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Google I/O 2019 Key Takeaways

Innovation in the Open: Google I/O, an annual developer conference organized by the executive team has a similar format to that of  Google Developer Day. I/O 2019, the annual smorgasbord of all things Android, unveiled the long-awaited highlights of Android Q Beta 3, a Wear OS ‘Tiles’ and Pixel 3a impressions.

Launch of Pixel 3a and 3a XL in response to other brands

Among all the latest additions to Google’s plate, Pixel 3a and Pixel 3a XL were of biggest interests. In Spite of costing half the price of Google Pixel 3 and 3XL, both the phones have the same camera specifications. Pixel 3a and Pixel 3a XL are featured with 5.6 inches and a 6-inch screen at a price of  $399 / AU$649 and $479 / AU$799 respectively and include Verizon, Sprint, T-Mobile, Google Fi and US Cellular. However, it has a slower chipset and a plastic build yet it stands out to be a great bargain at such a price.

Google claims iPhone X’s low-light mode is a bit lagging. It is a direct response to iPhone XR and Samsung S10e. Designed in shades of black white and purplish, the plastic casing has room for a 3.5 mm headphone jack and the active edge brings up Google Assistant. With battery life quoted at 30 hours, it is going to be among the first devices to offer AR map mode.

Android Q Beta 3 is here

The 10th generation of Android OS, Android Q Beta 3 was launched at Google I/O 2019. It was announced to be available for 21 phones including Pixel, Nokia, OnePlus and more. The Android Q has doubled up its security and privacy features including Maps Incognito mode, reminders for location usage and sharing and TSLV3 encryption for low-end devices.

Google announced that there are over 2.5 billion active Android users around the world. With Android Q now you can watch videos with the sound off and audio instantly turning into the text to be read, the Android Q will also be compatible with foldable devices providing a thrilling experience. This feature works on all videos that have never been manually close-captioned, no internet connection would be required and it shall be completely legible to the eyes. Some other features of the new Android version launched includes ‘Smart reply’ across all messaging apps and ‘Focus Mode’ that switches off apps you choose to avoid distraction.

Long live Nest Hub Max

Google Home Hub is dead. Dropping the Google Home monikers Google is rebranding the device with the Nest name bringing in line with the security systems.
The Nest Hub is featured with a 10-inch large display and wide angle lens security camera, of 127 degrees Nest cam to be exact. The device supports video calls using a wide range of video calling apps. It also has a voice and face match feature, the camera and the mic are physically turned off by a slider that cuts off the electronics for privacy concerns. The Nest Hub can double up as a kitchen TV if you have access to youtube TV plans. Volume in this device can be controlled by freehand gestures.

Google remains a search giant

In I/O 2019, Google has implemented the timeline for new stories. Podcast will be found on search of any story. The special auto-delete also aims at greater privacy. On users choice stories can be automatically deleted after a period of 18 months or 3 months or so.  For any search in Google, 3D model will be available which can be placed in any space desired. With the “Driving Mode” feature, Google can now automatically turn on your location and provide you the map directions for the desired location.

Google lens

It is an increasingly useful application in Google’s app arsenal. On pointing the camera at the receipt it’ll show you tipping info and bill splitting help. A combination of mapping data and image recognition will let Google Lens make recommendations from a restaurant’s menu, just by pointing the camera at it. It also provides details of the food and recipes just by analyzing the menu.

Other Highlights

  • Google Duplex got smarter with ‘Duplex on the web’ feature.
  • Google Stadia, shall be the future of gaming.
  • Google Assistant got 10X faster, understanding the content better simultaneously respecting privacy.
  • I/O 2019 mentioned project ‘Euphoria’ with technologies to give people with speech impairment, there voices back. However, it shall not be rolled out anytime soon.

As a cherry on the cake, the afterparty for Google I/O 2019,was hosted by The Flaming Lips, calling it a wrap.

What were the announcements that you are most excited about?
Were you waiting for some more launches?
Let us know by commenting.
To know us in person, drop a Hi at hello@mantralabsglobal.com

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Smart Manufacturing Dashboards: A Real-Time Guide for Data-Driven Ops

Smart Manufacturing starts with real-time visibility.

Manufacturing companies today generate data by the second through sensors, machines, ERP systems, and MES platforms. But without real-time insights, even the most advanced production lines are essentially flying blind.

Manufacturers are implementing real-time dashboards that serve as control towers for their daily operations, enabling them to shift from reactive to proactive decision-making. These tools are essential to the evolution of Smart Manufacturing, where connected systems, automation, and intelligent analytics come together to drive measurable impact.

Data is available, but what’s missing is timely action.

For many plant leaders and COOs, one challenge persists: operational data is dispersed throughout systems, delayed, or hidden in spreadsheets. And this delay turns into a liability.

Real-time dashboards help uncover critical answers:

  • What caused downtime during last night’s shift?
  • Was there a delay in maintenance response?
  • Did a specific inventory threshold trigger a quality issue?

By converting raw inputs into real-time manufacturing analytics, dashboards make operational intelligence accessible to operators, supervisors, and leadership alike, enabling teams to anticipate problems rather than react to them.

1. Why Static Reports Fall Short

  • Reports often arrive late—after downtime, delays, or defects have occurred.
  • Disconnected data across ERP, MES, and sensors limits cross-functional insights.
  • Static formats lack embedded logic for proactive decision support.

2. What Real-Time Dashboards Enable

Line performance and downtime trends
Track OEE in real time and identify underperforming lines.

Predictive maintenance alerts
Utilize historical and sensor data to identify potential part failures in advance.

Inventory heat maps & reorder thresholds
Anticipate stockouts or overstocks based on dynamic reorder points.

Quality metrics linked to operator actions
Isolate shifts or procedures correlated with spikes in defects or rework.

These insights allow production teams to drive day-to-day operations in line with Smart Manufacturing principles.

3. Dashboards That Drive Action

Role-based dashboards
Dashboards can be configured for machine operators, shift supervisors, and plant managers, each with a tailored view of KPIs.

Embedded alerts and nudges
Real-time prompts, like “Line 4 below efficiency threshold for 15+ minutes,” reduce response times and minimize disruptions.

Cross-functional drill-downs
Teams can identify root causes more quickly because users can move from plant-wide overviews to detailed machine-level data in seconds.

4. What Powers These Dashboards

Data lakehouse integration
Unified access to ERP, MES, IoT sensor, and QA systems—ensuring reliable and timely manufacturing analytics.

ETL pipelines
Real-time data ingestion from high-frequency sources with minimal latency.

Visualization tools
Custom builds using Power BI, or customized solutions designed for frontline usability and operational impact.

Smart Manufacturing in Action: Reducing Market Response Time from 48 Hours to 30 Minutes

Mantra Labs partnered with a North American die-casting manufacturer to unify its operational data into a real-time dashboard. Fragmented data, manual reporting, delayed pricing decisions, and inconsistent data quality hindered operational efficiency and strategic decision-making.

Tech Enablement:

  • Centralized Data Hub with real-time access to critical business insights.
  • Automated report generation with data ingestion and processing.
  • Accurate price modeling with real-time visibility into metal price trends, cost impacts, and customer-specific pricing scenarios. 
  • Proactive market analysis with intuitive Power BI dashboards and reports.

Business Outcomes:

  • Faster response to machine alerts
  • Quality incidents traced to specific operator workflows
  • 4X faster access to insights led to improved inventory optimization.

As this case shows, real-time dashboards are not just operational tools—they’re strategic enablers. 

(Learn More: Powering the Future of Metal Manufacturing with Data Engineering)

Key Takeaways: Smart Manufacturing Dashboards at a Glance

AspectWhat You Should Know
1. Why Static Reports Fall ShortDelayed insights after issues occur
Disconnected systems (ERP, MES, sensors)
No real-time alerts or embedded decision logic
2. What Real-Time Dashboards EnableTrack OEE and downtime in real-time
Predictive maintenance using sensor data
Dynamic inventory heat maps
Quality linked to operators
3. Dashboards That Drive ActionRole-based views (operator to CEO)
Embedded alerts like “Line 4 down for 15+ mins”
Drilldowns from plant-level to machine-level
4. What Powers These DashboardsUnified Data Lakehouse (ERP + IoT + MES)
Real-time ETL pipelines
Power BI or custom dashboards built for frontline usability

Conclusion

Smart Manufacturing dashboards aren’t just analytics tools—they’re productivity engines. Dashboards that deliver real-time insight empower frontline teams to make faster, better decisions—whether it’s adjusting production schedules, triggering preventive maintenance, or responding to inventory fluctuations.

Explore how Mantra Labs can help you unlock operations intelligence that’s actually usable.

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