-bootstrap · Aug 1, 2026

Llama 3.1 70B—

Generation time

Ideogram 4.0 (Quality)5s

seed-bootstrap · Aug 1, 2026

Llama 3.1 70B—

Price per 1k images

Ideogram 4.0 (Quality)$100/1k

seed-bootstrap · Aug 1, 2026

Llama 3.1 70B—

Prompt adherence

Ideogram 4.0 (Quality)91.5%

seed-bootstrap · Aug 1, 2026

Llama 3.1 70B—

Text rendering

Ideogram 4.0 (Quality)96.5%

seed-bootstrap · Aug 1, 2026

Llama 3.1 70B—

Benchmark

Ideogram 4.0 (Quality)

Llama 3.1 70B

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 Llama 3.1 70B?

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 Llama 3.1 70B?

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 Llama 3.1 70B?

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?

Llama 3.1 70B is marked open-weights in our catalog. The other side is a closed API. Check the provider license before you ship weights.

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 Llama 3.1 70B Elo cells are dated snapshots from the named source — we do not compute Arena ourselves.