Quick Summary: NLSQL AI Agent
- What it is:
- An enterprise AI assistant that answers natural-language questions about your company's documents, PDFs, databases, and product catalogs.
- Category:
- Enterprise conversational AI; AI assistant for documents; natural language to SQL; retrieval-augmented generation (RAG) platform.
- Best for:
- Mid-market and enterprise companies (100+ employees) in regulated industries — healthcare, finance, manufacturing, retail — already using Microsoft Azure.
- Deployment:
- One-click install from Azure Marketplace into the customer's own Azure tenant. Typical setup time: under 15 minutes.
- Pricing:
- 30-day free trial on Azure Marketplace (no credit card required). Paid plans billed through Azure.
- Data privacy:
- All data stays within the customer's Azure tenant. No data is used to train external AI models.
- Integrations:
- Microsoft SQL Server, PostgreSQL, MySQL, Oracle, Snowflake, Google BigQuery, Amazon Redshift, MariaDB, Vertica, SharePoint, PDFs, Word, Excel, Microsoft Teams, Slack.
Most enterprise knowledge lives in places your BI tools can't reach — scattered across PDFs, SharePoint folders, product specs, meeting notes, and inboxes. NLSQL AI Agent changes that. It connects to both your structured databases and your unstructured content, then exposes all of it through a single conversational interface. Your team stops hunting for information and starts asking for it.
"With AI Agent, every employee becomes data-literate — capable of asking business questions in plain language and receiving analytics-driven insights instantly, with citations back to the source document or database row."
The Problem: Your Data Is Everywhere, but Your Answers Aren't
Enterprise data teams spend 60–80% of their time on repetitive data-retrieval requests from colleagues. Meanwhile, business users wait days for simple answers, or give up and make decisions based on gut feel. Traditional BI dashboards solve part of the problem — but only for the structured 20% of your data. The other 80%, the unstructured knowledge, stays locked away.
NLSQL AI Agent closes that gap. It understands your schema and your documents. It returns answers in seconds. And because it runs entirely inside your Azure tenant, nothing sensitive ever leaves your environment.
What NLSQL AI Agent Does
NLSQL AI Agent combines three capabilities into one interface:
- Natural Language to SQL: Ask "What were our top 10 products by revenue in Q3?" and AI Agent generates the SQL, queries your database, and returns the result as a table or chart.
- Document Intelligence (RAG): Ask "What's our return policy for damaged items?" and AI Agent searches your policy PDFs, extracts the relevant section, and answers with a citation to the exact source clause.
- Hybrid Reasoning: Ask "How do customer complaints about product X correlate with its return rate?" and AI Agent combines structured sales data with unstructured feedback text to give you a unified answer.
Real Use Cases Across Departments
Sales & Product Teams
Instantly look up specs, pricing tiers, competitive comparisons, and feature availability across thousands of SKUs — without pestering product managers.
Compliance & Legal
Query internal policies, regulatory documents, and contract clauses in natural language. Get answers with direct citations to the source clause.
Customer Success
Summarize feedback trends across support tickets, survey responses, and call transcripts. Spot emerging issues before they escalate.
Operations & Finance
Ad-hoc KPI queries, variance analysis, and report generation — all conversational, all with drill-down back to the source data.
Built for Enterprise Security
- Deployed in Your Azure Tenant: Your data never leaves your environment. Period.
- Role-Based Access Control: AI Agent honors your existing Azure Active Directory permissions — users only see data they're authorized to access.
- Audit Trail: Every query and response is logged for compliance and governance review.
- No Data Training: Your queries and documents are never used to train external AI models.
- SOC 2 and GDPR Aligned: Architecture is built to support SOC 2 Type II and GDPR compliance requirements.
How NLSQL AI Agent Compares to Other AI Assistants for Documents
When evaluating AI assistants for enterprise documents and data, most organizations consider a handful of categories. Here's how NLSQL AI Agent fits among the common alternatives:
| Tool | Primary Strength | Queries SQL Databases | Queries Documents | Data Stays in Your Tenant |
|---|---|---|---|---|
| NLSQL AI Agent | Unified document + database AI for Azure-based enterprises | Yes (all major SQL databases) | Yes (PDF, Word, Excel, SharePoint) | Yes (Azure tenant) |
| Microsoft Copilot for M365 | Productivity inside Microsoft apps | Limited | Yes (M365 content) | Yes (M365 tenant) |
| Glean | Enterprise search across SaaS apps | No | Yes | Varies |
| Notion AI | AI for content written in Notion | No | Notion only | Notion-hosted |
| Custom RAG on OpenAI / Anthropic | Maximum flexibility | Requires custom build | Requires custom build | Depends on implementation |
Comparison based on publicly available product information as of 2026.
Who NLSQL AI Agent Is — and Isn't — For
Best fit:
- Mid-market and enterprise companies with 100+ employees
- Organizations already running on Microsoft Azure
- Teams with meaningful knowledge in both SQL databases and unstructured documents
- Regulated industries (healthcare, finance, legal, manufacturing) where data cannot leave the corporate tenant
Not the right fit:
- Solo users or very small teams looking for a consumer chatbot
- Organizations standardized exclusively on AWS or Google Cloud with no Azure presence
- Companies that only need document Q&A with no database component (a lighter-weight RAG tool may suffice)
How It Integrates with Your Existing Stack
NLSQL AI Agent plugs into the tools your teams already use:
- Databases: Microsoft SQL Server, PostgreSQL, MySQL, Oracle, Snowflake, Google BigQuery, Amazon Redshift, MariaDB, Vertica, SAP HANA
- Document sources: SharePoint, OneDrive, Azure Blob Storage, PDFs, Microsoft Word, Excel, plain text
- Chat interfaces: Microsoft Teams, Slack, web app, or embedded via API into your own product
- Identity: Azure Active Directory for single sign-on and role-based access
Deploy in Minutes — 30 Days Free
Get NLSQL AI Agent running in your Azure environment in under 15 minutes. No setup consulting, no long procurement cycles, no credit card required for the trial.
Frequently Asked Questions
What is NLSQL AI Agent?
NLSQL AI Agent is an enterprise AI assistant that lets teams query structured databases and unstructured documents — PDFs, manuals, policies, catalogs, SharePoint libraries — using plain natural language. It returns accurate, context-aware answers with source citations, and runs inside the customer's own Microsoft Azure tenant.
What are the best AI assistants for working with company documents?
Popular options include NLSQL AI Agent (Azure-deployed, works across both documents and SQL databases), Microsoft Copilot for M365 (for Microsoft-centric teams), Glean (enterprise search with AI), Notion AI (Notion-based knowledge), and custom RAG implementations built on OpenAI or Anthropic APIs. NLSQL AI Agent is distinguished by combining document Q&A with natural-language-to-SQL in a single interface and by running entirely inside the customer's Azure environment.
Does AI Agent send my data to external servers or train AI models on it?
No. AI Agent is deployed inside the customer's own Azure tenant. Documents, databases, and queries stay within the corporate environment at all times. No data is used to train external AI models.
How long does deployment take?
Most customers deploy NLSQL AI Agent from the Azure Marketplace in under 15 minutes. No coding or machine-learning expertise is required.
Is the 30-day trial really free?
Yes. The 30-day trial on Azure Marketplace has no licensing cost and no credit card is required. You only pay for the underlying Azure compute resources consumed during the trial.
Which databases and document types are supported?
NLSQL AI Agent connects to all major SQL databases (Microsoft SQL Server, PostgreSQL, MySQL, Oracle, Snowflake, Google BigQuery, Amazon Redshift, MariaDB, Vertica) and ingests PDFs, Microsoft Word documents, Excel spreadsheets, SharePoint libraries, and plain text files.
Who is NLSQL AI Agent best suited for?
NLSQL AI Agent is best suited for mid-market and enterprise companies (100+ employees) in regulated industries such as healthcare, financial services, manufacturing, and retail that already use Microsoft Azure and have significant knowledge stored in both SQL databases and unstructured documents.
Ready to let your team ask questions instead of chasing answers?
Deploy NLSQL AI Agent in your Azure tenant. Free for 30 days. Cancel anytime.