DeepSeek R1 Distill Llama 70B vs DeepSeek V3
DeepSeek R1 Distill Llama 70B (2025) and DeepSeek V3 (2024) are frontier reasoning models from DeepSeek. DeepSeek R1 Distill Llama 70B ships a 128k-token context window, while DeepSeek V3 ships a 64k-token context window. On pricing, DeepSeek V3 costs $0.10/1M input tokens versus $0.35/1M for the alternative. This comparison covers specs, pricing, API access, capabilities, benchmarks, input and output token costs, and production fit for coding and agent workloads.
DeepSeek V3 is ~250% cheaper at $0.10/1M; pay for DeepSeek R1 Distill Llama 70B only for reasoning depth.
Decision scorecard
Local evidence first| Signal | DeepSeek R1 Distill Llama 70B | DeepSeek V3 |
|---|---|---|
| Best for | reasoning-heavy apps and provider-routed production | tool-calling agents and provider-routed production |
| Decision fit | RAG, Long context, and Classification | Coding, Agents, and Classification |
| Context window | 128k | 64k |
| Cheapest output | $1.05/1M tokens | $0.30/1M tokens |
| Provider routes | 5 tracked | 13 tracked |
| Shared benchmarks | 0 shared | 0 shared |
Decision tradeoffs
- DeepSeek R1 Distill Llama 70B has the larger context window for long prompts, retrieval packs, or transcript analysis.
- DeepSeek R1 Distill Llama 70B uniquely exposes Reasoning in local model data.
- Local decision data tags DeepSeek R1 Distill Llama 70B for RAG, Long context, and Classification.
- DeepSeek V3 has the lower cheapest tracked output price at $0.30/1M tokens.
- DeepSeek V3 has broader tracked provider coverage for fallback and route flexibility.
- DeepSeek V3 uniquely exposes JSON / Tool use in local model data.
- Local decision data tags DeepSeek V3 for Coding, Agents, and Classification.
Monthly cost at traffic
Estimate token spend from the cheapest tracked input and output route or tier on this page.
DeepSeek R1 Distill Llama 70B
$543
Cheapest tracked route/tier: Arcee AI
DeepSeek V3
$155
Cheapest tracked route/tier: Bitdeer AI
Estimated monthly gap: $388. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.
Switch friction
- Provider overlap exists on DeepInfra, Fireworks AI, and OpenRouter; start route-level A/B tests there.
- DeepSeek V3 is $0.75/1M tokens lower on cheapest tracked output pricing before cache, batch, or negotiated discounts.
- Check replacement coverage for Reasoning before moving production traffic.
- DeepSeek V3 adds JSON / Tool use in local capability data.
- Provider overlap exists on DeepInfra, OpenRouter, and Fireworks AI; start route-level A/B tests there.
- DeepSeek R1 Distill Llama 70B is $0.75/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.
- Check replacement coverage for JSON / Tool use before moving production traffic.
- DeepSeek R1 Distill Llama 70B adds Reasoning in local capability data.
Specs
| Specification | ||
|---|---|---|
| Released | 2025-01-20 | 2024-12-26 |
| Context window | 128k | 64k |
| Parameters | 70B | 671B |
| Architecture | Decoder Only | Mixture of Experts |
| License | MITOSI-approved | MITOSI-approved |
| Openness | Open source | Open source |
| Weights | Unknown | Available |
| Code | Unknown | Unknown |
| Commercial use | Commercial use: permitted | Commercial use: permitted |
| Knowledge cutoff | 2023-12 | 2024-04 |
Pricing and availability
| Pricing attribute | DeepSeek R1 Distill Llama 70B | DeepSeek V3 |
|---|---|---|
| Input price | $0.35/1M tokens | $0.10/1M tokens |
| Output price | $1.05/1M tokens | $0.30/1M tokens |
| Providers |
Capabilities
| Capability | DeepSeek R1 Distill Llama 70B | DeepSeek V3 |
|---|---|---|
| Vision | No | No |
| Multimodal | No | No |
| Reasoning | Yes | No |
| JSON / Tool use | No | Yes |
| Structured outputs | Yes | Yes |
| Code execution | No | No |
| IDE integration | No | No |
| Computer use | No | No |
| Parallel agents | No | No |
Benchmarks
No shared benchmark scores are currently available for this pair.
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Last reviewed: 2026-06-29. Data sourced from public model cards and provider documentation.