DeepSeek R1 0528 vs Gemini 2.5 Flash Live API
DeepSeek R1 0528 (2025) and Gemini 2.5 Flash Live API (2025) are frontier reasoning models from DeepSeek and Google DeepMind. DeepSeek R1 0528 ships a 130k-token context window, while Gemini 2.5 Flash Live API ships a 128k-token context window. On pricing, both list $0.50/1M input tokens on the cheapest tracked route. This comparison covers specs, pricing, API access, capabilities, benchmarks, input and output token costs, and production fit for coding and agent workloads.
Gemini 2.5 Flash Live API is safer overall; choose DeepSeek R1 0528 when coding workflow support matters.
Decision scorecard
Local evidence first| Signal | DeepSeek R1 0528 | Gemini 2.5 Flash Live API |
|---|---|---|
| Best for | reasoning-heavy apps and provider-routed production | multimodal apps and tool-calling agents |
| Decision fit | Coding, RAG, and Agents | RAG, Agents, and Long context |
| Context window | 130k | 128k |
| Cheapest output | $2.15/1M tokens | $2/1M tokens |
| Provider routes | 6 tracked | 1 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 has broader tracked provider coverage for fallback and procurement flexibility.
- DeepSeek R1 0528 uniquely exposes Reasoning, Structured outputs, and Code execution in local model data.
- Local decision data tags DeepSeek R1 0528 for Coding, RAG, and Agents.
- Gemini 2.5 Flash Live API has the lower cheapest tracked output price at $2/1M tokens.
- Gemini 2.5 Flash Live API uniquely exposes Vision, Multimodal, and Function calling in local model data.
- Local decision data tags Gemini 2.5 Flash Live API for RAG, Agents, and Long context.
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
Gemini 2.5 Flash Live API
$900
Cheapest tracked route/tier: Google AI Studio
Estimated monthly gap: $37.50. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.
Switch friction
- No overlapping tracked provider route is sourced for DeepSeek R1 0528 and Gemini 2.5 Flash Live API; plan for SDK, billing, or endpoint changes.
- Gemini 2.5 Flash Live API is $0.15/1M tokens lower on cheapest tracked output pricing before cache, batch, or negotiated discounts.
- Check replacement coverage for Reasoning, Structured outputs, and Code execution before moving production traffic.
- Gemini 2.5 Flash Live API adds Vision, Multimodal, and Function calling in local capability data.
- No overlapping tracked provider route is sourced for Gemini 2.5 Flash Live API and DeepSeek R1 0528; plan for SDK, billing, or endpoint changes.
- DeepSeek R1 0528 is $0.15/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.
- Check replacement coverage for Vision, Multimodal, and Function calling before moving production traffic.
- DeepSeek R1 0528 adds Reasoning, Structured outputs, and Code execution in local capability data.
Specs
| Specification | ||
|---|---|---|
| Released | 2025-05-28 | 2025-12-01 |
| Context window | 130k | 128k |
| Parameters | 685B total, 37B active (MoE) | — |
| Architecture | decoder only | decoder only |
| License | MIT(OSI) | Proprietary |
| Openness | Open source | Proprietary |
| Commercial use | Commercial use allowed | Commercial use with conditions |
| Knowledge cutoff | - | 2025-01 |
Pricing and availability
| Pricing attribute | DeepSeek R1 0528 | Gemini 2.5 Flash Live API |
|---|---|---|
| Input price | $0.50/1M tokens | $0.50/1M tokens |
| Output price | $2.15/1M tokens | $2/1M tokens |
| Providers |
Capabilities
| Capability | DeepSeek R1 0528 | Gemini 2.5 Flash Live API |
|---|---|---|
| Vision | No | Yes |
| Multimodal | No | Yes |
| Reasoning | Yes | No |
| Function calling | No | Yes |
| Tool use | No | Yes |
| Structured outputs | Yes | No |
| 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 vision: Gemini 2.5 Flash Live API, multimodal input: Gemini 2.5 Flash Live API, reasoning mode: DeepSeek R1 0528, function calling: Gemini 2.5 Flash Live API, tool use: Gemini 2.5 Flash Live API, structured outputs: DeepSeek R1 0528, and code execution: DeepSeek R1 0528. Both models share the core language-model surface, 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 Gemini 2.5 Flash Live API lists $0.50/1M input and $2/1M output tokens on the cheapest tracked provider. A 70/30 input-output blend puts Gemini 2.5 Flash Live API lower by about $0.04 per million blended tokens. Availability is 6 providers versus 1, so concentration risk also matters.
Choose DeepSeek R1 0528 when coding workflow support, larger context windows, and broader provider choice are central to the workload. Choose Gemini 2.5 Flash Live API when vision-heavy evaluation are more important. For production, rerun your own prompts through the exact provider, region, and tool stack you plan to ship.
FAQ
Which has a larger context window, DeepSeek R1 0528 or Gemini 2.5 Flash Live API?
DeepSeek R1 0528 supports 130k tokens, while Gemini 2.5 Flash Live API supports 128k 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 Gemini 2.5 Flash Live API?
Gemini 2.5 Flash Live API is cheaper on tracked token pricing. DeepSeek R1 0528 costs $0.50/1M input and $2.15/1M output tokens. Gemini 2.5 Flash Live API costs $0.50/1M input and $2/1M output tokens. Provider discounts or batch pricing can still change the final bill.
Is DeepSeek R1 0528 or Gemini 2.5 Flash Live API open source?
DeepSeek R1 0528 is listed under MIT. Gemini 2.5 Flash Live API is listed under Proprietary. 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 vision, DeepSeek R1 0528 or Gemini 2.5 Flash Live API?
Gemini 2.5 Flash Live API has the clearer documented vision signal in this comparison. If vision is mission-critical, validate it against the provider endpoint because model-level support and API-level exposure can differ.
Which is better for multimodal input, DeepSeek R1 0528 or Gemini 2.5 Flash Live API?
Gemini 2.5 Flash Live API has the clearer documented multimodal input signal in this comparison. If multimodal input is mission-critical, validate it against the provider endpoint because model-level support and API-level exposure can differ.
Where can I run DeepSeek R1 0528 and Gemini 2.5 Flash Live API?
DeepSeek R1 0528 is available on Together AI, Fireworks AI, GCP Vertex AI, Novita AI, and OpenRouter. Gemini 2.5 Flash Live API is available on Google AI Studio. 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.