Benchmarking vs Traditional LLM and RAG-based Systems
| Parameter | LLM + RAG Systems | Machadalo Prototype | Improvement |
|---|---|---|---|
| Multi-Intent Query Handling | 65% | 91% | +26% |
| Real-Time Workflow Routing | 48% | 93% | +45% |
| Sectoral Field Identification | 58% | 87% | +29% |
| Report Generation (CXOs) | 52% | 89% | +37% |
| Input Clarity (Vague Inputs) | 61% | 90% | +29% |
| Domain Agnosticism | Low | High | ✓ |
| Cost of Query Resolution | High | Low | ✓ |
Intelligence That Works the Way Your Business Thinks
We’ve reimagined AI orchestration for real-world complexity. Our modular framework enhances large language models (LLMs) with memory fields, layered correlation scoring, and workflow triggers—powering accurate, real-time business decisions without retraining or reliance on conventional RAG systems.
Why This, Why Now?
Traditional LLM systems struggle with multi-intent queries, high factual accuracy, and dynamic workflows. Our orchestration framework fills these gaps—cost-effectively and scalably.
Differentiator
Where RAG systems depend on external retrieval and are engineering-heavy, our approach uses built-in memory and correlation logic—resulting in lower latency, higher accuracy, and minimal dev effort.
Built from Experience
This isn’t lab theory. Our system is born from over 10 years of cross-sector deployment via Machadalo—ensuring practical business value, not just research novelty.
USPs!
Better Than Traditional LLM + RAG Systems
- ✔ +26% improvement in multi-intent query handling
- ✔ +45% uplift in real-time workflow routing
- ✔ 90%+ clarity with vague or incomplete inputs
AI That Thinks in Workflows, Not Just Words
Go beyond chat. Our orchestration engine maps complex business queries to intelligent, multi-step actions—live, layered, and aligned with real outcomes.
Bi-Directional Sync
Push and pull data from our CRM instantly during the chat. No delays, no silos.
Context - Memory-Aware Intelligence
Every interaction improves context. Our memory fields allow the AI to recall, reason, and correlate like your best business analyst which also triggers CRM status and actions in real time.
Cross-Domain, Cross-Platform
One orchestration layer. Infinite use cases—education, finance, healthcare, e-commerce, and more. Built for multi-sector agility.
Private by Default. Scalable by Design.
Enterprise-grade security, local model options, and full control over what your AI learns, remembers, and shares.
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