Deterministic tool orchestration
Patent-pending orchestration engine gates every tool call against a state-machine graph of valid next-state transitions. The LLM suggests; the engine decides. Eliminates an entire class of LLM-hallucinated actions.
Vaxio builds AI agents that run the trade-ops workflow end-to-end — booking, estimating, dispatching, invoicing, follow-up — with the owner in the loop on the sensitive actions. Frontbell, our launching product, brings it to service trades: a voice-first agent that runs the front-desk workflow at sub-second latency, drafts the estimate, queues the dispatch, and escalates anything outside its configured authority. State-machine gating means the agent can't fake a booking, hallucinate an estimate, or take an action the owner didn't approve.
Painters, cleaners, and small remodelers run on inbound demand they can't capture. Crews are on roofs, in attics, behind ladders. The phone rings — and a competitor wins the job.
Frontbell answers every call, qualifies the work, books it on the calendar, and texts back confirmation — without the owner picking up the phone.
Generic LLM chat platforms can't hold a phone conversation, gate tool calls against a state machine, and execute a real business workflow end-to-end. Latency, interruption, tool-calling reliability, and action honesty break simultaneously. We built Frontbell on a custom streaming voice pipeline AND a patent-pending state-machine tool-execution engine — so the agent doesn't just sound human, it executes the workflow deterministically.
Patent-pending orchestration engine gates every tool call against a state-machine graph of valid next-state transitions. The LLM suggests; the engine decides. Eliminates an entire class of LLM-hallucinated actions.
Conversation memory across phone, SMS, and chat. Each interaction builds on the last — no repeated names, no repeated addresses, no dropped workflow state.
p50 ≤ 800ms first-token, p95 < 1.2s (production target). Streaming ASR, streaming LLM, streaming TTS — no batch handoffs. How the agent feels human while doing the work.
Frontier LLMs for reasoning. Smaller models for intent and routing on the path to self-hosted inference. We're vendor-flexible, not vendor-locked.
Custom WebRTC pipeline with local VAD and RMS-based echo cancellation. Callers can interrupt mid-sentence and the agent yields, like a person would.
Twilio Subaccount-isolated tenants, 10DLC-compliant SMS, per-tenant brand registration. Not a Zapier wrapper around someone else's stack.
One product, three trades at launch. Behind it: the engines we built to make conversational software shippable to small businesses.
Real-time voice agent that answers every call, books jobs, and confirms appointments. Painting, cleaning, and carpentry/small-remodels at launch.
frontbell.ai · public launch mid-July 2026
Conversational Execution engine. State-machine tool orchestration, intent classification, persistent memory. Powers Frontbell. Patent-pending (USPTO).
Integration layer. Connects CE-OS to calendars, SMS, calling, payments, and CRMs without per-customer custom integration work.
See Frontbell in action — or talk to us about bringing trade-ops AI to your business.