---
title: Viviota Blog | Intelligent Data handling
description: Intelligent Data handling | Viviota Blog
---

[![](https://blog.viviota.com/hs-fs/hubfs/Viviota_October2019%20Theme/images/Logo/cropped-Viviota-1-4.jpg?width=150&height=50&name=cropped-Viviota-1-4.jpg)](https://viviota.com/)

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# Viviota Blog

# intelligent data handling

## [Engineering Data Challenges in High-Stakes Industries](https://blog.viviota.com/engineering-data-challenges-in-high-stakes-industries)

 Posted by [Pete Zogas](https://blog.viviota.com/author/pete-zogas) on Mar 30, 2026 12:30:12 PM

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[![](https://blog.viviota.com/hubfs/AI-Generated%20Media/Images/21%20and%20300175%20In%20a%20dimly%20lit%20office%20a%20weary%20woman%20named%20Sarah%20Thompson%20sits%20at%20a%20cluttered%20desk%20her%20tired%20eyes%20illuminated%20by%20the%20soft%20glow%20of%20her%20lap-1.png)](https://blog.viviota.com/engineering-data-challenges-in-high-stakes-industries)

Plan a Strategy to Accelerate Your Organization’s Performance

[Read More](https://blog.viviota.com/engineering-data-challenges-in-high-stakes-industries)

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 Topics: [Test](https://blog.viviota.com/tag/test), [IoT](https://blog.viviota.com/tag/iot), [Viviota](https://blog.viviota.com/tag/viviota), [SAP](https://blog.viviota.com/tag/sap), [Sensors](https://blog.viviota.com/tag/sensors), [automotive industry](https://blog.viviota.com/tag/automotive-industry), [Real-time computing](https://blog.viviota.com/tag/real-time-computing), [U.S. Grand Prix](https://blog.viviota.com/tag/u-s-grand-prix), [Sensor Data](https://blog.viviota.com/tag/sensor-data), [Machine Learning](https://blog.viviota.com/tag/machine-learning), [aerospace](https://blog.viviota.com/tag/aerospace), [ADAS](https://blog.viviota.com/tag/adas), [NIWeek](https://blog.viviota.com/tag/niweek), [ANC](https://blog.viviota.com/tag/anc), [Sensor Data Management](https://blog.viviota.com/tag/sensor-data-management), [data cleansing](https://blog.viviota.com/tag/data-cleansing), [simulation](https://blog.viviota.com/tag/simulation), [webinar](https://blog.viviota.com/tag/webinar), [Smart Factories](https://blog.viviota.com/tag/smart-factories), [Manufacturing](https://blog.viviota.com/tag/manufacturing), [Intelligent Data handling](https://blog.viviota.com/tag/intelligent-data-handling), [Software](https://blog.viviota.com/tag/software), [LabVIEW](https://blog.viviota.com/tag/labview)

## [Engineering Data Value Chain: Why Preparation Wins](https://blog.viviota.com/engineering-data-value-chain-why-preparation-wins)

 Posted by [Barry Hutt](https://blog.viviota.com/author/barry-hutt) on Mar 6, 2026 1:40:11 PM

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[![](https://blog.viviota.com/hubfs/hs-generated-images/Photorealistic%20technology%20photography%20a%20modern%20engineering%20lab%20with%20an%20autonomous%20vehicle%20chassis%20on%20a%20dynamometer%20and%20edge%20server%20racks%20Focused%20engin.png)](https://blog.viviota.com/engineering-data-value-chain-why-preparation-wins)

## Why engineering data preparation is the hidden ROI driver

**Engineering data preparation** is the systematic process of cleansing, structuring, enriching, and tagging raw test and sensor data so engineers can find, trust, and use it quickly for analytics and AI. Done well, it turns chaotic files and logs into a reusable asset that cuts time-to-insight from days to seconds and unlocks predictive models.

[Read More](https://blog.viviota.com/engineering-data-value-chain-why-preparation-wins)

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 Topics: [Big Data](https://blog.viviota.com/tag/big-data), [Analytics](https://blog.viviota.com/tag/analytics), [IIoT](https://blog.viviota.com/tag/iiot), [Electric Grid](https://blog.viviota.com/tag/electric-grid), [F1](https://blog.viviota.com/tag/f1), [COTA](https://blog.viviota.com/tag/cota), [Autonomous Vehicles](https://blog.viviota.com/tag/autonomous-vehicles), [Analog Data](https://blog.viviota.com/tag/analog-data), [ADAS](https://blog.viviota.com/tag/adas), [Hybrid Cars](https://blog.viviota.com/tag/hybrid-cars), [Electric Cars](https://blog.viviota.com/tag/electric-cars), [ESS](https://blog.viviota.com/tag/ess), [ANC](https://blog.viviota.com/tag/anc), [Edge Computing](https://blog.viviota.com/tag/edge-computing), [Factory 4.0](https://blog.viviota.com/tag/factory-4-0), [Intelligent Data handling](https://blog.viviota.com/tag/intelligent-data-handling), [Build Back Better Act](https://blog.viviota.com/tag/build-back-better-act), [EV](https://blog.viviota.com/tag/ev), [Digital transformation](https://blog.viviota.com/tag/digital-transformation)

## [CES 2026: The Line Between Science Fiction and Engineering Just Disappeared](https://blog.viviota.com/ces-2026-the-line-between-science-fiction-and-engineering-just-disappeared-1)

 Posted by [Barry Hutt](https://blog.viviota.com/author/barry-hutt) on Jan 29, 2026 9:37:52 AM

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[![](https://blog.viviota.com/hubfs/s%20digital%20thread-1.jpg)](https://blog.viviota.com/ces-2026-the-line-between-science-fiction-and-engineering-just-disappeared-1) 

[AI Dog CES 2026](https://youtu.be/zwz_OH5peXs)

Part 3 — The AI Bottleneck Nobody Is Talking About

[Read More](https://blog.viviota.com/ces-2026-the-line-between-science-fiction-and-engineering-just-disappeared-1)

 0 Comments [Click here to read/write comments](https://blog.viviota.com/ces-2026-the-line-between-science-fiction-and-engineering-just-disappeared-1#comments-listing)

 Topics: [Test](https://blog.viviota.com/tag/test), [Big Data](https://blog.viviota.com/tag/big-data), [Analytics](https://blog.viviota.com/tag/analytics), [Viviota](https://blog.viviota.com/tag/viviota), [SAP](https://blog.viviota.com/tag/sap), [Sensors](https://blog.viviota.com/tag/sensors), [automotive industry](https://blog.viviota.com/tag/automotive-industry), [Real-time computing](https://blog.viviota.com/tag/real-time-computing), [COTA](https://blog.viviota.com/tag/cota), [U.S. Grand Prix](https://blog.viviota.com/tag/u-s-grand-prix), [Autonomous Vehicles](https://blog.viviota.com/tag/autonomous-vehicles), [Sensor Data](https://blog.viviota.com/tag/sensor-data), [Machine Learning](https://blog.viviota.com/tag/machine-learning), [aerospace](https://blog.viviota.com/tag/aerospace), [Analog Data](https://blog.viviota.com/tag/analog-data), [ADAS](https://blog.viviota.com/tag/adas), [Hybrid Cars](https://blog.viviota.com/tag/hybrid-cars), [NIWeek](https://blog.viviota.com/tag/niweek), [ESS](https://blog.viviota.com/tag/ess), [ANC](https://blog.viviota.com/tag/anc), [Sensor Data Management](https://blog.viviota.com/tag/sensor-data-management), [data cleansing](https://blog.viviota.com/tag/data-cleansing), [simulation](https://blog.viviota.com/tag/simulation), [webinar](https://blog.viviota.com/tag/webinar), [Smart Factories](https://blog.viviota.com/tag/smart-factories), [Manufacturing](https://blog.viviota.com/tag/manufacturing), [Intelligent Data handling](https://blog.viviota.com/tag/intelligent-data-handling), [Software](https://blog.viviota.com/tag/software), [LabVIEW](https://blog.viviota.com/tag/labview), [Build Back Better Act](https://blog.viviota.com/tag/build-back-better-act), [Digital transformation](https://blog.viviota.com/tag/digital-transformation)

## [Where Real-World Engineering Data Meets Synthetic Intelligence](https://blog.viviota.com/where-real-world-engineering-data-meets-synthetic-intelligence)

 Posted by [Barry Hutt](https://blog.viviota.com/author/barry-hutt) on Jan 27, 2026 11:20:13 AM

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[![Real World engineering data meets Synthetic data for ML and AI](https://blog.viviota.com/hubfs/AI-Generated%20Media/Images/In%20a%20vibrant%20modern%20engineering%20workspace%20a%20diverse%20team%20of%20engineers%20collaborates%20intently%20around%20a%20large%20touchscreen%20display%20their%20faces%20illuminated.png)](https://blog.viviota.com/where-real-world-engineering-data-meets-synthetic-intelligence)

**Viviota and Rockfish Partner to Accelerate AI-Driven Engineering with Real and Synthetic Data**

[Read More](https://blog.viviota.com/where-real-world-engineering-data-meets-synthetic-intelligence)

 0 Comments [Click here to read/write comments](https://blog.viviota.com/where-real-world-engineering-data-meets-synthetic-intelligence#comments-listing)

 Topics: [Engineering Data](https://blog.viviota.com/tag/engineering-data), [Big Data](https://blog.viviota.com/tag/big-data), [Analytics](https://blog.viviota.com/tag/analytics), [automotive industry](https://blog.viviota.com/tag/automotive-industry), [Electric Grid](https://blog.viviota.com/tag/electric-grid), [Autonomous Vehicles](https://blog.viviota.com/tag/autonomous-vehicles), [Machine Learning](https://blog.viviota.com/tag/machine-learning), [aerospace](https://blog.viviota.com/tag/aerospace), [Hybrid Cars](https://blog.viviota.com/tag/hybrid-cars), [Electric Cars](https://blog.viviota.com/tag/electric-cars), [Sensor Data Management](https://blog.viviota.com/tag/sensor-data-management), [Edge Computing](https://blog.viviota.com/tag/edge-computing), [Factory 4.0](https://blog.viviota.com/tag/factory-4-0), [Manufacturing](https://blog.viviota.com/tag/manufacturing), [Intelligent Data handling](https://blog.viviota.com/tag/intelligent-data-handling), [Software](https://blog.viviota.com/tag/software), [Digital transformation](https://blog.viviota.com/tag/digital-transformation)

## [CES 2026 Blog Series: Mind-boggling technology observations](https://blog.viviota.com/ces-2026-blog-series-mind-boggling-technology-observations)

 Posted by [Barry Hutt](https://blog.viviota.com/author/barry-hutt) on Jan 15, 2026 10:33:13 AM

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[![Consumer Electronic Show 2026](https://blog.viviota.com/hubfs/AI-Generated%20Media/Images/Generate%20an%20image%20that%20can%20be%20posted%20on%20all%20sociel%20media%20with%20the%20correct%20ratios%20The%20image%20showcases%20a%20bustling%20exhibition%20hall%20at%20CES%202026%20filled%20wit.png)](https://blog.viviota.com/ces-2026-blog-series-mind-boggling-technology-observations)

Over the next few weeks, I’ll be sharing a short series of observations from CES 2026 across three themes:

[Read More](https://blog.viviota.com/ces-2026-blog-series-mind-boggling-technology-observations)

 0 Comments [Click here to read/write comments](https://blog.viviota.com/ces-2026-blog-series-mind-boggling-technology-observations#comments-listing)

 Topics: [Engineering Data](https://blog.viviota.com/tag/engineering-data), [Big Data](https://blog.viviota.com/tag/big-data), [Analytics](https://blog.viviota.com/tag/analytics), [IIoT](https://blog.viviota.com/tag/iiot), [Autonomous Vehicles](https://blog.viviota.com/tag/autonomous-vehicles), [Sensor Data](https://blog.viviota.com/tag/sensor-data), [Machine Learning](https://blog.viviota.com/tag/machine-learning), [Analog Data](https://blog.viviota.com/tag/analog-data), [Electric Cars](https://blog.viviota.com/tag/electric-cars), [ANC](https://blog.viviota.com/tag/anc), [Sensor Data Management](https://blog.viviota.com/tag/sensor-data-management), [Edge Computing](https://blog.viviota.com/tag/edge-computing), [Factory 4.0](https://blog.viviota.com/tag/factory-4-0), [Manufacturing](https://blog.viviota.com/tag/manufacturing), [Intelligent Data handling](https://blog.viviota.com/tag/intelligent-data-handling), [LabVIEW](https://blog.viviota.com/tag/labview), [Digital transformation](https://blog.viviota.com/tag/digital-transformation)

## [Stop Losing Time: How Engineering Data Can Save Millions](https://blog.viviota.com/stop-losing-time-how-engineering-data-can-save-millions)

 Posted by [Barry Hutt](https://blog.viviota.com/author/barry-hutt) on Mar 31, 2025 3:27:15 PM

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[![Value Chain of Data](https://blog.viviota.com/hubfs/Slide1.png)](https://blog.viviota.com/stop-losing-time-how-engineering-data-can-save-millions)

Engineering teams possess an underutilized goldmine in today’s fast-paced industrial landscape: their data. From sensor readings and vibration logs to video, sound, and test metadata, engineering data holds critical insights that can accelerate innovation, reduce costs, and safeguard operations against failure. Yet, a significant portion of engineering time is wasted merely searching for, organizing and wrangling data to make it usable.

[Read More](https://blog.viviota.com/stop-losing-time-how-engineering-data-can-save-millions)

 0 Comments [Click here to read/write comments](https://blog.viviota.com/stop-losing-time-how-engineering-data-can-save-millions#comments-listing)

 Topics: [Engineering Data](https://blog.viviota.com/tag/engineering-data), [Big Data](https://blog.viviota.com/tag/big-data), [Analytics](https://blog.viviota.com/tag/analytics), [Viviota](https://blog.viviota.com/tag/viviota), [IIoT](https://blog.viviota.com/tag/iiot), [automotive industry](https://blog.viviota.com/tag/automotive-industry), [Autonomous Vehicles](https://blog.viviota.com/tag/autonomous-vehicles), [Sensor Data](https://blog.viviota.com/tag/sensor-data), [Machine Learning](https://blog.viviota.com/tag/machine-learning), [aerospace](https://blog.viviota.com/tag/aerospace), [Analog Data](https://blog.viviota.com/tag/analog-data), [Sensor Data Management](https://blog.viviota.com/tag/sensor-data-management), [data cleansing](https://blog.viviota.com/tag/data-cleansing), [simulation](https://blog.viviota.com/tag/simulation), [Edge Computing](https://blog.viviota.com/tag/edge-computing), [Manufacturing](https://blog.viviota.com/tag/manufacturing), [Intelligent Data handling](https://blog.viviota.com/tag/intelligent-data-handling), [Build Back Better Act](https://blog.viviota.com/tag/build-back-better-act), [EV](https://blog.viviota.com/tag/ev), [Digital transformation](https://blog.viviota.com/tag/digital-transformation)

## [NVIDIA Show Report: AI & ML Take Center Stage at the "Woodstock of AI"](https://blog.viviota.com/nvidia-show-report-ai-ml-take-center-stage-at-the-woodstock-of-ai)

 Posted by [Barry Hutt](https://blog.viviota.com/author/barry-hutt) on Mar 25, 2025 9:07:19 AM

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[![](https://blog.viviota.com/hubfs/nivida.jpg)](https://blog.viviota.com/nvidia-show-report-ai-ml-take-center-stage-at-the-woodstock-of-ai)

Barry Hutt co-founder Viviota

[Read More](https://blog.viviota.com/nvidia-show-report-ai-ml-take-center-stage-at-the-woodstock-of-ai)

 0 Comments [Click here to read/write comments](https://blog.viviota.com/nvidia-show-report-ai-ml-take-center-stage-at-the-woodstock-of-ai#comments-listing)

 Topics: [Engineering Data](https://blog.viviota.com/tag/engineering-data), [Big Data](https://blog.viviota.com/tag/big-data), [automotive industry](https://blog.viviota.com/tag/automotive-industry), [Autonomous Vehicles](https://blog.viviota.com/tag/autonomous-vehicles), [Machine Learning](https://blog.viviota.com/tag/machine-learning), [Analog Data](https://blog.viviota.com/tag/analog-data), [data cleansing](https://blog.viviota.com/tag/data-cleansing), [Edge Computing](https://blog.viviota.com/tag/edge-computing), [Intelligent Data handling](https://blog.viviota.com/tag/intelligent-data-handling), [Digital transformation](https://blog.viviota.com/tag/digital-transformation)

## [The 5 Things Engineering Teams Should Be Doing Right Now to Utilize AI & ML Technologies](https://blog.viviota.com/the-5-things-engineering-teams-should-be-doing-right-now-to-utilize-ai-ml-technologies-1)

 Posted by [Barry Hutt](https://blog.viviota.com/author/barry-hutt) on Sep 25, 2024 6:45:00 AM

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[![](https://blog.viviota.com/hubfs/Picture6.png)](https://blog.viviota.com/the-5-things-engineering-teams-should-be-doing-right-now-to-utilize-ai-ml-technologies-1)

Listen to our blog:

The 5 Things Engineering Teams Should Be Doing Right Now to Utilize AI & ML Technologies

9:39

<https://go.viviota.com/viviota-at-dataday-registration-2024>

According to a recent survey, 47% of companies today consider AI/ML as a top priority in 2024. Yet, according to Harvard Business Review “cross-industry studies show, on average, less than half of an organization's structured data is actively used in making decisions—and less than 1% of its unstructured data is analyzed or even used at all.” 1

This statistic should concern R&D or Engineering decision-makers. Companies are drowning in data, and very few companies can leverage their data because they are stuck trying to find, access, and connect various data sources. So first ask yourself these three questions:

 

[Read More](https://blog.viviota.com/the-5-things-engineering-teams-should-be-doing-right-now-to-utilize-ai-ml-technologies-1)

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 Topics: [Analytics](https://blog.viviota.com/tag/analytics), [simulation](https://blog.viviota.com/tag/simulation), [Intelligent Data handling](https://blog.viviota.com/tag/intelligent-data-handling), [Digital transformation](https://blog.viviota.com/tag/digital-transformation)

## [The 5 Things Engineering Teams Should Be Doing Right Now to Utilize AI & ML Technologies](https://blog.viviota.com/the-5-things-engineering-teams-should-be-doing-right-now-to-utilize-ai-ml-technologies)

 Posted by [Barry Hutt](https://blog.viviota.com/author/barry-hutt) on Jun 16, 2024 10:03:55 AM

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[![](https://blog.viviota.com/hubfs/Picture6.png)](https://blog.viviota.com/the-5-things-engineering-teams-should-be-doing-right-now-to-utilize-ai-ml-technologies)

According to a recent survey, 47% of companies today consider AI/ML as a top priority in 2024. Yet, according to Harvard Business Review “cross-industry studies show, on average, less than half of an organization's structured data is actively used in making decisions—and less than 1% of its unstructured data is analyzed or even used at all.” 1

This statistic should concern R&D or Engineering decision-makers. Companies are drowning in data, and very few companies can leverage their data because they are stuck trying to find, access, and connect various data sources. So first ask yourself these three questions:  

[Read More](https://blog.viviota.com/the-5-things-engineering-teams-should-be-doing-right-now-to-utilize-ai-ml-technologies)

 0 Comments [Click here to read/write comments](https://blog.viviota.com/the-5-things-engineering-teams-should-be-doing-right-now-to-utilize-ai-ml-technologies#comments-listing)

 Topics: [Analytics](https://blog.viviota.com/tag/analytics), [simulation](https://blog.viviota.com/tag/simulation), [Intelligent Data handling](https://blog.viviota.com/tag/intelligent-data-handling), [Digital transformation](https://blog.viviota.com/tag/digital-transformation)

## [Digital Transformation](https://blog.viviota.com/digitaltransformation)

 Posted by [Pete Zogas](https://blog.viviota.com/author/pete-zogas) on Jan 5, 2024 1:59:35 PM

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[![](https://blog.viviota.com/hubfs/20211221_viviota%20earth%20RESIZED%20image.png)](https://blog.viviota.com/digitaltransformation)

Are You “Digital Transformation-Ready”?

So, your customers are committed to a Digital Transformation (DT) journey. How does this affect the engineering organization? Engineering executives expect integrating digital technology into all aspects of the business will deliver great value. They expect DT to fundamentally change and improve business operations. As part of the DT journey, engineering teams want to unify and update systems, organizations, and processes to support next-generation product development cycles. Their engineering tools requirements, infrastructure ,and processes will be viewed through this lens. Are your offerings ready to support your customers’ DT projects with scalable, digital enterprise-ready architecture and capabilities?

[Read More](https://blog.viviota.com/digitaltransformation)

 0 Comments [Click here to read/write comments](https://blog.viviota.com/digitaltransformation#comments-listing)

 Topics: [Engineering Data](https://blog.viviota.com/tag/engineering-data), [Intelligent Data handling](https://blog.viviota.com/tag/intelligent-data-handling), [Digital transformation](https://blog.viviota.com/tag/digital-transformation)

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