An agentic framework for institutions that need more than chat — and less than a custom build.
Generic copilots are trained for general conversation. They cannot read your operational database, execute transactions on your behalf, or be trusted with the authority to act. They give answers; they do not produce work.
MAIA is a framework of modular agents engineered for the realities of institutional operations: structured access to your live data, scoped authority to execute, and a complete audit trail on every action. We do not ship a chatbot. We ship an operator.
Always-on agents over WhatsApp Business, voice telephony, web chat, and in-app surfaces. They schedule, bill, answer with context grounded in your systems, and escalate to a human only when the situation requires it. Every conversation logged for audit.
Natural-language access to live operational data. Ask in plain language; receive answers grounded in retrieval over your internal database, plus generated PDF reports and threshold alerts when the numbers warrant attention. The director's first hire that scales.
Background operators that handle the long tail of institutional work: payment-link generation, reconciliation, appointment reminders, daily summaries, SLA-breach escalation. The work that used to occupy entire roles, now done in the background, deterministically.
MAIA is not a monolith. Each engagement composes the layers it needs. A customer-facing voice agent for a clinic uses different bottom layers than an executive assistant for a bank — but the architecture above is shared.
The accent layer is where the work happens: scoped authority. Other vendors stop at retrieval and call it AI. MAIA's distinguishing feature is the layer below it — the explicit, audited, function-call surface through which agents take action on the real systems of record.
Audit and policy enforcement are not bolted on. They are the foundation of every deployment. No exceptions, no compromise.
Operations centers drown in alarms. Most are false. The few that matter arrive late. MAIA composes a real-time pipeline above the alarm bus, the call traffic, and the event stream — suppressing noise, correlating signals, escalating only what survives the filter. Latency budget: under one second per decision.
Every signal, captured as it occurs — alarms, calls, sensor events, user actions, system telemetry.
Door-forced events, motion triggers, panic buttons, ATM card-skimmer detections, intrusion sensors — streamed live from existing centrals.
Inbound calls transcribed and analyzed in real time, intent extracted mid-sentence, sentiment monitored across the conversation.
Agents preprocess the stream — false positives suppressed, true incidents enriched with context, anomalies flagged.
Recurring nuisance alarms — wind on a perimeter sensor, a known cleaning schedule, a recognized vehicle — closed automatically with a logged rationale.
Patterns that deviate from baseline — out-of-hours access, abnormal transaction sequences, unusual call volume from one number — flagged for review.
Routed, escalated, or resolved — autonomously where policy permits, with full audit on every action.
Customer-facing voice agent picks up, identifies the caller against the operational database, handles the request end-to-end, escalates only when policy requires.
When escalation is warranted, the human operator receives the event with full context — site, history, recommended response, neighboring signals — not just a beep.
Unified intelligence layer for institutional banking. Connects video, access control, alarms, and vehicle tracking under a single operations dashboard. Approximately 900 ATMs under continuous monitoring. SLA-bound event lifecycle. MAIA Class ii. as the managerial assistant.
Complete digital platform for a physiotherapy and strengthening center. Clinical history, intelligent scheduling without double-booking, native iOS and Android apps, integrated local payments, and two MAIA agents in production — Class i. for patient self-service, Class ii. for the director.
Premium multi-tenant LMS for institutional education. Architecturally designed to serve federations of schools — single deployment, each institution under its own identity. Integrated MAIA modules for instructor support, academic operations, and admin reporting.
MAIA is industry-agnostic by design. The agents change shape — a clinical assistant reads patient histories, an academic assistant reads enrollment data, a banking assistant reads transaction logs — but the architecture, the audit posture, and the engineering discipline are constant.
Operations centrals, ATM monitoring, fraud event triage, executive intelligence layers, branch performance reporting.
Clinical history, scheduling without double-booking, patient self-service, integrated billing, HIPAA-grade audit.
Multi-tenant LMS, course delivery, instructor support agents, parent communication, academic reporting.
Inventory across locations, customer-facing concierge agents, post-sale support automation, loyalty operations.
Reservation management, multilingual guest agents, operational dashboards, demand forecasting, dynamic pricing.
Fleet tracking, dispatch automation, SLA-bound event lifecycle, driver-facing apps, exception escalation.
Citizen-facing services, internal workflow consolidation, audit-grade logging, LOPDP-compliant deployments.
SOC augmentation, alarm-triage agents, false-positive suppression at the edge, behavioral anomaly detection over network and physical events.
We are selective about the engagements we accept. We respond personally to every inquiry. The first conversation is at our cost; if there is a fit, we say so plainly. If there is not, we say that too.