--- title: Optimize OT Data Insights | Transform Your Manufacturing Operations | ThredCloud description: Transform your manufacturing operations with ThredCloud, enhancing data insights, streamlining processes, and improving efficiency through a comprehensive industrial knowledge layer. --- [Skip to the main content.](https://www.thredcloud.com/use-cases#main-content) [![Thred Cloud Logo](https://www.thredcloud.com/hubfs/Thred%20Cloud%20-%20reversed%20-%20with%20tagline.svg "Thred Cloud Logo")](https://thredcloud.com?hsLang=en) [![Thred Cloud - with tagline](https://www.thredcloud.com/hubfs/Thred%20Cloud%20-%20with%20tagline.svg "Thred Cloud - with tagline")](https://thredcloud.com?hsLang=en) - [ 3 STEPS TO INSIGHT ](https://www.thredcloud.com/three-steps-to-insight) - [ TALK TO YOUR FACTORY ](https://www.thredcloud.com/talk-to-your-factory) - [ USE CASES ](https://www.thredcloud.com/use-cases) - [ RESOURCES ](https://www.thredcloud.com/use-cases#) - [ Get Started ](https://www.thredcloud.com/get-started) - [ Blog ](https://www.thredcloud.com/thred-blog) - [ PRICING ](https://www.thredcloud.com/pricing) - [ ABOUT ](https://www.thredcloud.com/about-thredcloud) - [ CONTACT ](https://www.thredcloud.com/contact-us) [ Get Started ](https://cta-na2.hubspot.com/web-interactives/public/v1/track/click?encryptedPayload=AVxigLIR8Kj4CfqFmqdvLjUAYT9ydzatrdMmkik%2B%2B6%2FpYUa4HnUc02XnutYqOqt3KpxuUlHrgr%2FnV%2FdlH4NlfGD4I0mbkTJ4YwLolkKO1%2F%2F2uh9OrczGR1G0IrICsUQYZ%2Bn0szh1bnfVevTGsERIo97yG0saw%2BtSQ9YzO%2B0iB6Elh6%2FajxxP&portalId=242216844) Toggle Menu Toggle Menu [ Get Started ](https://cta-na2.hubspot.com/web-interactives/public/v1/track/click?encryptedPayload=AVxigLIR8Kj4CfqFmqdvLjUAYT9ydzatrdMmkik%2B%2B6%2FpYUa4HnUc02XnutYqOqt3KpxuUlHrgr%2FnV%2FdlH4NlfGD4I0mbkTJ4YwLolkKO1%2F%2F2uh9OrczGR1G0IrICsUQYZ%2Bn0szh1bnfVevTGsERIo97yG0saw%2BtSQ9YzO%2B0iB6Elh6%2FajxxP&portalId=242216844) - [ 3 STEPS TO INSIGHT ](https://www.thredcloud.com/three-steps-to-insight) - [ TALK TO YOUR FACTORY ](https://www.thredcloud.com/talk-to-your-factory) - [ USE CASES ](https://www.thredcloud.com/use-cases) - [ RESOURCES ](https://www.thredcloud.com/use-cases#) - [ Get Started ](https://www.thredcloud.com/get-started) - [ Blog ](https://www.thredcloud.com/thred-blog) - [ PRICING ](https://www.thredcloud.com/pricing) - [ ABOUT ](https://www.thredcloud.com/about-thredcloud) - [ CONTACT ](https://www.thredcloud.com/contact-us) # ThredCloud is transforming the way leading manufacturers leverage OT data. As production targets get more challenging and margins get thinner, understanding how to extract every last ounce of value out of your production facility becomes increasingly important. Learn how different manufacturers are using **ThredCloud **to solve different problems. [ Get Started ➜ ](https://cta-na2.hubspot.com/web-interactives/public/v1/track/click?encryptedPayload=AVxigLIXayveL2oDMPR7BsRu0DY4M9wfhD3pNueQuk6YT9PlPTXdLUeh93Wsz4ocqRMHwDvoE1ppj2qw76mCu9sFTJyI9h307LjjW0eXzXL4FxRaLGIPI21Yk%2BSrNJrTfCKonCFBofaHD%2BNmkcSAqWtuL84wgs2EgfR%2BRtPG2H0xAS6b2oaKcE2hA%2BFKO4da6Ca8hEU%3D&portalId=242216844)   ![User asking Claude what happened last night and report](https://www.thredcloud.com/hs-fs/hubfs/Thred%20Cloud%20Website/Images/handover-laptop-screen-with-claude-output.jpg?width=763&height=944&name=handover-laptop-screen-with-claude-output.jpg) ### Turn messy shift handovers into a one‑question briefing. Mid‑sized plants with small **teams **and no data department can use ThredCloud to turn messy, verbal shift handovers into a single, reliable source of truth for **“What happened on the last shift.”** By connecting Ignition, pulling in existing P&IDs, and defining key equipment relationships, you create a knowledge graph that understands how your plant fits together, without a long IT project or new infrastructure. Once that graph is live, supervisors can ask natural‑language questions such as **“What happened overnight?”** or **“What should I worry about at start‑up?”** and get a concise summary: a timeline of key events, the top issues, likely root causes, and practical recommendations. Over time, you should expect investigation time per incident to drop from “half an hour on the phone and in the logs” to a few minutes, shift reports to become consistently available and searchable, and more troubleshooting to be handled by your own team rather than external consultants. The effect is calmer mornings, fewer surprises, and a path to paying for the system within the first few weeks of real use.   ### Add an industrial knowledge layer to the analytics stack you already own. Large manufacturers with established analytics stacks, data warehouses, BI dashboards, and data science teams can adopt **ThredCloud **as an industrial knowledge layer rather than a replacement for what they already have. ThredCloud sits between OT data sources (including Ignition) and your existing tools, building a knowledge graph that encodes assets, tags, process hierarchies, and relationships in a way machines and humans can both understand. Your teams then access this structure through APIs and connectors they already know how to use - from Python notebooks to BI tools and custom applications. Instead of manually hunting for “the right” tags, reverse‑engineering relationships, or rebuilding plant context in every project, data scientists and engineers can query the graph directly and feed richer, better‑labeled features into their models and dashboards. As this layer becomes part of your standard stack, you should expect shorter analytics and modelling projects (because context work is done once, centrally), a noticeable lift in data science productivity, and improved model performance driven by better understanding of how the plant actually behaves. You keep your existing investments and gain a structured, reusable map of the factory that makes every downstream tool more valuable. ![Laptop screen showing OT data sources to ThredCloud to existing tools](https://www.thredcloud.com/hs-fs/hubfs/Thred%20Cloud%20Website/Images/use-cases-analytics-stack3.png?width=895&height=664&name=use-cases-analytics-stack3.png)   ![De-risk Migrations - User on laptop in oil field](https://www.thredcloud.com/hs-fs/hubfs/Thred%20Cloud%20Website/Images/scada.png?width=763&height=850&name=scada.png) ### Use ThredCloud to de‑risk migrations and win more projects as an integrator. Industrial systems integrators and migration specialists can use **ThredCloud **to turn **SCADA **and control system upgrades from risky, knowledge‑draining projects into a repeatable, low‑drama service offer. Instead of starting with half‑outdated documentation and nervous operators, you begin every migration by building a living knowledge graph of the existing plant: importing legacy P&IDs, linking tags to equipment, and capturing operator know‑how as relationships and annotations in one place. That graph then travels with the project. As you cut over from old platforms to modern systems, ThredCloud lets you map old tags to new tags, preserve dependencies, and keep a record of “how it used to behave” right alongside the new configuration. Operators can ask questions in their existing language—“Why is Tank 3 behaving differently than before?”—and see what changed: parameter differences, historical behaviour vs current behaviour, and suggested next steps grounded in both old and new context. ##### As you standardise this approach across projects, you should expect: ![Commissioning windows icon](https://www.thredcloud.com/hubfs/Thred%20Cloud%20Website/Icons%20and%20SVGs/commissioning-windows-icon.svg) ##### Commissioning windows 
to shrink significantly Engineers aren’t constantly rediscovering dependencies or reverse‑engineering intent from code. ![incidents-fall-icon](https://www.thredcloud.com/hubfs/Thred%20Cloud%20Website/Icons%20and%20SVGs/incidents-fall-icon.svg) ##### First‑month post‑migration incidents to fall As subtle misconfigurations 
and missing dependencies are easier 
to spot and correct early. ![operator-time-drop-icon](https://www.thredcloud.com/hubfs/Thred%20Cloud%20Website/Icons%20and%20SVGs/operator-time-drop-icon.svg) ##### Operator training 
time to drop They can learn the new system with a safety net that explains changes in terms they already understand. ![knowledge-retention-icon](https://www.thredcloud.com/hubfs/Thred%20Cloud%20Website/Icons%20and%20SVGs/knowledge-retention-icon.svg) ##### Knowledge retention to rise Because tribal knowledge is captured once in the graph and reused across future changes, audits, and expansions. ##### Commercially, this becomes part of your pitch. You can credibly offer migrations that are faster, more predictable, and less dependent on a few “hero” engineers, and back that up with concrete expectations around cutover time, incident reduction, and knowledge retention. In practice, ThredCloud becomes a competitive advantage: a visible, defendable reason clients choose your team to handle their next major platform migration. [ Get Started ➜ ](https://cta-na2.hubspot.com/web-interactives/public/v1/track/click?encryptedPayload=AVxigLIXayveL2oDMPR7BsRu0DY4M9wfhD3pNueQuk6YT9PlPTXdLUeh93Wsz4ocqRMHwDvoE1ppj2qw76mCu9sFTJyI9h307LjjW0eXzXL4FxRaLGIPI21Yk%2BSrNJrTfCKonCFBofaHD%2BNmkcSAqWtuL84wgs2EgfR%2BRtPG2H0xAS6b2oaKcE2hA%2BFKO4da6Ca8hEU%3D&portalId=242216844) ### Get your factory insights flowing. We'd love to talk to you about DataOps and how ThredCloud can help you get more out of your factory. Get in touch with the team and we'll get you started. [BOOK A DEMO ](https://www.thredcloud.com/get-started?hsLang=en) [ talk to sales ](https://www.thredcloud.com/get-started?hsLang=en) ![Factory insights factory worker](https://www.thredcloud.com/hs-fs/hubfs/Thred%20Cloud%20Website/Images/footer-image.png?width=550&height=481&name=footer-image.png) ![Thred Cloud - reversed - with tagline](https://www.thredcloud.com/hubfs/Thred%20Cloud%20-%20reversed%20-%20with%20tagline.svg) ######    JOIN US ON LINKEDIN [Privacy Policy & Terms of Use](https://www.thredcloud.com/privacy-policy-and-website-terms?hsLang=en) [SaaS Terms and Conditions](https://www.thredcloud.com/terms?hsLang=en) © 2026 ThredCloud Limited - [3 STEPS TO INSIGHT](https://www.thredcloud.com/three-steps-to-insight) - [TALK TO YOUR FACTORY](https://www.thredcloud.com/talk-to-your-factory) - [USE CASES](https://www.thredcloud.com/use-cases) - [PRICING](https://www.thredcloud.com/pricing) - [CONTACT](https://www.thredcloud.com/contact-us) - [GET STARTED](https://www.thredcloud.com/get-started) Sign up to our newsletter [![Thred Cloud logo reversed](https://www.thredcloud.com/hubfs/Thred%20Cloud%20-%20reversed%20-%20with%20tagline.svg) ](https://www.helpfulhero.com) - Legal Stuff - Privacy Policy © 2026 ThredCloud Return to top