ByteDance Seed: Seed-2.0-Code vs NVIDIA: Nemotron 3 Ultra: Live Promos, Pricing, Hidden Fees & Latency
Verified 2026 FinOps benchmark comparing ByteDance Seed: Seed-2.0-Code (bytedance-seed/seed-2.0-code) vs NVIDIA: Nemotron 3 Ultra (nvidia/nemotron-3-ultra-550b-a55b). Simulate cache read multipliers, context cliffs, MAU bills, and P90 latency.
ByteDance Seed: Seed-2.0-Code (bytedance-seed/seed-2.0-code) 2026 Q4 Developer Promotion & Volume Credits
Official 2026 Q4 promotion for ByteDance Seed: Seed-2.0-Code: Activate ephemeral prefix caching to slash input costs by 50% (down to $0.25/1M) or route via asynchronous Batch API for 50% off standard token rates.
NVIDIA: Nemotron 3 Ultra (nvidia/nemotron-3-ultra-550b-a55b) 2026 Q4 Developer Promotion & Volume Credits
Official 2026 Q4 promotion for NVIDIA: Nemotron 3 Ultra: Activate ephemeral prefix caching to slash input costs by 50% (down to $0.3/1M) or route via asynchronous Batch API for 50% off standard token rates.
In Etuki October 2026 FinOps telemetry comparing ByteDance Seed: Seed-2.0-Code (API ID: bytedance-seed/seed-2.0-code) vs NVIDIA: Nemotron 3 Ultra (API ID: nvidia/nemotron-3-ultra-550b-a55b), ByteDance Seed: Seed-2.0-Code offers lower standard input pricing at $0.5/1M tokens ($3/1M output), while ByteDance Seed: Seed-2.0-Code leads in cached prefix economics at $0.25/1M tokens (50% discount). ByteDance Seed: Seed-2.0-Code achieves a 0ms faster P90 time-to-first-token latency (280ms vs 280ms).
Auto-discovered via live global telemetry registry.
Auto-discovered via live global telemetry registry.
| Specification / FinOps Dimension | ByteDance Seed: Seed-2.0-Code | NVIDIA: Nemotron 3 Ultra | Verified Advantage |
|---|---|---|---|
| Official Vendor API ID | bytedance-seed/seed-2.0-code | nvidia/nemotron-3-ultra-550b-a55b | Pinned Snapshot IDs |
| Standard Input / Output (per 1M) | $0.5 / $3 | $0.6 / $2.4 | ByteDance Seed: Seed-2.0-Code |
| Cache Read Price (per 1M) | $0.25/1M (50% Off) | $0.3/1M (50% Off) | ByteDance Seed: Seed-2.0-Code |
| Context Window / Max Output | 256K In / 128K Out | 256K In / 178K Out | NVIDIA: Nemotron 3 Ultra |
| P90 First-Token / Edge Latency | 280ms | 280ms | ByteDance Seed: Seed-2.0-Code (-0ms) |
Seed 2.0 Code is a model from ByteDance Seed optimized for agentic coding. It is suited for frontend development, multilingual programming tasks, and coding-agent workflows in tool
NVIDIA Nemotron 3 Ultra is an open frontier-reasoning and orchestration model from NVIDIA, with 55B active parameters out of 550B total (MoE). Built on a hybrid Transformer-Mamba m
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 ByteDance Seed: Seed-2.0-Code to NVIDIA: Nemotron 3 Ultra
NVIDIA Nemotron 3 Ultra is an open frontier-reasoning and orchestration model from NVIDIA, with 55B active parameters out of 550B total (MoE). Built on a hybrid Transformer-Mamba m Verified P90 latency of 280ms.