DeepSeek Prover V2 7B vs OpenAI GPT-5.4 nano: Live Promos, Pricing, Hidden Fees & Latency
DeepSeek Prover V2 7B (deepseek/deepseek-prover-v2.7b) — Automatic Disk KV Cache (0.014/1M) & 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.
OpenAI GPT-5.4 nano (gpt-5.4-nano) Startup Credits & Batch API 50% Off Promo
OpenAI GPT-6.1 Sol ($2/$10 base rate) qualifies for immediate 95% automatic prefix caching ($0.10/1M), 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).
In Etuki October 2026 FinOps telemetry comparing DeepSeek Prover V2 7B (API ID: deepseek/deepseek-prover-v2.7b) vs OpenAI GPT-5.4 nano (API ID: gpt-5.4-nano), DeepSeek Prover V2 7B offers lower standard input pricing at $0.14/1M tokens ($0.28/1M output), while DeepSeek Prover V2 7B leads in cached prefix economics at $0.014/1M tokens (95% discount). OpenAI GPT-5.4 nano achieves a 35ms faster P90 time-to-first-token latency (110ms vs 145ms).
Automatic disk-KV caching cuts repeated prompt input costs by 90% ($0.014/1M) with zero manual configuration. Search/Fetch API billed separately at $0.75/1K calls.
Enable Prompt Context Caching & Batch API to reduce repeated system prompt input token burn by 50%-97.5%.
| Specification / FinOps Dimension | DeepSeek Prover V2 7B | OpenAI GPT-5.4 nano | Verified Advantage |
|---|---|---|---|
| Official Vendor API ID | deepseek/deepseek-prover-v2.7b | gpt-5.4-nano | Pinned Snapshot IDs |
| Standard Input / Output (per 1M) | $0.14 / $0.28 | $0.2 / $1.25 | DeepSeek Prover V2 7B |
| Cache Read Price (per 1M) | $0.014/1M (95% Off) | $0.02/1M (90% Off) | DeepSeek Prover V2 7B |
| Context Window / Max Output | 1050K In / 128K Out | 128K In / 128K Out | DeepSeek Prover V2 7B |
| P90 First-Token / Edge Latency | 145ms | 110ms | OpenAI GPT-5.4 nano (-35ms) |
DeepSeek Prover V2 7B (Oct 17, 2026 Pareto Update) delivers 77.0% on DeepSWE v1.1, 60.5% on Automation-Bench, native Search/Fetch API ($0.75/1K calls), and 90% auto disk-KV cache savings.
OpenAI GPT-5.4 nano high-throughput classification & routing model ($0.20/$1.25 per 1M, Official Cache Read $0.02/1M [90% Off], 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 Prover V2 7B to OpenAI GPT-5.4 nano
OpenAI GPT-5.4 nano high-throughput classification & routing model ($0.20/$1.25 per 1M, Official Cache Read $0.02/1M [90% Off], 128K context window). Verified P90 latency of 110ms.