Distilled Qwen 32B vs Full 671B DeepSeek R1
DeepSeek R1 Distill Qwen 32B Saves 85%
Synced 2026-10-30
DeepSeek R1 Distill Qwen 32B vs DeepSeek R1 (671B Reasoning) API Cost Calculator
Side-by-side FinOps unit economics audit comparing DeepSeek R1 Distill Qwen 32B (DeepInfra) against DeepSeek R1 (671B Reasoning) (DeepInfra). Switching or hybrid-routing 80% of traffic to DeepSeek R1 Distill Qwen 32B cuts blended token spend by 85% and saves $10,462/mo ($125,539/yr) at 10,000 DAU.
Cost Efficiency Winner
DeepSeek R1 Distill Qwen 32B
$0.135/1M blended tokens (85% lower than DeepSeek R1 (671B Reasoning) at $0.912/1M)
10,000 DAU Monthly Delta
$10,462/mo
Saves $125,539/year on 12.6B input + 2.88B output tokens/mo
Throughput & Latency Winner
DeepSeek R1 Distill Qwen 32B
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 Distill Qwen 32B (DeepInfra) | DeepSeek R1 (671B Reasoning) (DeepInfra) | Arbitrage Advantage |
|---|---|---|---|
| Input Price (per 1M tokens) | $0.12 / 1M | $0.50 / 1M | DeepSeek R1 Distill Qwen 32B (4.2x cheaper) |
| Output Price (per 1M tokens) | $0.18 / 1M | $2.15 / 1M | DeepSeek R1 Distill Qwen 32B (11.9x cheaper) |
| Cached Input Read (per 1M) | $0.06 / 1M | $0.14 / 1M | Prompt Cache Hit Discount Ready |
| Blended 3:1 RAG Rate (per 1M) | $0.135 / 1M | $0.912 / 1M | 85% savings with DeepSeek R1 Distill Qwen 32B |
| Context Window / Max Output | 131K (131,072) / 16K out | 164K (163,840) / 33K out | DeepSeek R1 (671B Reasoning) larger context |
| Streaming Speed & TTFT | 140 tok/s (210ms TTFT) | 76 tok/s (490ms TTFT) | DeepSeek R1 Distill Qwen 32B faster generation |
| Capabilities (Tools / Vision / Cache) | Tools: Yes · Vision: No · Cache: No | Tools: No · Vision: No · 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 Distill Qwen 32B Monthly Bill | DeepSeek R1 (671B Reasoning) Monthly Bill | Monthly Savings (DeepSeek R1 Distill Qwen 32B) |
|---|---|---|---|---|
| 1,000 DAU (Seed / MVP) | 1.26B in / 288M out | $203.04/mo | $1,249/mo | Save $1,046/mo |
| 10,000 DAU (Growth SaaS) | 12.6B in / 2.88B out | $2,030/mo | $12,492/mo | Save $10,462/mo ($125,539/yr) |
| 50,000 DAU (Enterprise Scale) | 63.0B in / 14.4B out | $10,152/mo | $62,460/mo | Save $52,308/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 Distill Qwen 32B (Read @ $0.06/1M) | DeepSeek R1 (671B Reasoning) (Read @ $0.14/1M) | Combined Hybrid Router + 75% Cache |
|---|---|---|---|
| 0% Cache Hit (Cold Prompts) | $2,030/mo | $12,492/mo | $10,400/mo |
| 50% Cache Hit (Standard Chat) | $1,652/mo | $10,224/mo | $3,367/mo |
| 75% Cache Hit (Production Agent/RAG) | $1,463/mo | $9,090/mo | $2,989/mo |
| 90% Cache Hit (Heavy Document Context) | $1,350/mo | $8,410/mo | $2,762/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 Distill Qwen 32B and DeepSeek R1 (671B Reasoning) 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 Distill Qwen 32B | DigitalOcean GPU Droplets ($200 Free Credit) #1 Smart Router Pick | $0.12 | $0.18 | $0.06 | 173ms <400ms SLA ✓ | 162 tok/s | Deploy ($200 Free 60-Day Cloud Credit) → |
| DeepSeek R1 Distill Qwen 32B | Vultr Cloud GPU ($300 Free Credit) | $0.12 | $0.18 | $0.06 | 175ms <400ms SLA ✓ | 160 tok/s | Deploy ($300 Free GPU Cloud Credit) → |
| DeepSeek R1 Distill Qwen 32B | RunPod Serverless vLLM ($5–$500 Bonus) | $0.12 | $0.18 | $0.06 | 181ms <400ms SLA ✓ | 155 tok/s | Deploy ($5–$500 Free Bonus Credit) → |
| DeepSeek R1 Distill Qwen 32B | DeepInfra | $0.12 | $0.18 | $0.06 | 200ms <400ms SLA ✓ | 140 tok/s | Deploy (Get $50 Free API Credits) → |
| DeepSeek R1 Distill Qwen 32B | Fireworks AI | $0.20 | $0.40 | $0.10 | 156ms <400ms SLA ✓ | 180 tok/s | Deploy ($50 Free FireAttention Credits) → |
| DeepSeek R1 Distill Qwen 32B | Groq LPU | $0.29 | $0.39 | $0.15 | 110ms <400ms SLA ✓ | 460 tok/s | Deploy (500+ tok/s LPU Free Tier) → |
| DeepSeek R1 (671B Reasoning) | DigitalOcean GPU Droplets ($200 Free Credit) | $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) → |
⚡ Smart Router Disparity Anchor: Routing 80% of turns to DigitalOcean GPU Droplets ($200 Free Credit) saves 85% while keeping Time-to-First-Token under the 400ms real-time UX threshold.
5. Frequently Asked Questions (DeepSeek R1 Distill Qwen 32B vs DeepSeek R1 (671B Reasoning))
Is DeepSeek R1 Distill Qwen 32B or DeepSeek R1 (671B Reasoning) cheaper per 1M tokens in production?
DeepSeek R1 Distill Qwen 32B is 85% cheaper on a blended 3:1 input-to-output production workload ($0.135/1M blended vs $0.912/1M for DeepSeek R1 (671B Reasoning)). DeepSeek R1 Distill Qwen 32B charges $0.12/1M input and $0.18/1M output, while DeepSeek R1 (671B Reasoning) charges $0.50/1M input and $2.15/1M output.
How much does DeepSeek R1 Distill Qwen 32B vs DeepSeek R1 (671B Reasoning) 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 Distill Qwen 32B costs $2,030/month uncached ($1,463/mo with 75% prompt cache hits), whereas DeepSeek R1 (671B Reasoning) costs $12,492/month uncached ($9,090/mo with 75% prompt cache hits). Routing to DeepSeek R1 Distill Qwen 32B saves $10,462/month ($125,539/year).
How much does Prompt Caching save on DeepSeek R1 Distill Qwen 32B vs DeepSeek R1 (671B Reasoning)?
DeepSeek R1 Distill Qwen 32B offers cached input reads at $0.06/1M tokens, while DeepSeek R1 (671B Reasoning) offers cached reads at $0.14/1M tokens. At a 75% system-prompt/RAG cache hit rate, DeepSeek R1 Distill Qwen 32B monthly spend drops from $2,030 to $1,463, and DeepSeek R1 (671B Reasoning) drops from $12,492 to $9,090.
Which model has faster token generation speed and larger context: DeepSeek R1 Distill Qwen 32B or DeepSeek R1 (671B Reasoning)?
DeepSeek R1 Distill Qwen 32B delivers higher throughput at 140 tokens/sec (TTFT 210ms) compared to 76 tokens/sec. For context window, DeepSeek R1 Distill Qwen 32B supports 131K tokens (131,072) while DeepSeek R1 (671B Reasoning) supports 164K tokens (163,840).
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DeepSeek R1 Distill Qwen 32B Pricing Calculator
Full host arbitrage & DAU cost breakdown →
DeepSeek R1 (671B Reasoning) Pricing Calculator
Full host arbitrage & DAU cost breakdown →
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