Find the Right AI Model
Answer 3 quick questions and we'll recommend the best LLM for your architecture, budget, and context requirements.
Step 1: What's your primary priority?
2026 Quick Reference: Best AI Models by Workload
Verified production picks across the four most common enterprise LLM deployment patterns.
Agentic Coding & IDE
Claude Sonnet 4.5 / o3
Highest multi-file refactoring accuracy and reliable tool-use loops on SWE-bench Verified.
Best Value Reasoning
DeepSeek R1 / V3.2
Frontier math and code reasoning at 80–90% lower API token cost with prompt caching.
1M–2M Long-Context RAG
Gemini 2.5 Pro / Flash
Native multimodal ingestion for full repositories, legal corpora, and multi-hour video.
Self-Hosted Open-Weights
Llama 4 / Qwen3
Full data residency on vLLM or Ollama with zero per-token third-party API fees.
AI Model Selection & API Cost Optimization FAQ
How does prompt caching in Anthropic API save up to 90% on token costs?+
By configuring cache_control breakpoints with ephemeral type on static system instructions and codebase prefixes, Claude API reduces input pricing from $3.00/1M to $0.30/1M, cutting recurring inference bills by up to 90%.
Which is the cheapest LLM API with function calling and structured JSON output?+
DeepSeek V3 ($0.14/1M input) and Gemini 2.0 Flash ($0.10/1M input) are the most cost-efficient frontier models supporting native function calling and strict JSON schema generation for high-volume pipelines.
How does a tiered LLM routing architecture reduce AI API costs by 70%?+
A tiered architecture routes routine classification and summarization to budget models like Gemini 2.0 Flash or GPT-4o-mini, dynamically escalating complex reasoning tasks to Claude 3.7 Sonnet or o3-mini.
How do you calculate blended token cost for production AI agents?+
Blended token cost combines weighted input prices (accounting for cached vs uncached tokens) and output token generation costs multiplied by your agent typical input-to-output token ratio.
What is the price discount for batch inference versus real-time API calls?+
Major providers like OpenAI and Anthropic offer a 50% discount on standard token rates for asynchronous batch inference jobs processed within a 24-hour turnaround window.
How to use Claude 3.7 Sonnet for full-stack web development?+
Claude 3.7 Sonnet excels at full-stack development by combining architectural refactoring with extended thinking mode, achieving a 70.3% verified score on SWE-bench for autonomous multi-file bug fixing.