Image Generation Models Reference
Technical reference of foundation image generation architectures evaluated by AdVariq
Overview
AdVariq specializes in automating high-converting static product ads and lifestyle scenes for commercial brands. In our multi-stage image generation pipelines, we continuously evaluate and adapt leading foundation architectures for product silhouette fidelity, lighting harmonization, and marketing layouts.
This page preserves architectural specifications and performance references gathered throughout our engineering evolution. Please note: This page serves purely as a technical reference and does not represent current AdVariq runtime routing commitments or per-model billing meters. Refer to the Pricing page and Studio workspace for active specifications.
Reference Architectures
Nano Banana 2 (Gemini Flash Image)
- Foundation: Google (Gemini Flash Image Architecture)
- Strengths: Rapid inference latency, reasoning-guided prompt optimization, balanced rendering of speed versus textural detail.
- Supported Resolutions: 1K, 2K, 4K
- Common Aspect Ratios: 1:1, 2:3, 3:2, 3:4, 4:3, 9:16, 16:9
- Typical Latency: ~15-30 seconds
Nano Banana Pro (Gemini Pro Image)
- Foundation: Google (Gemini Pro Image Architecture)
- Strengths: High-fidelity synthesis, nuanced ambient lighting, fine materials rendering, and rich contextual backdrops.
- Supported Resolutions: 1K, 2K, 4K
- Common Aspect Ratios: 1:1, 2:3, 3:2, 3:4, 4:3, 9:16, 16:9
- Typical Latency: ~30-45 seconds
GPT Image 2
- Foundation: OpenAI (GPT Image)
- Strengths: Deep semantic comprehension, multi-tier quality controls (Standard / High), reliable text rendering and typography reproduction.
- Supported Resolutions: 1K, 2K, 4K
- Common Aspect Ratios: 1:1, 2:3, 3:2, 3:4, 4:3, 9:16, 16:9
- Typical Latency: ~35-50 seconds
Architectural Reference Matrix
The following matrix summarizes comparative capabilities across evaluated model families:
| Architecture | Base Resolution | Aspect Ratios | Recommended Application |
|---|---|---|---|
| Nano Banana 2 | From 1024×1024 | 1:1, 9:16, 16:9 | Rapid draft exploration, high-throughput concepting |
| Nano Banana Pro | From 2048×2048 | Multi-ratio | High-resolution storefront heroes, lifestyle ad scenes |
| GPT Image 2 | From 1024×1024 | Multi-ratio | Strict prompt adherence, packaging typography |
To explore current commercial workflows supported in the studio, review our Pricing Plans.