| LLM Selection |
Restricted to vendor-selected models. |
Supports GPT, Claude, Gemini, open-source models, and hybrid architectures. |
| RAG Implementation |
✕ Limited or unavailable. |
✓ Custom Retrieval-Augmented Generation using your business data. |
| Tool Calling & Actions |
Basic integrations with predefined actions. |
Executes workflows across APIs, databases, CRMs, ERPs, and internal systems. |
| Multi-Agent Orchestration |
Single-agent execution model. |
Multiple specialized agents collaborate to complete complex business tasks. |
| Context Window Management |
Fixed context handling with limited memory. |
Persistent memory, session management, and long-context optimization. |
| Business Logic Control |
Minimal customization of decision flows. |
Custom rules, approval chains, escalation logic, and workflow governance. |
| Data Security |
Shared infrastructure and limited control. |
Private deployments, role-based access, encryption, and compliance controls. |
| System Integration |
Limited connector ecosystem. |
Deep integration with CRM, ERP, HRMS, ticketing, finance, and legacy platforms. |
| Performance Optimization |
Vendor-managed updates only. |
Continuous prompt tuning, model upgrades, monitoring, and cost optimization. |