“For a startup building a customer-facing chatbot, I'd shortlist OpenAI, Anthropic, Google Gemini, and Mistral.”
“- Production-oriented Responses API.”
“- Function calling, structured outputs, conversation state and streaming.”
“- Built-in capabilities such as file search and web search.”
“- Good fit for customer support, sales assistants and transactional chatbots.”
“Why I'd choose it: A fairly comprehensive developer platform, with plenty of room to build more sophisticated workflows as your product grows.”
“Criteria | OpenAI | Claude | Gemini | Mistral Conversational quality | Excellent | Excellent | Excellent | Very good”
“Tool calling | Excellent | Excellent | Very good | Very good”
“Developer experience | Excellent | Very good | Very good | Very good”
“For a startup building a customer-facing chatbot, I'd shortlist OpenAI, Anthropic, Google Gemini, and Mistral.”
“- Strong candidate for natural, nuanced conversations.”
“- Tool use lets you connect your own business systems.”
“- Prompt caching can reduce costs for repeated large prompts.”
“- Particularly worth testing for complex customer support and long conversations.”
“Why I'd choose it: If the chatbot needs to understand complicated customer requests, explain things clearly and follow detailed instructions, Claude deserves a serious evaluation.”
“Tool calling | Excellent | Excellent | Very good | Very good”
“For a startup building a customer-facing chatbot, I'd shortlist OpenAI, Anthropic, Google Gemini, and Mistral.”
“- Function calling and multi-step tool interactions.”
“- Large-context capabilities.”
“- Image, audio and other multimodal inputs.”
“- Context caching for repeated information.”
“Cost flexibility | Good | Good | Very good | Very good”
“For a startup building a customer-facing chatbot, I'd shortlist OpenAI, Anthropic, Google Gemini, and Mistral.”
“- Function calling and agent development tools.”
“- Competitive pricing options.”
“- Open-weight model offerings.”
“- Worth evaluating for multilingual applications and greater deployment flexibility.”
“European deployment flexibility | Check options | Check options | Check options | Worth exploring”
“- Amazon Bedrock: Particularly useful if you're already building on AWS.”
“- Amazon Bedrock: Particularly useful if you're already building on AWS.”
“It provides access to different model providers through a common interface, with streaming, conversation APIs and enterprise infrastructure.”
“- Cohere: Worth investigating for enterprise retrieval-augmented generation (RAG), search and knowledge-intensive applications.”
“- Cohere: Worth investigating for enterprise retrieval-augmented generation (RAG), search and knowledge-intensive applications.”
