Turn Plain Language into Instant QA Insights with QMetry AI

As QA teams scale, getting the right data at the right time becomes critical. Yet too often, it’s buried in folders, slowed by clunky filters, or locked behind SQL queries causing wasted time, delayed cycles, and inconsistent reporting. 

But moving as fast as we are today, you can’t wait on reports or guess where a test case lives. You need answers now. 

With QMetry’s Smart AI Search and AI-powered SQL generation, QA teams get instant access to data in natural language. No hunting. No bottlenecks. Just fast, reliable insights at your fingertips.  

Stop Searching. Start Asking. 

QA teams manage thousands of test cases, requirements, and defects across multiple projects. Even with filters, finding the right item often takes too long. 

QMetry’s Smart AI Search powered by HaloAI turns your system into a searchable knowledge hub. Instead of drilling through folders or tweaking filters, you simply type a question: 

• “Where are the test cases for mobile login?” 

• “Show me all open defects related to checkout.” 

• “What are the latest changes to the regression suite?” 

QMetry understands the intent, scans test assets and project documentation (SRS, SOPs, Confluence pages, and more), and returns precise answers with links and context. 

In practice: In a sprint review, when someone asks for the latest status of a user story, Smart AI Search provides the answer instantly – with source and context ready to share. No digging through Jira. No wasted time. 

Build Reports Without SQL 

Custom reports surface the QA metrics that matter, but SQL creates a barrier. Writing or editing queries forces teams to depend on developers, slowing down decisions. 

QMetry’s AI-powered SQL generation removes that barrier. Users describe what they need in natural language, and the system builds the query on the fly. You can: 

• Generate new queries from plain English. 

• Refine existing queries with added filters or conditions. 

• Get plain-language explanations of what a query is doing. 

For example: Preparing a release dashboard? Just type: 
“Show open high-severity bugs from the last two sprints, grouped by module.” 

QMetry generates the SQL automatically. Need to adjust? Ask to add a release filter or run an explanation to confirm the logic – no SQL skills required. 

From Queries to Answers 

Smart AI Search and AI-powered SQL generation are designed to remove everyday blockers in test management. By letting teams interact in natural language, QMetry reduces the effort to find information and build reports, giving QA leaders faster insights into coverage, defect trends, and release readiness. 

Instead of navigating layers of structure or waiting on technical help, teams get answers on demand. The result: less time searching, fewer delays, and more confident decisions. 

Watch the AI in action in our latest demo videos and see how QMetry turns test management into a real-time assistant. 

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