Gemini Deep Research Preview vs Llama 4 Maverick 17B Instruct
Gemini Deep Research Preview (2026) and Llama 4 Maverick 17B Instruct (2026) are general-purpose language models from Google DeepMind and AI at Meta. Gemini Deep Research Preview ships a 1M-token context window, while Llama 4 Maverick 17B Instruct ships a not-yet-sourced context window. On pricing, Llama 4 Maverick 17B Instruct costs $0.24/1M input tokens versus $2/1M for the alternative. This comparison covers specs, pricing, capabilities, benchmarks, provider availability, and production fit.
Llama 4 Maverick 17B Instruct is ~733% cheaper at $0.24/1M; pay for Gemini Deep Research Preview only for vision-heavy evaluation.
Specs
| Specification | ||
|---|---|---|
| Released | 2026-04-21 | 2026-01-01 |
| Context window | 1M | — |
| Parameters | — | — |
| Architecture | decoder only | - |
| License | Proprietary | Proprietary |
| Knowledge cutoff | - | - |
Pricing and availability
| Pricing attribute | Gemini Deep Research Preview | Llama 4 Maverick 17B Instruct |
|---|---|---|
| Input price | $2/1M tokens | $0.24/1M tokens |
| Output price | $12/1M tokens | $0.97/1M tokens |
| Providers |
Capabilities
| Capability | Gemini Deep Research Preview | Llama 4 Maverick 17B Instruct |
|---|---|---|
| Vision | Yes | No |
| Multimodal | Yes | Yes |
| Reasoning | No | No |
| Function calling | Yes | No |
| Tool use | Yes | No |
| Structured outputs | Yes | Yes |
| Code execution | No | No |
Benchmarks
No shared benchmark rows are currently sourced for this pair.
Deep dive
The capability footprint differs most on vision: Gemini Deep Research Preview, function calling: Gemini Deep Research Preview, and tool use: Gemini Deep Research Preview. Both models share multimodal input and 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, Gemini Deep Research Preview lists $2/1M input and $12/1M output tokens, while Llama 4 Maverick 17B Instruct lists $0.24/1M input and $0.97/1M output tokens on the cheapest tracked provider. A 70/30 input-output blend puts Llama 4 Maverick 17B Instruct lower by about $4.54 per million blended tokens. Availability is 1 providers versus 1, so concentration risk also matters.
Choose Gemini Deep Research Preview when vision-heavy evaluation are central to the workload. Choose Llama 4 Maverick 17B Instruct when provider fit and lower input-token cost 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.
FAQ
Which is cheaper, Gemini Deep Research Preview or Llama 4 Maverick 17B Instruct?
Llama 4 Maverick 17B Instruct is cheaper on tracked token pricing. Gemini Deep Research Preview costs $2/1M input and $12/1M output tokens. Llama 4 Maverick 17B Instruct costs $0.24/1M input and $0.97/1M output tokens. Provider discounts or batch pricing can still change the final bill.
Is Gemini Deep Research Preview or Llama 4 Maverick 17B Instruct open source?
Gemini Deep Research Preview is listed under Proprietary. Llama 4 Maverick 17B Instruct 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, Gemini Deep Research Preview or Llama 4 Maverick 17B Instruct?
Gemini Deep Research Preview 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, Gemini Deep Research Preview or Llama 4 Maverick 17B Instruct?
Both Gemini Deep Research Preview and Llama 4 Maverick 17B Instruct expose multimodal input. The better choice depends on benchmark fit, context budget, pricing, and whether your provider route exposes the same capability surface.
Which is better for function calling, Gemini Deep Research Preview or Llama 4 Maverick 17B Instruct?
Gemini Deep Research Preview has the clearer documented function calling signal in this comparison. If function calling is mission-critical, validate it against the provider endpoint because model-level support and API-level exposure can differ.
Where can I run Gemini Deep Research Preview and Llama 4 Maverick 17B Instruct?
Gemini Deep Research Preview is available on Google AI Studio. Llama 4 Maverick 17B Instruct is available on AWS Bedrock. Provider coverage can affect latency, region availability, compliance posture, and fallback options.
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Last reviewed: 2026-05-11. Data sourced from public model cards and provider documentation.