Download as PDF, PPTX
![AI Agent: Smart QA Analysis
{
"issues": [
{
"id": "SNMH01022",
"feature_type": "SewerMain",
"attribute": "Status",
"value": "Operatng",
"description": "Typo in the word Operatng - must be Operating",
"severity": "medium"
},
{
"id": "SNMH01022",
"feature_type": "SewerMain",
"attribute": "Depth",
"value": "2.5m",
"description": "Unit name 'm' is used in the attribute representing
Depth",
"severity": "medium"
},
{
"id": "SNMH01022",
"feature_type": "SewerMain",
"attribute": "FlowCapacity",
"value": "1500 m³/day",
"description": "Unit name 'm³/day' is used in the attribute
representing FlowCapacity",
"severity": "medium"
},
{
"id": "SNMH01022",
"feature_type": "SewerMain",
"attribute": "PressureRating",
"value": "4 bar",
"description": "Unit name 'bar' is used in the attribute
representing PressureRating",
"severity": "medium"
},
{
"id": "SNMH01022",
"feature_type": "SewerMain",
"attribute": "Grade",
"value": 0.5,
"description": "The calculated grade is 0.5, which matches the
existing grade attribute. No issues found.",
"severity": "low"
}
]
}
Notice the geometry QA](https://image.slidesharecdn.com/feb192025-aiagentsmadesimpleunleashthepowerofallyourdatawithanyai-250219180742-5b331182/75/AI-Agents-Made-Simple-Unleash-the-Power-of-All-Your-Data-with-Any-AI-53-2048.jpg)
![AI Agent: Smart QA Analysis
{
"issues": [
{
"id": "SNMH01022",
"feature_type": "SewerMain",
"attribute": "Status",
"value": "Operatng",
"description": "Typo in the word Operatng - must be Operating",
"severity": "medium"
},
{
"id": "SNMH01022",
"feature_type": "SewerMain",
"attribute": "Depth",
"value": "2.5m",
"description": "Unit name 'm' is used in the attribute representing
Depth",
"severity": "medium"
},
{
"id": "SNMH01022",
"feature_type": "SewerMain",
"attribute": "FlowCapacity",
"value": "1500 m³/day",
"description": "Unit name 'm³/day' is used in the attribute
representing FlowCapacity",
"severity": "medium"
},
{
"id": "SNMH01022",
"feature_type": "SewerMain",
"attribute": "PressureRating",
"value": "4 bar",
"description": "Unit name 'bar' is used in the attribute
representing PressureRating",
"severity": "medium"
},
{
"id": "SNMH01022",
"feature_type": "SewerMain",
"attribute": "Grade",
"value": 0.5,
"description": "The calculated grade is 0.5, which matches the
existing grade attribute. No issues found.",
"severity": "low"
}
]
}
Notice the geometry QA](https://crownmelresort.com/image.slidesharecdn.com/feb192025-aiagentsmadesimpleunleashthepowerofallyourdatawithanyai-250219180742-5b331182/75/AI-Agents-Made-Simple-Unleash-the-Power-of-All-Your-Data-with-Any-AI-53-2048.jpg)
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AI Agents Made Simple: Unleash the Power of All Your Data with Any AI
Data is being generated at an unprecedented scale, with more variety than ever, powering everything around us. As demand for smarter, faster solutions grows, AI Agents – autonomous intelligent systems that perform specific tasks – are unlocking new possibilities in automation and decision-making. To get the most from AI and data, organizations must embrace all their data and be able to leverage any AI model. Join us to explore the use of various AIs, including OpenAI and Gemini, and gain insights from our experiences with other models. In this webinar, we’ll delve into how AI Agents are transforming data workflows. Learn to build agents that simplify complexity, boost efficiency, and deliver actionable insights – all in a no-code environment. You’ll discover: No-Code AI Agent Creation: Build intelligent agents without coding. All-Data, Any-AI Workflows: Automate and integrate data processes across diverse systems. Real-Time Automation: Instantly respond to changing data. Dynamic Parameters Preview: A sneak peek at customizable, real-time inputs for smarter automation using an AI Agent, coming soon to FME. Agentic Workflows with FME and Survey123: Avineon Tensing as we demonstrate how to create an AI Agent within FME to automate and streamline the validation of data collected via ArcGIS Survey123 – saving time and ensuring accuracy. AR Innovation: Empower AR with real-time, actionable intelligence. Join us to innovate faster and achieve more with the combined power of all-data and any-AI.
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AI Agents Made Simple: Unleash the Power of All Your Data with Any AI
- 1. AI Agents MadeSimple: Unleash the Power of AllYour Data with Any AI
- 2. Dmitri Bagh Scenarios Chris Berger Customer Solutions Team Lead Don Murray CEO Meetthe Team Siobhan Ryan Technical Specialist Avineon-Tensing
- 3. Welcome to Livestorm. Afew ways to engage with us during the webinar: Audio issues? Click this for 4 simple troubleshooting steps.
- 4. How to downloadslides 1. Hover over the slide deck in the webinar room 2. Click this button
- 5. ● May 6-8,2025 ● Be among the first to hear ground breaking updates and launches! ● *New* - Get FME certified for free at the event! ○ 2 exams offered on Wednesday, May 7.
- 6. Poll How familiar areyou with AI Agents?
- 7. Poll Which AI serviceshave you worked with? (Select all that apply)
- 8. Agenda 1 Introduction 2 AllData, Any-AI Workflows 3 Real-Time Automation in Action 4 Dynamic Parameters: A Sneak Peek 5 Avineon-Tensing: Agentic Workflow Flash Demo 6 Empowering AR with AI 7 Conclusion 8 Resources & Next Steps 9 Q&A Agenda
- 9.
- 10. ● Autonomous andintelligent. ● Perform tasks like data quality, data extraction, decision support and more. Often in real-time. ● Combining data processing with AI brings more power to automated workflows. What are AI Agents?
- 11. Future of AIin Data Pipelines AI and AI Agents enhance automation and scalability. Join us at the Peak of Data and AI to learn more! Data Integration and AI unlocks new possibilities. All-data coupled with Any-AI makes pipelines faster, smarter, and more intuitive. What’s Next?
- 12. AI Agents andReal-Time data quality is theme today. What you will see today ● AI driven schema mapping to enhance quality of data mapping. ● Real-Time meter using photos to reduce costs and increases accuracy. ● AR and AI combine to bring the power of AI to the field worker. ● AI performing QA of geospatial data. AI is not just for standard attributes.
- 13.
- 14. Only FME bringsAll-Data to Any-AI GIS CAD Database XML Raster 3D BIM Web Point Cloud Cloud Big Data IOT Gaming BI Indoor Mapping AR/VR Generative AI Cloud Native Tabular Graph
- 15. Any AI cloudprovider, Any locally hosted AI Model Pre-built connectors available (Amazon, Google, Ollama, OpenAI) Discover more on the FME Hub! Integrate Cloud Based AI Services
- 16. Integrate Embedded AIServices ● Build a framework to exploit LLM models locally. ● Compliment the cloud based services. ● Data stays local reducing any security concerns. FME & AI Services
- 17.
- 18. Agentic Schema Mapping ● LeverageAI for intelligent parsing and structuring of highly variable address data. ● FME’s dynamic workspace capabilities enable seamless integration. ● Outputs are standardized, ready for downstream use. AI Assisted Data Integration
- 19. Agentic Schema Mapping ● LeverageAI for intelligent parsing and structuring of highly variable address data. ● FME’s dynamic workspace capabilities enable seamless integration. ● Outputs are standardized, ready for downstream use. AI Assisted Data Integration
- 20. Agentic Schema Mapping ● LeverageAI for intelligent parsing and structuring of highly variable address data. ● FME’s dynamic workspace capabilities enable seamless integration. ● Outputs are standardized, ready for downstream use. AI Assisted Data Integration
- 21. Schema Variability Challenge ● Dataproviders deliver address datasets with inconsistent schemas, data types, and in various data formats. ● Variability makes it difficult to integrate data into downstream processes. ● Manual efforts to standardize data are time-consuming and prone to errors. AI Assisted Data Integration
- 22. Schema Variability Solution ● AIProcessing can be used to: ○ Identify key attributes (e.g., street name, number, postal code). ○ Concatenate or parse fields dynamically. ○ Resolve inconsistencies with Structured Outputs ● Output: Standardized attributes for seamless downstream use AI Assisted Data Integration
- 23. Schema Variability Solution ● AIProcessing can be used to: ○ Identify key attributes (e.g., street name, number, postal code). ○ Concatenate or parse fields dynamically. ○ Resolve inconsistencies with Structured Outputs ● Output: Standardized attributes for seamless downstream use AI Assisted Data Integration
- 24. Slide Title Transform provided data intostandard schema. Goal Block Key Agentic Data Integration Result Inconsistent schemas and various data formats Leverage AI Agents using Structured Outputs Standardized schema that is ready for downstream processes
- 25.
- 26. Key Benefits ● Efficiency:Dramatically reduces processing & QA time. ● Accuracy: Handles complex data ambiguities with precision. ● Scalability: Processes large volumes of data with ease. ● Cost-Effective: Reduces manual intervention and associated costs. Why Use AI for Schema Mapping?
- 27. ● Download thelatest AI Transformers ○ GoogleGeminiConnector (V3) ○ OpenAIChatGPTConnector (V7) ● Getting Started with JSON ● Vertex Studio & ChatGPT ○ Output Format Examples ○ Use the chat playground to generate the required JSON Leverage AI Agents in your Workflows Where to Start
- 28.
- 29. Published Parameters Prompts userfor input at runtime ● Choice, color, datetime, file/URL, etc ● Defined in the .fmw file (authored in FME Workbench) See Working with User Parameters for more information Workspace Apps and Published Parameters
- 30. Dynamic Parameters Dynamically UpdatingPublished Parameter Values ● Updates via Workspace, local file, remote file, etc Workspace Apps and Published Parameters
- 31. Dynamic Parameters Dynamically UpdatingPublished Parameter Values ● Updates via Workspace, local file, remote file, etc ● JSON based ○ Structured Outputs make it easy to populate display, value, and default value Workspace Apps and Published Parameters
- 32. User Guided Workflows Similarto the fully Automated process described in section 4, this provides organizations with a front end or intermediate visual confirmation step. ● Publicly accessible or authenticated ● Makes data integration more accessible AI Assisted Data Integration
- 33. Slide Title Enable smarter, fastergeocoding setup. Goal Block Key Geocoding with FME Flow Workspace Apps Result Inconsistent schemas slow down user workflows. AI agents and Dynamic Parameters automate schema mapping. Accelerate processes and create an intuitive user experience.
- 34.
- 35. AI Enhanced DataIntegration
- 36. AI Enhanced DataIntegration
- 37. ● Dynamic ParametersSimplify Workflows… coming soon ● AI Enhances Usability ● Multi-step Workspace apps prevent the need to custom code ● Seamless User Experience Accelerate Workflows with AI AI Enhanced Data Integration
- 38.
- 41. Article | PushData from ArcGIS Survey123 to an Application in Real-time with Webhooks: fme.ly/Survey123ArcGISW
- 43.
- 44. Sending alerts ● TwilioSMSSender Usesthe Twilio API to allow you to send SMS, WhatsApp messages, calls from FME Workspaces. ● TelegramConnector Sends messages (attribute text or images) to chats using a Telegram Bot.
- 45. Free FME AISkills Booster 4th March 11am / 5pm GMT 12pm / 6pm CET 6am / 12pm EST 3am / 9am PST tensing.com/en/fme-training
- 46.
- 47.
- 48. AI Agents ● FieldNotes to Reports transforms field audio notes into structured reports, interpreting intent, enhancing details with feature attributes, and ensuring clear, professional documentation. ● Smart QA analysis validates attributes and geometry not in isolation, but in the full context of all related data.
- 49. AI Agents Bring inan object in any format (GIS, CAD, DB, XML, etc.) Dynamically transform attributes and geometry to GeoJSON Write QA instructions, include GeoJSON Send instructions to AI, get structured JSON, HTML, etc. back Generate and stream HTML
- 50. AI Agents Bring inan object in any format (GIS, CAD, DB, XML, etc.) Dynamically transform attributes and geometry to GeoJSON Write QA instructions, include GeoJSON Send instructions to AI, get structured JSON, HTML, etc. back Generate and stream HTML
- 51. AI Agent: FieldNotes to Reports A static page where AI transforms audio input into text
- 52. AI Agent: FieldNotes to Reports AI agent prepares a report, which includes professional languages and all the details about the object.
- 53. AI Agent: SmartQA Analysis { "issues": [ { "id": "SNMH01022", "feature_type": "SewerMain", "attribute": "Status", "value": "Operatng", "description": "Typo in the word Operatng - must be Operating", "severity": "medium" }, { "id": "SNMH01022", "feature_type": "SewerMain", "attribute": "Depth", "value": "2.5m", "description": "Unit name 'm' is used in the attribute representing Depth", "severity": "medium" }, { "id": "SNMH01022", "feature_type": "SewerMain", "attribute": "FlowCapacity", "value": "1500 m³/day", "description": "Unit name 'm³/day' is used in the attribute representing FlowCapacity", "severity": "medium" }, { "id": "SNMH01022", "feature_type": "SewerMain", "attribute": "PressureRating", "value": "4 bar", "description": "Unit name 'bar' is used in the attribute representing PressureRating", "severity": "medium" }, { "id": "SNMH01022", "feature_type": "SewerMain", "attribute": "Grade", "value": 0.5, "description": "The calculated grade is 0.5, which matches the existing grade attribute. No issues found.", "severity": "low" } ] } Notice the geometry QA
- 54. Poll: Would you attenda training course to take a deeper-dive into applying AI Agents to your own workflows?
- 55.
- 56. Summary AI Agents canmake a big impact on Real-Time QA.
- 57. FME is theonly All-Data, Any-AI Platform.
- 58. Easily create AIAgents. Without writing a single line of code.
- 59. FME Flow Hosted SaaSversion of FME Flow The only All-Data, Any-AI Platform FME Form FME Flow The Authoring environment for all workflows. The Deployment environment delivering services to your organization. fme.safe.com/platform FME Enterprise Integration Platform
- 60. 29+ 27K+ 128 190 20K+ years of solvingdata challenges FME Community members countries with FME customers organizations worldwide global partners with FME services 30+ 37K+ 128 170+ 25K+ years of solving data challenges FME Community members countries with FME customers organizations worldwide global partners with FME services 200K+ users worldwide Safe & FME
- 61.
- 62. Get our Ebook SpatialData for the Enterprise fme.ly/gzc Guided learning experiences at your fingertips academy.safe.com FME Academy Resources Check out how-to’s & demos in the knowledge base support.safe.com Knowledge Base Webinars Upcoming & on-demand webinars safe.com/webinars
- 63. Check out our podcasts on-demand. featuringspecial guest speakers over at EM360 Resources
- 64. We’d love tohelp you get started. Get in touch with us at info@safe.com Experience the FME Accelerator Contact Us A world where data is not just a commodity but a catalyst for real change. fme.safe.com/accelerator Next Steps
- 65. ClaimYour Community Badge& Dive into the new Community! ● Get community badges for watching webinars ● community.safe.com ● Today’s code: N9HW1A Join the Community today! Next Steps
- 66. ● May 6-8,2025 ● Be among the first to hear ground breaking updates and launches! ● *New* - Get FME certified for free at the event! ○ 2 exams offered on Wednesday, May 7.
- 67.
- 68. ThankYou Recap of NextSteps 1 Follow us on LinkedIn! 2 Contact us 3 Experience the FME Accelerator Please fill out our webinar survey
- 69. Streamline workflows, integrate seamlesslywith all data, any AI, and automate decision-making in real-time.