Resource hub
From technical deep-dives to industry spotlights, explore how generative AI is reshaping the way we work with data.
Will SQL be the new Assembly Language?
Accessing enterprise data shouldn’t be hard—but for billions of professionals, SQL remains a barrier. Despite decades of BI tools and dashboards promising “self-serve” analytics, business users are still blocked by complexity, slow workflows, and reliance on data experts. Text-to-SQL AI seemed like a solution, but auto-generated queries still require verification, leaving the SQL wall intact. Tursio reimagines data analytics by connecting natural language questions directly to enterprise data while ensuring correctness. By inferring semantic models, constraining AI queries to relevant data, and systematically building query plans, Tursio delivers accurate, interpretable, and actionable answers—making AI-powered analytics truly accessible.
Read more
Why AI fails despite "great” models?
We’ve all seen AI demos—type a question, get an instant answer. In reality, 95% of enterprise AI pilots fail—not because models are weak, but because prompting is hard. Most users aren’t prompt engineers, especially when querying structured data, leading to hallucinations and lost trust. At Tursio, Auto Mode solves this: it scaffolds questions based on what exists, what’s meaningful, and what’s probable in your data. Users explore, select, and accept—without worrying about SQL or prompt complexity. AI should adapt to humans, not the other way around. The result? Fast, reliable insights you can trust.
Read more
Redefining Productivity with AI
AI isn’t replacing people—it’s amplifying them. Across functions, AI acts as a force multiplier, automating repetitive work, accelerating research, and enabling faster, more confident decisions. Analysts interpret rather than wrangle data, marketers generate content and insights instantly, customer teams serve faster, and managers focus on strategy over reporting. The new productivity measure is decision velocity, not hours worked. Tomorrow’s professionals need data literacy, AI copiloting skills, and cross-functional agility. At Tursio, we empower teams to access structured data in natural language, removing barriers and unlocking human potential, so AI amplifies impact instead of just adding tools.
Read more
MCP for Databases: New trick for old elephants
In enterprise AI, making LLMs understand structured data is tricky. Many turn to LangChain for rapid prototyping, but Model Context Protocol (MCP) is emerging as a production-ready alternative—sometimes called the “USB-C for AI.” MCP servers translate natural language into schema-aware, secure queries, giving LLMs safe access to SQL, Snowflake, or FHIR databases without glue code. While LangChain excels at flexibility, MCP shines in regulated, structured environments. Tursio complements this by focusing on the human experience: effortless natural language querying, context-aware explanations, and insights for decision-makers. Together, structured access and user-centric interfaces define modern AI workflows.
Read more
Is 100x Productivity Possible with AI?
Knowledge workers waste nearly 20% of their time hunting for data. Dashboards, reports, and analytics tools exist—but insights are buried. True efficiency isn’t about doing more; it’s about getting answers faster. AI can remove friction between question and insight, letting anyone explore data instantly without SQL or analyst handholding. Imagine a marketer checking campaign performance mid-meeting, a PM spotting drop-offs in real time, or finance stress-testing budgets on the spot. This is 100x efficiency: decisions made at the speed of thought. The next advantage isn’t more data—it’s faster, smarter access to it.
Read more
How Credit Unions Are Winning with Generative AI
AI adoption for credit unions works best as a staged journey, not a leap. Start small with Level 1—quick, natural language insights for immediate ROI. Level 2 expands to advanced financial analysis across departments, enabling data-driven strategy, risk management, and growth tracking. Level 3 brings department-level simulations, scenario planning, and deep operational insights for Lending, Risk, and Member Services. Success requires strong data governance, simplified deployment, and empowering non-technical users. By starting smart, scaling fast, and aligning AI with business priorities, credit unions can unlock actionable insights, improve decision-making, and maximize value without the pitfalls of a “big bang” rollout.
Read more
Searching Clinical Data using Generative AI
Healthcare data is messy, and querying it effectively is critical for better patient outcomes. SearchAI leverages generative AI to enable natural language search over clinical databases, including ICD, CPT, NDC, MIPS, and modifier codes. Using Boolean decomposition, ontology-aware navigation, and instance-specific tuning, SearchAI interprets complex medical queries, maps them to hierarchical codes, and returns accurate results. Hierarchical flattening and hybrid approaches enhance precision and coverage, achieving up to 99% accuracy. Fast, robust, and semantically aware, SearchAI empowers clinicians and researchers to quickly access actionable information, bridging the gap between technical complexity and clinical usability, and transforming how healthcare data is explored.
Read more
Tursio Product Updates: Towards 100x knowledge workers
Knowledge workers often struggle to get actionable insights from enterprise data. Tursio’s latest release addresses this with Auto, Analyze, and Research modes. Auto guides users through semantic models, generating accurate queries without requiring technical expertise. Analyze lets users dig deeper, combining facts with creative reasoning for holistic insights. Research enables open-ended exploration for discovery. Persistent sharing and smarter PDF exports ensure insights are never lost and can be presented clearly. User-recommended questions foster collaboration across teams. Together, these features make Tursio an end-to-end tool, transforming questions into decisions faster and empowering knowledge workers to fully leverage their data.
Read more
From Queries to Conversations in SQL Server
Tursio bridges this gap, turning structured enterprise data into real-time, conversational intelligence. Our NLP engine understands intent, delivers fast and accurate answers, and works securely across systems. Tursio empowers every employee to query data naturally, making business intelligence intuitive, accessible, and actionable.
Read more
AI-powered Querying for 100x Knowledge Workers
Asking questions is central for knowledge workers, yet traditional business intelligence tools—like dashboards—are slow, technical, and inefficient. Modern AI offers a generational productivity leap, automating repetitive tasks so workers can focus on analysis, interpretation, and asking better questions. AI-powered querying enables rapid, high-level insights, letting knowledge workers operate 100x more efficiently. Companies are increasingly adopting AI to do more with less, transforming workflows. In this new paradigm, conventional BI becomes obsolete, replaced by tools that empower humans to think, question, and act faster, unlocking unprecedented workplace productivity and reshaping the way knowledge-driven decisions are made.
Read more
Why is it hard to bet on AI?
Generative AI promises efficiency for knowledge workers but raises questions about its real value. While AI can simplify, automate, or enable breakthroughs, the market is crowded with complex tools, creating confusion for investors, customers, and builders. Many solutions require vast data and expertise, making trust and usability a challenge. Enterprises often prefer simple, reliable interfaces like search boxes over complex workflows. Success depends on delivering consistent, accurate, and actionable results while maintaining simplicity. At Tursio, the focus is on making generative AI work seamlessly within enterprise databases, empowering users without moving data, reducing complexity, and maximizing impact.
Read more
Power of Asking Questions
Rudyard Kipling’s “Six Honest Serving Men”—What, Why, When, How, Where, Who—highlights the power of questioning, a skill essential in every field. Traditional business intelligence relies on engineers and dashboards to answer questions, but this slows knowledge workers, limiting productivity and insight. In the knowledge economy, professionals—from marketers to clinicians to bankers—must ask questions iteratively to make informed decisions. Generative AI enables natural-language queries over enterprise data, transforming raw data into actionable knowledge. Tursio brings generative AI to databases without moving data, empowering knowledge workers to ask advanced questions, generate analyses, and iterate quickly, keeping critical decision-making agile and efficient.
Read more
Prev
Next
Ready to transform your workflow with AI?
See how Tursio helps you work faster, smarter, and securely.
Subscribe for product updates
Discover how Tursio is transforming databases into generative AI machines, empowering enterprises to leverage AI without extra infrastructure or compromising security.
@2025 Tursio. All rights reserved.
