technology
The AI Architecture Powering MGMT Core™
A transparent look at the enterprise-grade architecture behind MGMT Core™
System Overview
MGMT Core™ is built on a modular, multi-layer AI architecture
Each layer is purpose-built for scale, accuracy, and reliability across reviews, listings, and reputation intelligence
1. Ingestion Layer
Collects signals from:
- business directories & data aggregators
- social channels
- messaging platforms
- user actions
- CRM/POS/webhooks
Real-time normalization ensures clean, structured data.
2. Intelligence Layer
Uses multiple AI models for:
- sentiment detection
- keyword extraction
- intent classification
- spam detection
- escalation scoring
- duplicate detection
- category relevance modeling
- conversational flow prediction
Models include:
- transformer-based LLMs
- BERT variants
- fine-tuned sentiment models
- deterministic safety fallbacks
3. Orchestration Engine
Evaluates dozens of factors before acting:
- timing
- customer history
- location
- sentiment
- listing exposure
- urgency
- language
Actions include:
- sending a review request
- drafting a response
- flagging a risk
- updating a listing
- escalating a conversation
4. Automation Layer
Executes actions instantly and reliably:
- sends messages
- publishes listing changes
- publishes approved responses
- updates attributes
- generates summaries
5. Governance Layer
Built for enterprises:
- role-based permissions
- audit logs
- approval workflows
- brand voice settings
- location-specific controls
- AI override & kill-switch controls
6. Multi-Location Engine
Manages thousands of locations simultaneously:
- bulk editing
- location grouping
- parent-child permissions
- location-level insights
- network-wide consistency enforcement
7. Reliability Layer
Ensures enterprise uptime:
- global redundancy
- continuous backups
- failover systems
- rapid recovery protocols
- SLA-backed uptime monitoring
AI Safeguards
- Output grounding and verification (prevents hallucinations)
- Brand-locked response frameworks
- Sentiment and toxicity detection
- Escalation confidence scoring
- Human-in-the-loop escalation thresholds
- Compliance-aware response routing
- Contextual validity checks
- Audit-ready decision logging
Scalability
Architected to support:
- Supports millions of listings
- High-throughput, burst-safe messaging
- Real-time global signal ingestion
- Multi-region deployments
- Horizontal auto-scaling under load
- Enterprise tenant isolation
- Fault-tolerant distributed processing
- Zero-downtime updates and rollouts