AnythingLLM vs Helicone

AnythingLLM is a private AI assistant for desktop, mobile, cloud, and self-hosted use. Its desktop product runs on macOS, Windows, and Linux, and the free Desktop plan requires no account or API key and has no token limits. It can turn documents into an agent knowledge base while keeping the data on the device. Desktop tools include file-system capabilities, web search and scraping, model selection, background jobs, custom agent skills, and a Meeting Assistant that records, transcribes, summarizes, and indexes meetings on the computer without a bot joining or cloud processing. The mobile app runs small models on-device and includes web search, document chat, file generation, scheduled jobs, and memory. Supported providers range from Ollama and LM Studio to OpenAI, Anthropic, and Google Gemini Pro. Cloud instances support multiple users, tenant isolation, admin controls, and white-labeling. Self-hosted data remains on the user's infrastructure, according to the maker. The free plan is available; Basic costs $50 a month and Pro costs $99 a month.

Helicone routes, debugs, and analyzes AI applications through a gateway and observability tools. The gateway provides access to more than 100 models through the OpenAI SDK by changing the model name, and supports load balancing, automatic failovers, and response caching across providers. Helicone logs requests in real time and visualizes multi-step LLM interactions to help locate error causes. Listed integrations include OpenAI, Anthropic, Azure, LiteLLM, Anyscale, Together AI, and OpenRouter. It can run in customer infrastructure through single-click deployment or a production-ready Helm chart; Helicone also states that its cloud is SOC 2, HIPAA, and GDPR compliant. A LangGraph integration tracks calls, sessions, performance, and costs, while an API cost calculator covers more than 300 models and providers. The free Hobby plan includes 10,000 requests, 1 GB storage, one seat, one organization, and seven days of retention. Pro costs $79.00 per month. A seven-day trial is advertised. Helicone says its services remain live in maintenance mode following acquisition by Mintlify, with security updates, new models, and bug and performance fixes continuing.