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THE AICX ENGINE

The proprietary AI layer powering every AiCX experience.

A composable engine of foundation models, small language models, retrieval, and orchestration — purpose-built for regulated, enterprise-scale customer operations.

aicx.engine / architecture
RUNTIME
experience surfaces
CX · BPM · RCM · Studio
Channel adapters, agent desktops, IVR, and case UIs.
orchestration
Tools, Workflows & Policy
Function calling, stateful workflows, guardrails, escalations.
models
Foundation Models + Domain SLMs
Dynamic routing across commercial, open-weights, and tuned models.
grounding
Retrieval & Knowledge
Hybrid retrieval over policies, KB, and CRM with cited sources.
trust
Observability, Evals & Compliance
Traces, evals, drift, PII redaction, audit-ready logs.
deploys: cloud · vpc · on-premsoc 2 ii · hipaa · pci
What it is

Built for the operations that can't tolerate guesswork.

The AiCX Engine is the layer underneath everything else. It blends best-in-class foundation models with domain-tuned small language models, a retrieval layer grounded in your knowledge, and an orchestration runtime that decides — turn-by-turn — which model to call, which tool to invoke, and when to escalate to a human.

Every model call is observable, every decision is logged, and every output is grounded in your policies. That's how we deploy AI in fraud, healthcare, and federal environments without making the compliance team nervous.

outcomes / measured
12+
Models in production
<400ms
Median orchestration latency
100%
Logged & explainable
SOC 2 II
Compliance posture
Capabilities

What you actually get when you deploy.

Every capability ships with reference architecture, integration patterns, and a named delivery owner from the AiCX team.

engine/router

Foundation Model Routing

Dynamic routing across GPT-class, Claude-class, and open-weights models based on task, cost, and latency.

engine/slm

Domain-Tuned SLMs

Compact, fine-tuned small language models for sensitive workloads where data residency and cost matter.

engine/rag

Grounded Retrieval

Hybrid retrieval over your policies, knowledge bases, and CRM with source citations on every answer.

engine/tools

Tool & API Orchestration

Function calling, structured tool use, and stateful workflows across CRM, billing, ticketing, and telephony.

engine/safety

Guardrails & Policy

Compile-time and runtime guardrails, PII redaction, and per-deployment policy packs.

engine/obs

Observability

Full traces, evals, drift detection, and human-in-the-loop review pipelines.

Buyer FAQ

Questions enterprise teams ask first.

Do you train on our data?+

No. Customer data is never used to train shared models. SLMs are fine-tuned per-tenant on isolated infrastructure.

Which foundation models do you support?+

We integrate with the major commercial providers and leading open-weights models, with deployment options across your cloud or ours.

How do you handle hallucinations?+

Grounded retrieval with source citations, structured outputs validated by JSON schemas, and per-domain evals running continuously in production.

Ready to deploy AI Engine?

Book a strategy call. We'll map your top use cases to a deployable plan and a measurable 90-day outcome.