DeepSeek R1 vs OpenAI GPT-4o
DeepSeek R1 (671B Reasoning) Saves 79%
Synced 2026-10-30
DeepSeek R1 (671B Reasoning) vs GPT-4o API Cost Calculator
Side-by-side FinOps unit economics audit comparing DeepSeek R1 (671B Reasoning) (DeepInfra) against GPT-4o (OpenAI). Switching or hybrid-routing 80% of traffic to DeepSeek R1 (671B Reasoning) cuts blended token spend by 79% and saves $47,808/mo ($573,696/yr) at 10,000 DAU.
Cost Efficiency Winner
DeepSeek R1 (671B Reasoning)
$0.912/1M blended tokens (79% lower than GPT-4o at $4.38/1M)
10,000 DAU Monthly Delta
$47,808/mo
Saves $573,696/year on 12.6B input + 2.88B output tokens/mo
Throughput & Latency Winner
GPT-4o
1. Side-by-Side Token Pricing, Context Window & Speed Matrix
Exact API pricing per 1 Million tokens (Input, Output, and Prompt Cache Read), maximum context window, and real-world streaming throughput.
| FinOps Metric | DeepSeek R1 (671B Reasoning) (DeepInfra) | GPT-4o (OpenAI) | Arbitrage Advantage |
|---|---|---|---|
| Input Price (per 1M tokens) | $0.50 / 1M | $2.50 / 1M | DeepSeek R1 (671B Reasoning) (5.0x cheaper) |
| Output Price (per 1M tokens) | $2.15 / 1M | $10.00 / 1M | DeepSeek R1 (671B Reasoning) (4.7x cheaper) |
| Cached Input Read (per 1M) | $0.14 / 1M | $1.25 / 1M | Prompt Cache Hit Discount Ready |
| Blended 3:1 RAG Rate (per 1M) | $0.912 / 1M | $4.38 / 1M | 79% savings with DeepSeek R1 (671B Reasoning) |
| Context Window / Max Output | 164K (163,840) / 33K out | 128K (128,000) / 16K out | DeepSeek R1 (671B Reasoning) larger context |
| Streaming Speed & TTFT | 76 tok/s (490ms TTFT) | 98 tok/s (320ms TTFT) | GPT-4o faster generation |
| Capabilities (Tools / Vision / Cache) | Tools: No · Vision: No · Cache: Yes | Tools: Yes · Vision: Yes · Cache: Yes | JSON Mode: Both Supported |
2. Monthly SaaS Cloud Bill Simulation (1,000 DAU / 10,000 DAU / 50,000 DAU)
Simulated monthly API spend for a production AI SaaS application (12 requests per active user/day, 3,500 input tokens + 800 output tokens per turn, 30 days/month).
| SaaS Scale Tier | Monthly Token Volume | DeepSeek R1 (671B Reasoning) Monthly Bill | GPT-4o Monthly Bill | Monthly Savings (DeepSeek R1 (671B Reasoning)) |
|---|---|---|---|---|
| 1,000 DAU (Seed / MVP) | 1.26B in / 288M out | $1,249/mo | $6,030/mo | Save $4,781/mo |
| 10,000 DAU (Growth SaaS) | 12.6B in / 2.88B out | $12,492/mo | $60,300/mo | Save $47,808/mo ($573,696/yr) |
| 50,000 DAU (Enterprise Scale) | 63.0B in / 14.4B out | $62,460/mo | $301,500/mo | Save $239,040/mo |
3. Prompt Caching Savings Math (At 10,000 DAU Workload)
Long system prompts, RAG document context, and multi-turn agent histories qualify for automatic or explicit prompt caching. Here is how cache hit rates change your monthly cloud bill:
| Prompt Cache Hit Rate | DeepSeek R1 (671B Reasoning) (Read @ $0.14/1M) | GPT-4o (Read @ $1.25/1M) | Combined Hybrid Router + 75% Cache |
|---|---|---|---|
| 0% Cache Hit (Cold Prompts) | $12,492/mo | $60,300/mo | $50,738/mo |
| 50% Cache Hit (Standard Chat) | $10,224/mo | $52,425/mo | $18,664/mo |
| 75% Cache Hit (Production Agent/RAG) | $9,090/mo | $48,488/mo | $16,970/mo |
| 90% Cache Hit (Heavy Document Context) | $8,410/mo | $46,125/mo | $15,953/mo |
4. Multi-Provider Host Arbitrage & Latency Disparity Table (Cost vs. <400ms TTFT SLA)
Don't overpay default gateway markups or suffer peak-hour latency spikes. Compare verified inference hosts for both DeepSeek R1 (671B Reasoning) and GPT-4o anchored by Cost-per-1M Tokens vs. Time-to-First-Token (TTFT < 400ms SLA):
| Model | Inference Host / Gateway | Input / 1M | Output / 1M | Cache Read / 1M | TTFT Latency & SLA | Throughput | Deploy / Credits Link |
|---|---|---|---|---|---|---|---|
| DeepSeek R1 (671B Reasoning) | DigitalOcean GPU Droplets ($200 Free Credit) #1 Smart Router Pick | $0.50 | $2.15 | $0.14 | 286ms <400ms SLA ✓ | 98 tok/s | Deploy ($200 Free 60-Day Cloud Credit) → |
| DeepSeek R1 (671B Reasoning) | Vultr Cloud GPU ($300 Free Credit) | $0.50 | $2.15 | $0.14 | 292ms <400ms SLA ✓ | 96 tok/s | Deploy ($300 Free GPU Cloud Credit) → |
| DeepSeek R1 (671B Reasoning) | RunPod Serverless vLLM ($5–$500 Bonus) | $0.50 | $2.15 | $0.14 | 308ms <400ms SLA ✓ | 91 tok/s | Deploy ($5–$500 Free Bonus Credit) → |
| DeepSeek R1 (671B Reasoning) | DeepInfra (Serverless) | $0.50 | $2.15 | $0.14 | 368ms <400ms SLA ✓ | 76 tok/s | Deploy (Get $50 Free API Credits) → |
| DeepSeek R1 (671B Reasoning) | Fireworks AI (Fast R1) | $0.55 | $2.19 | $0.28 | 219ms <400ms SLA ✓ | 128 tok/s | Deploy ($50 Free FireAttention Credits) → |
| DeepSeek R1 (671B Reasoning) | Together AI | $0.55 | $2.19 | $0.28 | 318ms <400ms SLA ✓ | 88 tok/s | Deploy ($25 Free Inference Credits) → |
| DeepSeek R1 (671B Reasoning) | DeepSeek Official (75% Off-Peak) | $0.55 | $2.19 | $0.14 | 538ms Batch/Async | 52 tok/s | Deploy (US-Hosted Zero-Logging via DeepInfra) → |
| GPT-4o | OpenAI Direct | $2.50 | $10.00 | $1.25 | 286ms <400ms SLA ✓ | 98 tok/s | Deploy (Route with 0% Markup Fallback) → |
| GPT-4o | OpenRouter | $2.50 | $10.00 | $1.25 | 295ms <400ms SLA ✓ | 95 tok/s | Deploy (Unified API for 470+ Models) → |
⚡ Smart Router Disparity Anchor: Routing 80% of turns to DigitalOcean GPU Droplets ($200 Free Credit) saves 79% while keeping Time-to-First-Token under the 400ms real-time UX threshold.
5. Frequently Asked Questions (DeepSeek R1 (671B Reasoning) vs GPT-4o)
Is DeepSeek R1 (671B Reasoning) or GPT-4o cheaper per 1M tokens in production?
DeepSeek R1 (671B Reasoning) is 79% cheaper on a blended 3:1 input-to-output production workload ($0.912/1M blended vs $4.38/1M for GPT-4o). DeepSeek R1 (671B Reasoning) charges $0.50/1M input and $2.15/1M output, while GPT-4o charges $2.50/1M input and $10.00/1M output.
How much does DeepSeek R1 (671B Reasoning) vs GPT-4o cost at 10,000 Daily Active Users (DAU)?
At 10,000 DAU (360,000 requests/day at 3,500 input + 800 output tokens), DeepSeek R1 (671B Reasoning) costs $12,492/month uncached ($9,090/mo with 75% prompt cache hits), whereas GPT-4o costs $60,300/month uncached ($48,488/mo with 75% prompt cache hits). Routing to DeepSeek R1 (671B Reasoning) saves $47,808/month ($573,696/year).
How much does Prompt Caching save on DeepSeek R1 (671B Reasoning) vs GPT-4o?
DeepSeek R1 (671B Reasoning) offers cached input reads at $0.14/1M tokens, while GPT-4o offers cached reads at $1.25/1M tokens. At a 75% system-prompt/RAG cache hit rate, DeepSeek R1 (671B Reasoning) monthly spend drops from $12,492 to $9,090, and GPT-4o drops from $60,300 to $48,488.
Which model has faster token generation speed and larger context: DeepSeek R1 (671B Reasoning) or GPT-4o?
GPT-4o delivers higher throughput at 98 tokens/sec (TTFT 320ms) compared to 76 tokens/sec. For context window, DeepSeek R1 (671B Reasoning) supports 164K tokens (163,840) while GPT-4o supports 128K tokens (128,000).
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DeepSeek R1 (671B Reasoning) Pricing Calculator
Full host arbitrage & DAU cost breakdown →
GPT-4o Pricing Calculator
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