Rolling out ThoughtSpot to 1,000 business users at $25 per seat costs $300,000 a year at the low end of list price. Professional services come on top, at $50K to $200K. ThoughtSpot Spotter and Tursio overlap more than any other pair in this series. Both connect to multiple databases and build their semantic layer automatically. ThoughtSpot is a full BI platform priced per user, while Tursio is a search layer with a flat license, so adding users doesn't add cost. Tursio also runs on-prem as a single Docker image, answers one question across several databases at once, and gives AI agents an MCP server for querying your data. Full comparison → https://lnkd.in/gwch_dvZ The last post in our series on how Tursio compares with AI data platforms. All five comparisons → https://lnkd.in/gcrAx8dm
Tursio
Software Development
Search Structured Data with Context - Secure, On‑Premise, AI‑Ready
About us
Tursio provides enterprise search for structured data, connecting databases like SQL Server, Oracle, and PostgreSQL to humans and AI agents via natural language. It auto-generates a context graph and deploys on-premises for privacy, access control, and compliant search experiences.
- Website
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https://www.tursio.ai
External link for Tursio
- Industry
- Software Development
- Company size
- 2-10 employees
- Type
- Privately Held
- Founded
- 2023
Products
Tursio
Enterprise Search Software
Tursio is a structured data search platform that transforms how organizations access and leverage their data. Built on patented technology, Tursio automatically infers a context graph from your databases - understanding relationships and structures without requiring months of manual setup. This eliminates the need for teams to build complex guardrails before deploying AI to search operational data. Tursio connects internal data to business users and AI agents with enterprise-grade accuracy and security. The platform solves two critical problems that plague current AI solutions: accuracy and privacy. Through its intelligent context graph and rigorous validation processes, Tursio delivers reliable answers to complex data questions. Organizations across credit unions, regional banks, insurance companies, and regulated enterprises achieve 96%+ raw accuracy and 100% effective accuracy on real-world workloads without requiring a team of data scientists.
Employees at Tursio
Updates
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Tursio reposted this
Beautifully thought-provoking article! It struck me that we often see similar chaos when making enterprise databases searchable by employees with Tursio. Employees feel a newfound sense of power and want to search for everything. Meanwhile, IT and data teams worry about security, reliability, cost, and everything else that comes with it. Clearly, the "reining in" part is so critical, and that's what our team focuses on delivering every day.
One of the best tells that a technology will actually change the world is, “Does it make a chaotic entrance?” What Replit really gets is that this joyful chaos can’t be extinguished: it has to be reined in just the right amount, so that all of the bottoms-up enthusiasm and ownership stays alive within an optimal habitat. Because the same excitement and ambition driving the initial chaos is also what’s creating deep organizational alignment, from the bottom up inside businesses, that makes these companies come alive. Agents are joining a long tradition of technologies that started as chaos and got reined in just the right amount: Like ChatGPT a few years ago, PCs mostly arrived because people brought them to work and plugged them in, allowed or not, because they helped them get things done. Employees were staking a claim on new ways to work, and taking fierce ownership over them. Code is the ultimate “aligning artifact” that someone can produce, because it literally is the business logic of the organization. But it’s an inherently chaotic thing to generate, if suddenly all kinds of new people are creating it from the bottom up. To become self-driving, a company has to become aligned. And nothing creates alignment quite like expanding the opportunity set of who can contribute code. Soon, you’ll be able to measure a company’s alignment by the richness of its agent habitat. Replit and its customers already get this. Read the full piece by Marc Andreessen, linked in the comments.
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Corning Credit Union signed on before Tursio had a single other customer. Today their team is among the most active users of Tursio Data Search. Their feedback has shaped the product from the start. This week Murali Mahalingam visited the team in Corning, NY to see how they use Tursio day to day and to plan what we build next. Thank you, Tom Foster, PMP, CSM, Amber Miller, Joshulin Clark, Lyndsey Gullickson and the whole Corning CU team, for trusting us first. #CreditUnions #AI #DataSearch #Tursio
Wonderful visit with the team at Corning Credit Union, our very first customer and some of the most active users of Tursio Data Search. It was great to spend time together, hear firsthand how they are using the product, and discuss where we can take it next. A productive meeting and a beautiful fall backdrop in upstate New York. Thank you to the Corning Credit Union team for believing in us from the beginning! Tom Foster, PMP, CSM Amber Miller Joshulin Clark Lyndsey Gullickson #CreditUnions #AI #DataSearch #Tursio
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A member calls asking why a payment didn't go through. To answer, someone opens the core, then the card processor's portal, then digital banking, then an email thread from March. This is No. 5 of The Core Question, our weekly poll on credit union data. We'll post the results and our take once voting closes. If you picked "I've stopped counting," list them in the comments. #TheCoreQuestion #CreditUnions #AI #DataIntegration
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Excited to present in the Data & Insights track at VentureTech! Most CU data sits in core systems that only a few people can query. Tursio changes that. It’s an on-prem AI platform that lets anyone ask questions in plain language and get accurate, explainable answers, without the data ever leaving your environment. If you’re attending, come say hi. We’d love to hear what questions your team wishes it could answer today. #VentureTech2026 #CreditUnions #AI #DataAnalytics #Fintech
Your data should work harder for you. Meet the fintechs presenting in Data & Insights at VentureTech 👇 🔹 Tursio �� An on-premises AI platform that makes your core data searchable and delivers accurate, trustworthy answers in your language and context. 🔹 Psympl – A Psychographic AI™ platform that decodes human motivation to power persuasive, personalized targeting and content at scale for CUs. 🔹 Dilly Labs – A vendor procurement platform for credit unions with AI-guided triage, RFI/RFP orchestration, peer pricing benchmarks, and sandbox testing. Smarter decisions start here. Catch them live at VentureTech 2026. Register: https://myventuretech.com/ #CreditUnions #VentureTech2026
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Ask ClickHouse's AI SQL helper the same question twice and you can get two different queries, with two different answers. It rediscovers your schema from scratch on every question and keeps no memory between them. It also runs only at the command line, against a single ClickHouse instance, and sends your schema to an outside LLM. Tursio builds context once (join paths, column meanings, PII tags) and reuses it on every question, so everyone who asks the same question gets the same answer. It runs inside your network across all your databases, and business users ask questions in Teams, Excel, or Copilot. Full comparison → https://lnkd.in/grAYrGvA Part 4 of a series on how Tursio compares with AI data platforms. Next: ThoughtSpot Spotter.
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Tursio is pitching from the main stage at VentureTechch 2026 in Fort Worth next month. Our VP of Sales, Murali Mahalingam, joined Kristopher Kovacs on The Fintech Combine’s preview episode to introduce Tursio alongside the other 11 fintechs in the lineup. Murali’s segment starts at 1:09. What we’re bringing: plain-English answers from your credit union’s core and data systems, running on-prem so member data stays inside your walls. 🎥 Watch the episode: https://lnkd.in/e8pVpk2K Heading to Fort Worth? Come find us. #VentureTech #CreditUnions #Fintech
This episode is so HUGE we’re dropping it three days early! It’s the VentureTech 2026 Preview Episode! Meet the entrepreneurs behind the 12 fintechs pitching from the main stage in Fort Worth next month: Eisen, ReboundX, Psympl, Twin1 AI, SplitSecure, Delfi, Decisionly, Tursio, Instarails, B Generous, Convey, and Conductiv. We had a great time interviewing this group and can’t wait to welcome them—and you—to Fort Worth. 🎥 Get to know all 12 before they take the stage: https://lnkd.in/e8pVpk2K Best of luck to all the teams. See you in Fort Worth! Thank you to Curql for sponsoring this episode of The Fintech Combine!
Meet the 12 Fintech Startups Competing at VentureTech 2026
https://www.youtube.com/
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That’s a wrap on #JHConnect 2026. Three days at booth 1518, and one question came up more than any other: “Can we use AI on member data without it leaving our environment?” Yes. That’s exactly what Tursio is built for. It’s natural-language search across your core and every other system, deployed on-prem, so your data stays where it belongs. Thank you to everyone who stopped by, asked hard questions, and pushed us on Symitar, governance, and real-world use cases. Those conversations shape what we build next. If we didn’t get to talk, let’s fix that 👇 https://lnkd.in/gX8pCgHz #JackHenry #CreditUnions #AI #DataGovernance
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Day 2 at #JHConnect and the hat is doing the talking 💡 If you see a scrolling "tursio" across the show floor, follow it to Booth 1518. We're showing how credit unions can ask questions of their core data in plain English, on-prem, with nothing leaving their walls. Come say hi, see a live demo, and maybe try on the hat. #JackHenry #CreditUnions #AI #DataSearch #Tursio
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Day 1 of #JHConnect, and congratulations to Jack Henry on 50 years. We’re at booth 1518 in the Kansas City Convention Center. Bring a question you’d normally send to your reporting team, like “Which loans are 30 days past due?” or “How many new members joined this quarter?” We’ll answer it live with Tursio, in plain English, on sample core data. We’re here through Wednesday :) Alekh Jindal Murali Mahalingam Nicole Welch, MBA, SCMS
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