Ondevtra Technologies

Ondevtra is a development company that designs, builds, and deploys custom AI projects for businesses. Instead of offering a pre-built tool, the team works with you to create production-ready systems tailored to your data and workflows. They focus on three main areas: Retrieval-Augmented Generation (RAG) pipelines over your documents, LangGraph-based agents that reason and act autonomously, and multi-LLM orchestration that routes queries across different models for cost and quality. Everything is deployed on AWS with infrastructure-as-code, monitoring, and zero-downtime updates. This is a service, not a product you install—you hire Ondevtra to build something specific to your business.

The process follows a structured three-phase approach. First, they ingest and index your data—chunking documents, creating embeddings, and building hybrid search with pgvector and BM25. Second, they wire together LangGraph state machines that combine retrieval, reasoning, and tool calls, with guardrails to catch hallucinations and a cost router to pick the right model per request. Third, they deploy via Docker on AWS ECS Fargate using Terraform, with LangSmith tracing every agent run and CloudWatch dashboards for monitoring. The tech stack includes LangChain, OpenAI GPT-4o, AWS Bedrock Claude, Google Gemini, FastAPI, and more—all chosen for production reliability, not demos.

Ondevtra is best for companies that need custom AI systems but lack the in-house expertise to build and ship them. If you have internal documents you want to turn into a Q&A bot, a business process that could benefit from an autonomous agent, or complex multi-model workflows, this team handles the entire lifecycle. They respond within 1–2 business days and are a good fit for mid-to-large organizations that want a partner rather than a generic SaaS tool.