The Legacy Challenge: Data Locked Behind Technical Walls
Enterprise systems like Oracle E-Business Suite or SAP hold an organization’s most valuable resource — data. Yet, accessing that data often feels like navigating a labyrinth.
A simple business question — “Which suppliers delivered late last quarter?” — can trigger a chain reaction:
someone raises a ticket, a report developer writes a SQL query, validation cycles begin, and days later, the answer finally lands in the user’s inbox.
This model has persisted for decades. But in today’s world of real-time decision-making, it’s no longer sustainable.
The challenges are clear:
- IT dependency: Business teams rely on technical specialists to extract even basic insights.
- Delays and inefficiencies: By the time reports arrive, opportunities may have already passed.
- Limited agility: Static dashboards cannot handle ad-hoc, evolving business questions.
- Skill gap: Non-technical users struggle with SQL syntax and database schemas.
Enterprises need a way to let data flow as fast as thought — without compromising accuracy or security.
The AskGuru Advantage: Turning Questions into Conversations
AskGuru, Clonetab’s AI-driven Natural Language Query (NLQ) platform, bridges this gap by letting business users talk to their databases in plain English.
It combines Natural Language to SQL (NL2SQL) intelligence with enterprise-specific training to understand and respond to business queries contextually.
Instead of writing code, users can simply ask:
- “Show me last quarter’s purchase orders over $100,000.”
- “Which expenses grew more than 20% in the last six months?”
- “List vendors with delayed shipments this year.”
AskGuru interprets these questions, confirms the user’s intent, generates the corresponding SQL, executes it securely, and delivers the result — instantly.
AI That Understands Your Business
AskGuru isn’t a generic chatbot. It’s a domain-trained AI system built for enterprise realities.
Using Clonetab’s proprietary LLM framework, AskGuru is trained on the data models, relationships, and terminologies of systems like Oracle EBS, SAP, and even custom-built applications.
This allows it to:
- Recognize internal naming conventions (“Ohio plant” vs internal plant code).
- Understand temporal language (“June 7” → accurate date format).
- Handle abbreviations and synonyms common to your organization.
- Adapt to new modules or systems through domain training.
The result? Accurate, business-aware answers, not guesswork.
Intelligence with Integrity: How AskGuru Ensures Accuracy
Before executing a query, AskGuru performs intent confirmation — a key differentiator in its design.
It validates the user’s request by restating what it understood:
“Do you want to see vendor ABC Industries Pvt Ltd for the period June 2024?”
Only after user confirmation does it run the SQL query.
This proactive validation prevents misinterpretation and ensures clean, trusted outputs — a crucial step for data governance and auditability.
Flexible Deployment for Every Enterprise
AskGuru adapts to your infrastructure and compliance needs:
On-Premise Model
- Fully deployed within your private network.
- No external data transmission.
- Ideal for enterprises prioritizing data control and security.
SaaS Model
- Hosted and managed by Clonetab.
- Perfect for teams without GPU infrastructure.
- Subscription or pay-per-query options eliminate upfront CapEx.
In both cases, AskGuru ensures secure access, continuous updates, and high availability.
Measurable Intelligence: Learning That Evolves
AI maturity is a journey. AskGuru’s model continuously refines itself through delta training — a structured process of learning from real user queries over time.
- Initial accuracy: 60–70% at deployment
- After 6 months of tuning: 90–95% accuracy
This adaptive learning ensures that the more you use AskGuru, the smarter it gets — understanding your organization’s evolving vocabulary and priorities.
Transforming Business Roles, Not Replacing Them
AskGuru isn’t here to replace analysts or developers. It’s here to empower decision-makers — finance managers, procurement heads, and operations leaders — to ask, explore, and act without delay.
By making data conversational, it shifts the enterprise mindset:
- From waiting for reports → to real-time discovery
- From technical dependency → to business independence
- From reactive insights → to proactive intelligence
It’s not just about accessing data faster — it’s about thinking faster as an organization.
The Future: Conversational Data Intelligence
The next wave of enterprise transformation isn’t about bigger dashboards or more complex analytics tools. It’s about humanizing data interaction.
AskGuru represents that future — where anyone in the organization can simply ask a question and get a precise, validated, and contextual answer in seconds.
No SQL. No delays. No barriers.
Because the future of business intelligence is not about querying data — it’s about conversing with it.
Experience the Future of Data Access
Empower your teams to make faster, smarter decisions with AskGuru.
Discover how conversational AI can turn your ERP data into instant, actionable intelligence.
