Llama 4 Maverick (Fireworks) vs Sonar Reasoning Pro: API Cost Comparison
Compare the API pricing, context windows, features, and real-world cost projections for Llama 4 Maverick (Fireworks) (Fireworks AI) and Sonar Reasoning Pro (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
Fills in typical token counts for a workload type
Tokens in each prompt sent to the model
Tokens generated in each response
Total API calls per month
Showing costs for 2 models. Cheapest: Llama 4 Maverick (Fireworks) at $7.50/month.
| Alert | |||||||
|---|---|---|---|---|---|---|---|
BestLlama 4 Maverick (Fireworks) | Fireworks AI | $7.50 | $0.000750 | $5.00 | $2.50 | 87.5% | Alerts coming soon |
Sonar Reasoning Pro | 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 4 Maverick (Fireworks) | Sonar Reasoning Pro | Cheaper |
|---|---|---|---|
| Input (standard) | $0.50/M | $2.00/M | Llama 4 Maverick (Fireworks) |
| Output | $0.50/M | $8.00/M | Llama 4 Maverick (Fireworks) |
| Cached input | $0.25/M | N/A | — |
| Batch input | $0.25/M | N/A | — |
| Batch output | $0.25/M | N/A | — |
Prices last verified: 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 4 Maverick (Fireworks)Monthly | Sonar Reasoning ProMonthly | Llama 4 Maverick (Fireworks)Per request | Sonar Reasoning ProPer request |
|---|---|---|---|---|
| 1K requests/mo | $0.75 | $6.00 | $0.000750 | $0.006000 |
| 10K requests/mo | $7.50 | $60.00 | $0.000750 | $0.006000 |
| 100K requests/mo | $75.00 | $600.00 | $0.000750 | $0.006000 |
| 1M requests/mo | $750.00 | $6,000.00 | $0.000750 | $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 4 Maverick (Fireworks)
by Fireworks AI
- Code generation
- Document summarization
- General chatbot
Input / 1M tokens
$0.50/M
Output / 1M tokens
$0.50/M
Context window
131,072
Tier
mid
When to Choose Sonar Reasoning Pro
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 4 Maverick (Fireworks) | Sonar Reasoning Pro |
|---|---|---|
| Context window | 131,072 tokens | 127,072 tokens |
| Max output tokens | 16,384 tokens | 8,192 tokens |
| Performance tier | Mid | Reasoning |
| Vision / image input | Yes | No |
| Function calling | Yes | No |
| JSON mode | Yes | No |
| Prompt caching | Yes | No |
| Batch API (50% discount) | Yes | No |
| Extended reasoning | No | Yes |
| Fine-tuning | No | No |
Llama 4 Maverick (Fireworks) notes
Fireworks serverless pricing. Cached input 50% discount. Batch inference at 50% of serverless rates.
Sonar Reasoning Pro notes
Search pricing: $6-$14 per 1,000 requests. Chain of Thought reasoning with web grounding. Best for complex factual queries requiring step-by-step analysis.
Frequently Asked Questions
Is Llama 4 Maverick (Fireworks) cheaper than Sonar Reasoning Pro?
At standard usage (1,000 input tokens, 500 output tokens, 100,000 requests/month), Llama 4 Maverick (Fireworks) costs $75.00/month versus $600.00/month for Sonar Reasoning Pro — a 88% 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 4 Maverick (Fireworks) or Sonar Reasoning Pro?
Llama 4 Maverick (Fireworks) has a larger context window at 131,072 tokens, compared to 127,072 tokens for Sonar Reasoning Pro. A larger context window is important for processing long documents, multi-turn conversations, or large codebases without truncation.
Do Llama 4 Maverick (Fireworks) and Sonar Reasoning Pro support the Batch API?
Llama 4 Maverick (Fireworks) supports the Batch API (50% discount for async processing), while Sonar Reasoning Pro does not. If your workload tolerates up to 24-hour latency, routing to Llama 4 Maverick (Fireworks) with batch pricing could significantly cut costs versus Sonar Reasoning Pro's standard rate.
Which model offers better prompt caching?
Llama 4 Maverick (Fireworks) supports prompt caching at $0.25/M for cached input, while Sonar Reasoning Pro does not offer prompt caching. For RAG applications or chatbots with large, repeated context, Llama 4 Maverick (Fireworks)'s caching capability can substantially reduce effective costs.
What are the best use cases for Llama 4 Maverick (Fireworks) vs Sonar Reasoning Pro?
Both models are well-suited for Document summarization. Llama 4 Maverick (Fireworks) is particularly strong for Code generation, General chatbot. Sonar Reasoning Pro 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 4 Maverick (Fireworks) vs Sonar Reasoning Pro?
At 1,000 input tokens and 500 output tokens per request — a typical conversational workload — Llama 4 Maverick (Fireworks) costs $0.000750 per request and Sonar Reasoning Pro costs $0.006000 per request. At 100,000 requests/month, that translates to $75.00 and $600.00 respectively. Use the interactive calculator to adjust these parameters for your actual workload.
Llama 4 Maverick (Fireworks) vs Sonar Reasoning Pro: Summary
When comparing Llama 4 Maverick (Fireworks) and Sonar Reasoning Pro for API cost, the right choice depends on your workload's token profile, required features, and tolerance for latency. Llama 4 Maverick (Fireworks) offers lower total cost at standard usage volumes (1,000 input + 500 output tokens per request at 100,000 requests/month) at $75.00/month, compared to $600.00/month for Sonar Reasoning Pro.
Both models are priced in USD per million tokens, the standard unit across all major AI API providers. Llama 4 Maverick (Fireworks) charges $0.50/M for input tokens and $0.50/M for output tokens. Sonar Reasoning Pro 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.
Prompt caching is supported by Llama 4 Maverick (Fireworks) but not Sonar Reasoning Pro. For workloads with large, repeated system prompts or document context — such as RAG pipelines or multi-turn conversations with a fixed knowledge base — prompt caching can reduce effective input costs by 60–90%, which may change the cost ranking between these two models at your specific usage pattern.
Context window capacity differs between the two: Llama 4 Maverick (Fireworks) supports up to 131,072 tokens in a single request, versus 127,072 tokens for Sonar Reasoning Pro. 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.
Related Comparisons
Explore other model comparisons from the same providers or performance tiers.
Related Provider Pages
View complete pricing tables and model lineups for the providers behind these models.
Relevant Use Cases
See cost recommendations for workloads where Llama 4 Maverick (Fireworks) or Sonar Reasoning Pro is recommended.