Teammately

Teammately is an AI engineering platform that uses an autonomous AI Agent to build, evaluate, and iterate on production-level AI systems. It is designed for AI engineers and teams who need to move beyond simple GPT wrappers and deliver reliable, hard-to-fail AI services. The platform automates prompt generation, test case synthesis, RAG construction, and multi-dimensional evaluation, significantly reducing the manual trial-and-error cycle. Teammately works by having its AI Agent choose foundation models, generate prompts based on best practices, synthesize test cases, and run large-scale evaluations. When results are poor, the agent autonomously analyzes failures and refines the AI. It also provides observability in production with LLM judges that evaluate logs across multiple dimensions, alerting teams via email or Slack. What makes Teammately different is its focus on scientific self-iteration: the AI Agent acts as a tireless engineer that handles dirty work like chunking, embedding, indexing, and documentation. It supports multi-architecture comparisons (prompt vs. RAG vs. model) and failover to secondary models. The platform containerizes models, prompts, and retrieval engines for easy switching and rollback, with sub-20ms overhead. Teammately is best suited for teams building custom AI services that require rigorous evaluation, reliability, and fast iteration. It is less ideal for simple chatbot use cases or hobbyist projects, as its value proposition is centered on production-grade quality and scalability.