Skip to content

Ideogram 2.0 vs Nano Banana 2 (Gemini 3.1 Flash Image Preview)

Signal-by-Signal Comparison
SignalIdeogram 2.0DeltaNano Banana 2 (Gemini 3.1 Flash Image Preview)
Capabilities
14
-71
86
Pricing
5
-92
97
Context window size
0
-86
86
Recency
0
-100
100
Output Capacity
20
-74
94
Overall Result
0 wins
of 5
5 wins
Nano Banana 2 (Gemini 3.1 Flash Image Preview) wins 5 of 5 signals

Score History

Score History (25 data points)
Ideogram 2.0Nano Banana 2 (Gemini 3.1 Flash Image Preview)
Ideogram 2.0

8

current score

Leader

Nano Banana 2 (Gemini 3.1 Flash Image Preview)

right now

Nano Banana 2 (Gemini 3.1 Flash Image Preview)

40

current score

LMMarketCap.com
Interactive Price Comparison
100Kcalls/month
1,000tokens (~1,333 chars)
500tokens (~667 chars)

Ideogram 2.0

Ideogram

Best Value
Per request$0.000000
Daily$0.00
Monthly$0.00
Annual$0.00

Nano Banana 2 (Gemini 3.1 Flash Image Preview)

Google

Per request$0.002000
Daily$6.67
Monthly$200.00
Annual$2400.00

Ideogram 2.0 saves you $200.00/month

That's $2400.00/year compared to Nano Banana 2 (Gemini 3.1 Flash Image Preview) at your current usage level of 100K calls/month.

100% cheaper
Choose Ideogram 2.0 for cost optimization

Ideogram 2.0 pricing:
Input:$0.00/M tokens
Output:$0.00/M tokens
Nano Banana 2 (Gemini 3.1 Flash Image Preview) pricing:
Input:$0.50/M tokens
Output:$3.00/M tokens
Ideogram 2.0

Ideogram

8

Composite Score

Signal-by-Signal Comparison
MetricIdeogram 2.0Nano Banana 2 (Gemini 3.1 Flash Image Preview)Winner
Overall Score
8
40
Nano Banana 2 (Gemini 3.1 Flash Image Preview)
Rank#14#7
Nano Banana 2 (Gemini 3.1 Flash Image Preview)
Quality Rank#14#7
Nano Banana 2 (Gemini 3.1 Flash Image Preview)
Adoption Rank#14#7
Nano Banana 2 (Gemini 3.1 Flash Image Preview)
Parameters------
Context Window--66K--
PricingFree$0.50/$3.00/M--
Signal Scores
Capabilities
14
86
Nano Banana 2 (Gemini 3.1 Flash Image Preview)
Pricing
5
97
Nano Banana 2 (Gemini 3.1 Flash Image Preview)
Context window size
0
86
Nano Banana 2 (Gemini 3.1 Flash Image Preview)
Recency
0
100
Nano Banana 2 (Gemini 3.1 Flash Image Preview)
Output Capacity
20
94
Nano Banana 2 (Gemini 3.1 Flash Image Preview)
Benchmark Interpretation

Our score (0-100) is driven by benchmark performance (90%) from Arena Elo ratings, MMLU, GPQA, HumanEval, SWE-bench, and 15+ standardized evaluations. Capabilities and context window serve as tiebreakers (10%). Learn more about our methodology.

Ideogram 2.0Limited

Scores 8/100 (rank #14), placing it in the top 96% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100
Nano Banana 2 (Gemini 3.1 Flash Image Preview)Entry Level

Scores 40/100 (rank #7), placing it in the top 98% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100

Nano Banana 2 (Gemini 3.1 Flash Image Preview) has a 32-point advantage, which typically translates to noticeably stronger performance on complex reasoning, code generation, and multi-step tasks.

When to Use Each Model

Choose Ideogram 2.0 when you need:

  • High-volume production workloads where API costs must be minimized

Choose Nano Banana 2 (Gemini 3.1 Flash Image Preview) when you need:

  • Processing long documents or large codebases (66K token context)
  • Multimodal workflows that require image understanding
  • Step-by-step reasoning and chain-of-thought problem solving
Cost-Performance Analysis
Ideogram 2.0
Input cost$0.00/M tokens
Output cost$0.00/M tokens
Cost per quality point$0.000
Est. monthly (1M tokens/day)$0.00
Nano Banana 2 (Gemini 3.1 Flash Image Preview)
Input cost$0.50/M tokens
Output cost$3.00/M tokens
Cost per quality point$0.087
Est. monthly (1M tokens/day)$52.50

Compare the cost per quality point to find the best value for your specific workload.

Latency & Speed
Ideogram 2.0Faster
Speed score0/100
Nano Banana 2 (Gemini 3.1 Flash Image Preview)
Speed score0/100

Both models have comparable response speeds. For most applications, the latency difference is negligible.

When latency matters most: Interactive chatbots, IDE code completion, real-time translation, and user-facing applications where response time directly impacts experience. For batch processing, background summarization, or offline analysis, latency is less critical.

Example Use Cases

Code generation & review

Based on overall model capabilities and architecture for coding tasks like generating functions, debugging, and refactoring

Ideogram 2.0

Customer support chatbot

Suitable for user-facing chat with competitive response times. Ideogram 2.0 also offers lower per-token costs for high-volume support

Ideogram 2.0

Long document analysis

Larger context window (66K tokens) can process longer documents, contracts, and research papers in a single pass

Nano Banana 2 (Gemini 3.1 Flash Image Preview)

Batch data extraction

Lower output pricing ($0.00/M) reduces costs when processing thousands of records daily

Ideogram 2.0

Creative writing & content

Higher overall composite score (40/100) correlates with better nuance, coherence, and style in long-form content

Nano Banana 2 (Gemini 3.1 Flash Image Preview)

Image understanding & OCR

Supports vision input - can analyze screenshots, diagrams, photos, and scanned documents directly

Nano Banana 2 (Gemini 3.1 Flash Image Preview)
Which Should You Choose?
Our recommendation:
Nano Banana 2 (Gemini 3.1 Flash Image Preview)

Nano Banana 2 (Gemini 3.1 Flash Image Preview) clearly outperforms Ideogram 2.0 with a significant 32-point lead. For most general use cases, Nano Banana 2 (Gemini 3.1 Flash Image Preview) is the stronger choice. However, Ideogram 2.0 may still excel in niche scenarios.

by Ideogram

  • Choose for Quality - Marginally better benchmark scores; both are excellent
  • Choose for Cost - 100% lower pricing; better value at scale
  • Choose for Reliability - Higher uptime and faster response speeds
  • Choose for Prototyping - Stronger community support and better developer experience
  • Choose for Production - Wider enterprise adoption and proven at scale

by Google

Consider for specialized use cases.

Capability Comparison
CapabilityIdeogram 2.0Nano Banana 2 (Gemini 3.1 Flash Image Preview)
Vision (Image Input)differs
Function Calling
Streamingdiffers
JSON Modediffers
Reasoningdiffers
Web Searchdiffers
Image Output
Monthly Cost Calculator
1,000tokens (600 in / 400 out)
100requests/day (3,000/month)

Ideogram 2.0

Ideogram

Best Value
$0.000000
estimated monthly cost

Nano Banana 2 (Gemini 3.1 Flash Image Preview)

Google

$4.50
estimated monthly cost

Ideogram 2.0 saves you $4.50/month

That's 100% cheaper than Nano Banana 2 (Gemini 3.1 Flash Image Preview) at 1,000 tokens/request and 100 requests/day.

Assumes 60% input / 40% output token ratio per request. Actual costs may vary based on your usage pattern.

Parameters & Context
ParameterIdeogram 2.0Nano Banana 2 (Gemini 3.1 Flash Image Preview)
Context Window--66K
Max Output Tokens--65,536
Open SourceNoNo
CreatedAug 1, 2024Feb 26, 2026
Frequently Asked Questions

The 26,666.7x price premium for Ideogram 2.0 appears unjustifiable given its last-place ranking (#14 of 14) and minimal 6/100 score. Ideogram 2.0's single-purpose text-to-image generation lacks the multimodal capabilities that make Nano Banana 2 valuable - no vision processing, no JSON mode, and zero context window for iterative refinement.

There's virtually no technical justification - Nano Banana 2's multimodal architecture supports image understanding alongside generation, enabling workflows like style transfer and image editing that Ideogram 2.0 cannot touch. The 0-token context window on Ideogram 2.0 means zero ability to maintain conversation state or refine outputs based on feedback, while Nano Banana 2's 66K tokens enable complex multi-turn image manipulation sessions.

Ideogram 2.0's architecture is fundamentally limited to unidirectional text-to-image generation with no reasoning capabilities, explaining its 6/100 score versus Nano Banana 2's 62/100. The lack of streaming support means users wait for full image generation without progressive rendering, and the absence of JSON mode prevents structured output for programmatic workflows that modern AI applications require.

At 10,000 daily requests (300K monthly), Ideogram 2.0 would cost $24,000 per month versus just $0.90 for Nano Banana 2 - a difference that could fund an entire engineering team. Even accounting for Nano Banana 2's $0.50 per million input tokens, the total cost remains under $1 monthly for most workloads, making Ideogram 2.0's pricing model economically catastrophic for any scale operation.

Migration is straightforward since Nano Banana 2's text+image->text+image modality is a superset of Ideogram 2.0's text->image functionality, requiring only API endpoint changes. The addition of vision capabilities means existing text prompts work unchanged while gaining the ability to use reference images, and the 66K context window enables prompt refinement workflows impossible with Ideogram 2.0's stateless generation.

Last updated: 39m ago

Related comparisons

Ideogram 2.0 vs Nano Banana 2 (Gemini 3.1 Flash Image Preview) (2026) | LM Market Cap