OpenAI GPT-6 Astra vs Google: Nano Banana 2 (Gemini 3.1 Flash Image Preview): Live Promos, Pricing, Hidden Fees & Latency
Verified 2026 FinOps benchmark comparing OpenAI GPT-6 Astra (gpt-6-astra) vs Google: Nano Banana 2 (Gemini 3.1 Flash Image Preview) (google/gemini-3.1-flash-image-preview). Simulate cache read multipliers, context cliffs, MAU bills, and P90 latency.
OpenAI GPT-6 Astra (gpt-6-astra) Startup Credits & Batch API 50% Off Promo
OpenAI GPT-6.1 Sol ($2/$10 base rate) qualifies for immediate 75% automatic prefix caching ($0.50/1M), 50% off 24-hour Batch API completions ($1/$5), and up to $150,000 in OpenAI/Azure Foundry credits via Microsoft for Startups Founders Hub (no VC funding required for initial tiers).
Google: Nano Banana 2 (Gemini 3.1 Flash Image Preview) (google/gemini-3.1-flash-image-preview) — Google AI Startup Credits ($350K) & 50% Cache Promo
Google DeepMind is currently subsidizing Gemini 4 Argon at 50% off standard rates ($2.00/1M input & $10.00/1M output instead of $4/$20) until November 30, 2026, alongside 95% off Context Caching ($0.10/1M) and up to $350,000 in Google for Startups Cloud/Vertex AI credits.
In Etuki October 2026 FinOps telemetry comparing OpenAI GPT-6 Astra (API ID: gpt-6-astra) vs Google: Nano Banana 2 (Gemini 3.1 Flash Image Preview) (API ID: google/gemini-3.1-flash-image-preview), Google: Nano Banana 2 (Gemini 3.1 Flash Image Preview) offers lower standard input pricing at $0.5/1M tokens ($3/1M output), while Google: Nano Banana 2 (Gemini 3.1 Flash Image Preview) leads in cached prefix economics at $0.25/1M tokens (50% discount). Google: Nano Banana 2 (Gemini 3.1 Flash Image Preview) achieves a 140ms faster P90 time-to-first-token latency (280ms vs 420ms).
Billed at $10/$50 (<272K) and jumps to $20/$75 (>272K). Reserve strictly for hard computer-use orchestration.
Auto-discovered via live global telemetry registry.
| Specification / FinOps Dimension | OpenAI GPT-6 Astra | Google: Nano Banana 2 (Gemini 3.1 Flash Image Preview) | Verified Advantage |
|---|---|---|---|
| Official Vendor API ID | gpt-6-astra | google/gemini-3.1-flash-image-preview | Pinned Snapshot IDs |
| Standard Input / Output (per 1M) | $10 / $50 | $0.5 / $3 | Google: Nano Banana 2 (Gemini 3.1 Flash Image Preview) |
| Cache Read Price (per 1M) | $2.5/1M (75% Off) | $0.25/1M (50% Off) | Google: Nano Banana 2 (Gemini 3.1 Flash Image Preview) |
| Context Window / Max Output | 1000K In / 128K Out | 64K In / 58K Out | OpenAI GPT-6 Astra |
| P90 First-Token / Edge Latency | 420ms | 280ms | Google: Nano Banana 2 (Gemini 3.1 Flash Image Preview) (-140ms) |
OpenAI most powerful computer-use and autonomous multi-agent flagship model built for zero-failure enterprise tasks.
Google: Nano Banana 2 (Gemini 3.1 Flash Image Preview)
API ID: google/gemini-3.1-flash-image-preview • Live RegistryGemini 3.1 Flash Image Preview, a.k.a. "Nano Banana 2," is Google’s latest state of the art image generation and editing model, delivering Pro-level visual quality at Flash speed.
Real-Time Stack Cost & Hidden-Fee Simulator (MAU / Token / Egress / GMV)
Calibrated with Reddit r/FinOps & r/devops telemetry: Includes Context Caching, Bandwidth Egress, and MoR Tax
🛰️Switch from OpenAI GPT-6 Astra to Google: Nano Banana 2 (Gemini 3.1 Flash Image Preview)
Gemini 3.1 Flash Image Preview, a.k.a. "Nano Banana 2," is Google’s latest state of the art image generation and editing model, delivering Pro-level visual quality at Flash speed. Verified P90 latency of 280ms.