01
AI agents & chatbots
Task-focused agents and conversational assistants with explicit tools, permissions, and human review.
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Where it helps
Focused on meaningful operational progress.
- Reduce manual handoffs in high-volume workflows
- Give teams faster access to trusted internal knowledge
- Create natural voice and chatbot experiences with clear escalation
- Connect AI capabilities to the systems where work already happens
What we deliver
The building blocks behind ai & voice.
02
Voice experiences
TTS, STT, IVR, and Twilio-powered flows for intake, support, routing, and operations.
03
Knowledge systems
RAG, embeddings, and retrieval experiences grounded in approved documents and data.
04
LLM integration
Claude, OpenAI, MCP/tool use, and secure connections into your APIs and platforms.
How we approach it
Frame the decision
Define the job, acceptable boundaries, source material, and points where a person stays involved.
Prototype the behavior
Test conversations, tool use, edge cases, and evaluation criteria before hardening the system.
Integrate and operate
Connect production systems, add observability, and create a path for ongoing improvement.