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QuickQuery.ai · AI Enterprise Intelligence

Ask your enterprise.
Get governed answers in seconds.

QuickQuery.ai is the AI intelligence layer for the Sanadi ecosystem — natural-language analytics, retrieval-augmented insights and autonomous agents working across ERP, WMS, IIoT and workforce data.

12×
Faster decisions
40+
Connected sources
98%
Answer accuracy
<5s
Time-to-insight

Platform overview

One AI layer across every enterprise system

QuickQuery.ai unifies structured and unstructured enterprise data behind a governed AI fabric — so any leader, planner or operator can ask, explore and act in natural language.

Natural-language BI

Ask questions in plain English or Arabic and receive charts, tables and narratives sourced from live systems.

RAG over enterprise data

Retrieval-augmented generation grounded in ERP, WMS, IIoT, HR and document repositories with full source citations.

Autonomous AI agents

Goal-driven agents that monitor KPIs, trigger workflows and orchestrate actions across the AMIGO and RAQM ecosystems.

Capabilities built for the enterprise

Conversational analytics

Replace dashboards with dialogue across finance, ops and workforce data.

Document intelligence

Extract, summarize and reason over contracts, SOPs and compliance archives.

Predictive insights

Forecast demand, maintenance and workforce risk with explainable models.

Governed by design

Row-level security, role-aware retrieval and full audit lineage.

Workflow automation

Trigger ERP, WMS and RAQM workflows directly from AI conversations.

Custom copilots

Domain copilots for planners, controllers, HR and field supervisors.

Core modules

AI Chat

Conversation

Conversational interface across all connected enterprise systems.

AI Dashboards

Analytics

Generative dashboards built on natural-language prompts.

Knowledge Engine

RAG

RAG pipeline with vector + structured retrieval and citations.

Agent Studio

Agents

Build, deploy and monitor goal-driven enterprise agents.

Document AI

Documents

OCR, extraction and reasoning across enterprise documents.

Governance Layer

Trust

Policy controls, PII redaction and full audit trail.

How QuickQuery.ai works

01

Connect

Plug into AMIGO ERP/WMS/IIoT, RAQM, databases, data lakes and document stores.

02

Ground

Index structured and unstructured data behind a governed retrieval layer.

03

Ask

Users query in natural language with role-aware permissions and citations.

04

Act

Agents and workflows execute approved actions back into operational systems.

AI & analytics core

Engineered for enterprise reliability — multi-model orchestration, deterministic guardrails and full observability over every prompt, retrieval and action.

Multi-model routing

Best-fit LLM per task with cost and latency optimization.

Guardrails & policies

Prompt firewalls, PII redaction and content policy enforcement.

Continuous learning

Feedback loops improve retrieval, ranking and answer quality.

Explainable answers

Every response includes sources, lineage and confidence signals.

Technical architecture

L5
Experience layer
Chat, dashboards, copilots and embedded widgets across web and mobile.
L4
Orchestration layer
Multi-model routing, tool use, agent runtime and workflow execution.
L3
Knowledge layer
Vector + relational retrieval, semantic models and document pipelines.
L2
Governance layer
Identity, RBAC, audit, observability and policy enforcement.
L1
Data layer
Connectors to AMIGO, RAQM, databases, lakes and SaaS platforms.

Integrations

AMIGO ERP
Ecosystem
AMIGO WMS
Ecosystem
AMIGO IIoT
Ecosystem
RAQM Workforce
Ecosystem
SAP
ERP
Oracle
ERP
Microsoft 365
Productivity
Google Workspace
Productivity
Snowflake
Data
Databricks
Data
PostgreSQL
Data
SharePoint
Documents

Industry use cases

Manufacturing

Plant-floor copilots for OEE, quality and supply visibility.

  • +18% OEE
  • -30% reporting time

Logistics & Warehousing

Conversational WMS analytics and exception agents.

  • 2× throughput insight
  • -40% manual queries

Construction

Project intelligence across cost, schedule and workforce.

  • Real-time risk view
  • Unified site reporting

Government & Public Sector

Governed knowledge assistants over policy and operations.

  • Faster citizen response
  • Auditable answers

Dashboard previews

Executive intelligence

Live KPIs across finance, operations and workforce.

Revenue
$148M
+9.2%
OEE
82%
+3.1%
Workforce util.
91%
+1.4%

Operations copilot

Anomaly detection and recommended actions.

Open exceptions
12
-24%
Auto-resolved
68%
+12%
SLA risk
Low

Knowledge assistant

Cited answers over enterprise documents.

Queries/day
4.2K
+38%
Avg latency
1.8s
-22%
CSAT
4.7/5
+0.3

Case studies

Manufacturing

Global Industrial Operator

"QuickQuery.ai replaced 40+ static dashboards with one conversational interface across our plants."

12×
Decision velocity
-65%
Report effort
Warehousing

GCC Logistics Leader

"Our planners now ask QuickQuery instead of waiting on BI tickets — answers come in seconds."

-80%
BI backlog
Real-time
Throughput insight

Frequently asked questions

See QuickQuery.ai on your data

Book a guided session and watch QuickQuery.ai answer your real questions across ERP, WMS, IIoT and workforce systems.