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Document → Vector DB → LLM is a children’s drawing of a retrieval system. Each missing step is a failure mode waiting to happen. Your AI agents need a stronger context layer. LightOn Console makes enterprise knowledge agent-readable. One API. Three endpoints. Free tier.

Build the agent. Retrieval is handled. LightOn Console ships with a hosted MCP server, compatible with your existing stack: Claude Code, OpenAI Codex, Mistral Vibe, OpenCode, Cursor, and Windsurf. From API key to working retrieval in minutes. One API. Three endpoints. Free tier. Try LightOn Console.

🔍 Confidence is good. Citations are mandatory. LightOn Console gives your agents systematic grounding in enterprise knowledge. So they don’t just sound right. They become verifiable. One API. Three endpoints. Free tier. Test LightOn Console now.

Make your knowledge agent-readable. Production agents need more than a model. They need a layer that can parse messy documents, structure knowledge, retrieve the right evidence, and cite its sources. LightOn Console is that knowledge layer. One API. Three endpoints. Free tier.

📄 A scanned PDF is not a document. It’s an image of a document. And your agent cannot reason over what it cannot read. LightOn Console /parse turns scans, contracts, annexes, tables, handwriting, and multilingual files into structured content your agent can use. Parsing is not preprocessing. It’s part of the intelligence layer. One API. Three endpoints. Free tier. Test LightOn Console now.

Not every workflow needs a chatbot. Most enterprise knowledge value sits in fields: renewal dates, invoice amounts, SLAs, risk categories. LightOn Console /extract takes a schema and returns typed fields, ready to use. One API. Three endpoints. Free tier.