DeepSeek Deepseek R1 Zero vs Arcee AI Coder Large: Live Promos, Pricing, Hidden Fees & Latency
Verified 2026 FinOps benchmark comparing DeepSeek Deepseek R1 Zero (deepseek/deepseek-r1-zero) vs Arcee AI Coder Large (arcee-ai/coder-large). Simulate cache read multipliers, context cliffs, MAU bills, and P90 latency.
DeepSeek Deepseek R1 Zero (deepseek/deepseek-r1-zero) — Automatic Disk KV Cache (0.05/1M) & Off-Peak Promo
DeepSeek-V4 Pro (1.6T MoE) automatically caches repeated 64-token prompt prefixes on NVMe storage at $0.022/1M off-peak input tokens (vs $0.66 off-peak base) with zero code changes required, plus off-peak UTC scheduling discounts.
Arcee AI Coder Large (arcee-ai/coder-large) 2026 Q4 Developer Promotion & Volume Credits
Official 2026 Q4 promotion for Arcee AI Coder Large: Activate ephemeral prefix caching to slash input costs by 90% (down to 0.025/1M) or route via asynchronous Batch API for 50% off standard token rates.
In Etuki October 2026 FinOps telemetry comparing DeepSeek Deepseek R1 Zero (API ID: deepseek/deepseek-r1-zero) vs Arcee AI Coder Large (API ID: arcee-ai/coder-large), Arcee AI Coder Large offers lower standard input pricing at $0.25/1M tokens ($0.75/1M output), while Arcee AI Coder Large leads in cached prefix economics at $0.025/1M tokens (90% discount). DeepSeek Deepseek R1 Zero achieves a 0ms faster P90 time-to-first-token latency (195ms vs 195ms).
Gateway-synced rate ($0.5/$2 per 1M, flat 128K window). Verify upstream provider cache TTL and regional routing before high-volume batch runs.
Gateway-synced rate ($0.25/$0.75 per 1M, flat 128K window). Verify upstream provider cache TTL and regional routing before high-volume batch runs.
| Specification / FinOps Dimension | DeepSeek Deepseek R1 Zero | Arcee AI Coder Large | Verified Advantage |
|---|---|---|---|
| Official Vendor API ID | deepseek/deepseek-r1-zero | arcee-ai/coder-large | Pinned Snapshot IDs |
| Standard Input / Output (per 1M) | $0.5 / $2 | $0.25 / $0.75 | Arcee AI Coder Large |
| Cache Read Price (per 1M) | $0.05/1M (90% Off) | $0.025/1M (90% Off) | Arcee AI Coder Large |
| Context Window / Max Output | 128K In / 64K Out | 128K In / 64K Out | DeepSeek Deepseek R1 Zero |
| P90 First-Token / Edge Latency | 195ms | 195ms | DeepSeek Deepseek R1 Zero (-0ms) |
DeepSeek Deepseek R1 Zero (deepseek/deepseek-r1-zero): OpenRouter gateway-synced model at $0.5/1M input, $2/1M output, $0.05/1M cached input (128K context window).
Arcee AI Coder Large (arcee-ai/coder-large): OpenRouter gateway-synced model at $0.25/1M input, $0.75/1M output, $0.025/1M cached input (128K context window).
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 DeepSeek Deepseek R1 Zero to Arcee AI Coder Large
Arcee AI Coder Large (arcee-ai/coder-large): OpenRouter gateway-synced model at $0.25/1M input, $0.75/1M output, $0.025/1M cached input (128K context window). Verified P90 latency of 195ms.