DeepSeek R1 0528 vs Gemma 2B Instruct
DeepSeek R1 0528 (2025) and Gemma 2B Instruct (2024) are frontier reasoning models from DeepSeek and Google DeepMind. DeepSeek R1 0528 ships a 130k-token context window, while Gemma 2B Instruct ships a 2k-token context window. On pricing, Gemma 2B Instruct costs $0.04/1M input tokens versus $0.50/1M 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.
Gemma 2B Instruct is ~1150% cheaper at $0.04/1M; pay for DeepSeek R1 0528 only for coding workflow support.
Decision scorecard
Local evidence first| Signal | DeepSeek R1 0528 | Gemma 2B Instruct |
|---|---|---|
| Best for | reasoning-heavy apps and provider-routed production | provider-routed production |
| Decision fit | Coding, RAG, and Agents | Classification and JSON / Tool use |
| Context window | 130k | 2k |
| Cheapest output | $2.15/1M tokens | $0.12/1M tokens |
| Provider routes | 6 tracked | 7 tracked |
| Shared benchmarks | 0 rows | 0 rows |
Decision tradeoffs
- DeepSeek R1 0528 has the larger context window for long prompts, retrieval packs, or transcript analysis.
- DeepSeek R1 0528 uniquely exposes Reasoning and Code execution in local model data.
- Local decision data tags DeepSeek R1 0528 for Coding, RAG, and Agents.
- Gemma 2B Instruct has the lower cheapest tracked output price at $0.12/1M tokens.
- Gemma 2B Instruct has broader tracked provider coverage for fallback and procurement flexibility.
- Local decision data tags Gemma 2B Instruct for Classification and JSON / Tool use.
Monthly cost at traffic
Estimate token spend from the cheapest tracked input and output route or tier on this page.
DeepSeek R1 0528
$938
Cheapest tracked route/tier: OpenRouter
Gemma 2B Instruct
$62.00
Cheapest tracked route/tier: GCP Vertex AI
Estimated monthly gap: $876. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.
Switch friction
- Provider overlap exists on Together AI, GCP Vertex AI, and Fireworks AI; start route-level A/B tests there.
- Gemma 2B Instruct is $2.03/1M tokens lower on cheapest tracked output pricing before cache, batch, or negotiated discounts.
- Check replacement coverage for Reasoning and Code execution before moving production traffic.
- Provider overlap exists on Together AI, Fireworks AI, and GCP Vertex AI; start route-level A/B tests there.
- DeepSeek R1 0528 is $2.03/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.
- DeepSeek R1 0528 adds Reasoning and Code execution in local capability data.
Specs
Pricing and availability
| Pricing attribute | DeepSeek R1 0528 | Gemma 2B Instruct |
|---|---|---|
| Input price | $0.50/1M tokens | $0.04/1M tokens |
| Output price | $2.15/1M tokens | $0.12/1M tokens |
| Providers |
Capabilities
| Capability | DeepSeek R1 0528 | Gemma 2B Instruct |
|---|---|---|
| Vision | No | No |
| Multimodal | No | No |
| Reasoning | Yes | No |
| Function calling | No | No |
| Tool use | No | No |
| Structured outputs | Yes | Yes |
| Code execution | Yes | No |
| IDE integration | No | No |
| Computer use | No | No |
| Parallel agents | No | No |
Benchmarks
No shared benchmark rows are currently sourced for this pair.
Deep dive
The capability footprint differs most on reasoning mode: DeepSeek R1 0528 and code execution: DeepSeek R1 0528. Both models share structured outputs, so the practical split is not just feature count. Use those differences to decide whether the page is about raw model quality, agentic coding support, multimodal ingestion, or predictable structured API behavior.
For cost, DeepSeek R1 0528 lists $0.50/1M input and $2.15/1M output tokens on the cheapest tracked provider, while Gemma 2B Instruct lists $0.04/1M input and $0.12/1M output tokens on the cheapest tracked provider. A 70/30 input-output blend puts Gemma 2B Instruct lower by about $0.93 per million blended tokens. Availability is 6 providers versus 7, so concentration risk also matters.
Choose DeepSeek R1 0528 when coding workflow support and larger context windows are central to the workload. Choose Gemma 2B Instruct when provider fit, lower input-token cost, and broader provider choice are more important. For production, rerun your own prompts through the exact provider, region, and tool stack you plan to ship. This keeps the decision grounded in measurable tradeoffs instead of brand-level assumptions. It also helps separate model capability from provider packaging, which can change cost and latency.
FAQ
Which has a larger context window, DeepSeek R1 0528 or Gemma 2B Instruct?
DeepSeek R1 0528 supports 130k tokens, while Gemma 2B Instruct supports 2k tokens. That gap matters most for long documents, large codebases, retrieval-heavy agents, and conversations where earlier context must remain visible.
Which is cheaper, DeepSeek R1 0528 or Gemma 2B Instruct?
Gemma 2B Instruct is cheaper on tracked token pricing. DeepSeek R1 0528 costs $0.50/1M input and $2.15/1M output tokens. Gemma 2B Instruct costs $0.04/1M input and $0.12/1M output tokens. Provider discounts or batch pricing can still change the final bill.
Is DeepSeek R1 0528 or Gemma 2B Instruct open source?
DeepSeek R1 0528 is listed under MIT. Gemma 2B Instruct is listed under Gemma. License labels affect whether you can self-host, redistribute weights, or rely only on hosted APIs, so confirm the upstream license before deployment.
Which is better for reasoning mode, DeepSeek R1 0528 or Gemma 2B Instruct?
DeepSeek R1 0528 has the clearer documented reasoning mode signal in this comparison. If reasoning mode is mission-critical, validate it against the provider endpoint because model-level support and API-level exposure can differ.
Which is better for structured outputs, DeepSeek R1 0528 or Gemma 2B Instruct?
Both DeepSeek R1 0528 and Gemma 2B Instruct expose structured outputs. The better choice depends on benchmark fit, context budget, pricing, and whether your provider route exposes the same capability surface.
Where can I run DeepSeek R1 0528 and Gemma 2B Instruct?
DeepSeek R1 0528 is available on Together AI, Fireworks AI, GCP Vertex AI, Novita AI, and OpenRouter. Gemma 2B Instruct is available on Together AI, GCP Vertex AI, Cloudflare Workers AI, NVIDIA NIM, and Alibaba Cloud PAI-EAS. Provider coverage can affect latency, region availability, compliance posture, and fallback options.
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Last reviewed: 2026-05-22. Data sourced from public model cards and provider documentation.