RAG Integration Services
Production RAG and semantic search integrated into your existing web app — retrieval behind auth, embedding strategy, and grounded responses without a platform rewrite.
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AI integration services
Production AI features integrated into your existing codebase — scoped sprints, server-side boundaries, and handoff docs your engineering team can operate.
LLM Middleware Integration
Server-side LLM middleware for your web app — model routing, streaming, rate limits, auth boundaries, and observability. Never call LLMs from the client.
Learn moreIn-App AI Copilot Integration
In-app AI copilots integrated into your existing product views — context from product state, RBAC, and tenant data. Not a detached chat widget.
Learn moreAI Agent Development
Production AI agents and tool-calling integrated into your SaaS — orchestration that invokes your product APIs with permission checks, audit logs, and human confirmation gates.
Learn moreClassification & Extraction Integration
LLM-powered classification and structured extraction integrated into your product — ticket routing, entity extraction, and summaries governed by your schemas and validation rules.
Learn moreStack-native delivery
Every service above is integrated into your existing architecture — React, Next.js, Node, Python, or legacy SPA — via APIs and service boundaries in your repo. No platform migration required. See the full capabilities overview on the homepage.
- Stack-native integration — React, Next.js, Node, Python, legacy SPA — we work within your existing architecture via APIs and service boundaries.