Llama 3.1 405B (Together AI) vs Sonar Deep Research: API Cost Comparison
Compare the API pricing, context windows, features, and real-world cost projections for Llama 3.1 405B (Together AI) (Together AI) and Sonar Deep Research (Perplexity). Use the interactive calculator below to compute your exact monthly cost based on your token usage and request volume.
Prices verified Mar 10, 2026
Interactive Cost Calculator
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Showing costs for 2 models. Cheapest: Llama 3.1 405B (Together AI) at $52.50/month.
| Alert | |||||||
|---|---|---|---|---|---|---|---|
BestLlama 3.1 405B (Together AI) | Together AI | $52.50 | $0.005250 | $35.00 | $17.50 | 12.5% | Alerts coming soon |
Sonar Deep Research | Perplexity | $60.00 | $0.006000 | $20.00 | $40.00 | — | Alerts coming soon |
Monthly Cost Comparison
Price Comparison at a Glance
All prices are in USD per 1 million tokens ($/M tokens). Lower is cheaper.
| Pricing Type | Llama 3.1 405B (Together AI) | Sonar Deep Research | Cheaper |
|---|---|---|---|
| Input (standard) | $3.50/M | $2.00/M | Sonar Deep Research |
| Output | $3.50/M | $8.00/M | Llama 3.1 405B (Together AI) |
Prices last verified: 2026-03-06 – 2026-03-10
Cost Breakdown by Usage Volume
Estimated monthly costs at different request volumes, assuming 1,000 input tokens and 500 output tokens per request. Adjust in the calculator above for your specific use case.
| Volume | Llama 3.1 405B (Together AI)Monthly | Sonar Deep ResearchMonthly | Llama 3.1 405B (Together AI)Per request | Sonar Deep ResearchPer request |
|---|---|---|---|---|
| 1K requests/mo | $5.25 | $6.00 | $0.005250 | $0.006000 |
| 10K requests/mo | $52.50 | $60.00 | $0.005250 | $0.006000 |
| 100K requests/mo | $525.00 | $600.00 | $0.005250 | $0.006000 |
| 1M requests/mo | $5,250.00 | $6,000.00 | $0.005250 | $0.006000 |
Green values indicate the lower-cost option at each volume tier. Cost per request is calculated at 1,000 input + 500 output tokens using standard (non-batch, non-cached) pricing.
Price History
Input price per 1M tokensWhen to Choose Llama 3.1 405B (Together AI)
by Together AI
- Code generation
- Content & copywriting
- Document summarization
Input / 1M tokens
$3.50/M
Output / 1M tokens
$3.50/M
Context window
131,072
Tier
premium
When to Choose Sonar Deep Research
by Perplexity
- RAG / Semantic search
- Document summarization
Input / 1M tokens
$2.00/M
Output / 1M tokens
$8.00/M
Context window
127,072
Tier
reasoning
Key Differences Beyond Price
Cost is only one factor in choosing an AI model. Context window size, rate limits, supported features, and latency all affect whether a model fits your use case.
| Capability | Llama 3.1 405B (Together AI) | Sonar Deep Research |
|---|---|---|
| Context window | 131,072 tokens | 127,072 tokens |
| Max output tokens | 4,096 tokens | 8,192 tokens |
| Performance tier | Premium | Reasoning |
| Vision / image input | No | No |
| Function calling | Yes | No |
| JSON mode | Yes | No |
| Prompt caching | No | No |
| Batch API (50% discount) | No | No |
| Extended reasoning | No | Yes |
| Fine-tuning | No | No |
Llama 3.1 405B (Together AI) notes
Largest open-source model available via API. Meta license allows commercial use.
Sonar Deep Research notes
Additional fees: $2/1M citation tokens, $3/1M reasoning tokens, $5 per 1,000 search queries. Designed for exhaustive research tasks.
Frequently Asked Questions
Is Llama 3.1 405B (Together AI) cheaper than Sonar Deep Research?
At standard usage (1,000 input tokens, 500 output tokens, 100,000 requests/month), Llama 3.1 405B (Together AI) costs $525.00/month versus $600.00/month for Sonar Deep Research — a 13% saving. Your actual savings will vary based on your token profile; output-heavy workloads amplify differences in output pricing.
Which model has a larger context window, Llama 3.1 405B (Together AI) or Sonar Deep Research?
Llama 3.1 405B (Together AI) has a larger context window at 131,072 tokens, compared to 127,072 tokens for Sonar Deep Research. A larger context window is important for processing long documents, multi-turn conversations, or large codebases without truncation.
Do Llama 3.1 405B (Together AI) and Sonar Deep Research support the Batch API?
Neither Llama 3.1 405B (Together AI) nor Sonar Deep Research currently supports a batch API with discounted pricing. For batch-eligible alternatives, consider models from OpenAI, Anthropic, or Google that include batch API support.
Which model offers better prompt caching?
Neither Llama 3.1 405B (Together AI) nor Sonar Deep Research currently supports prompt caching. For prompt-caching capable alternatives, consider Claude models from Anthropic or GPT-4o from OpenAI.
What are the best use cases for Llama 3.1 405B (Together AI) vs Sonar Deep Research?
Both models are well-suited for Document summarization. Llama 3.1 405B (Together AI) is particularly strong for Code generation, Content & copywriting. Sonar Deep Research is favored for RAG / Semantic search. At the same quality level, the lower-cost model is usually preferable; use this page's calculator to compare total monthly spend at your volume.
What is the cost per request for Llama 3.1 405B (Together AI) vs Sonar Deep Research?
At 1,000 input tokens and 500 output tokens per request — a typical conversational workload — Llama 3.1 405B (Together AI) costs $0.005250 per request and Sonar Deep Research costs $0.006000 per request. At 100,000 requests/month, that translates to $525.00 and $600.00 respectively. Use the interactive calculator to adjust these parameters for your actual workload.
Llama 3.1 405B (Together AI) vs Sonar Deep Research: Summary
When comparing Llama 3.1 405B (Together AI) and Sonar Deep Research for API cost, the right choice depends on your workload's token profile, required features, and tolerance for latency. Llama 3.1 405B (Together AI) offers lower total cost at standard usage volumes (1,000 input + 500 output tokens per request at 100,000 requests/month) at $525.00/month, compared to $600.00/month for Sonar Deep Research.
Both models are priced in USD per million tokens, the standard unit across all major AI API providers. Llama 3.1 405B (Together AI) charges $3.50/M for input tokens and $3.50/M for output tokens. Sonar Deep Research charges $2.00/M input and $8.00/M output. If your workload is output-heavy (more tokens generated than consumed as input), the model with the lower output price compounds cost savings significantly at scale.
Context window capacity differs between the two: Llama 3.1 405B (Together AI) supports up to 131,072 tokens in a single request, versus 127,072 tokens for Sonar Deep Research. A larger context window is essential for document summarization, large codebase analysis, and multi-document retrieval-augmented generation (RAG) applications.
Use the interactive calculator at the top of this page to enter your actual token usage and monthly request volume for a precise cost comparison tailored to your workload. Adjust for batch API discounts and prompt caching to find the most cost-effective option for your specific deployment.
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