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Google I/O 2016 Day 3 – Review

The day was bit calm as compared to day 1, but didn’t stop surprising audience. The Google went ahead and revealed more about Project Ara and Project Jacquard, two far-out projects from its ATAP division, on Day 3. This grabbed some heat at conference and google successfully captured them and wrapped this 3 day conference very well.

Creating market for manufacturers, from day 1, googles announcements and future technologies would hit by the fall of this year.

On final day of Google I/O 2016, Google finally released Project Ara- its modular smartphone and Project Jacquard- “connected clothing”, which would be ready by the fall of this year.

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It’s been a long time coming, but Google promises this time (like for real) that the long-delayed Project Ara smartphone will be shipping to developers this fall. While it’s been slow getting out of the gate, the smartphone old guard have dreamed up their own visions of modular mobility. But Ara’s idea of a truly modular smartphone is a step beyond anything even being conceived by other companies. Let’s hope it was worth the wait.

Project Ara:
This is great news for anyone who was looking forward to the long-delayed phone with swappable parts. The LG G5 is only tiding us over with a upgradeable speaker and camera-battery grip parts so far.

“Project Ara is different from LG G5, it is modular to the core”, according to Google ATAP engineering lead Rafa Camargo. He called it a flexible and future-proof phone, which he meant it could last you several years.

“We’ve integrated the phone technology in the frame that frees up space for modules that will create and integrate new functionality that you cannot get on your smartphone today,” he added.

Project Ara will be out this fall in a developer edition.

The Project Ara consumer version would be much more refined, and will be launched to the public in the spring of 2017, and a few months later of a developer beta test.

The reason for two Project Ara release dates is that the Google ATAP team wants to know, what are the modules everyone wants to create.

At first, Ara will come with the frame and a few modules to get things started. This may include swapping in a high-resolution camera, a louder speaker or a better battery.

What was really fascinating was when an integrated glucose sensor was even shown on the Google IO stage. All of a sudden, tech that’s essential to people’s lives but might never get phone integration, has a chance with Project Ara.

The Google ATAP team is promising that the consumer version of Ara will be “thin, light and beautiful” in time for next spring. We’ll have more in-depth Ara updates from Google IO this week.highpants-project-ara-progresses-Ara-Phone(1)

Project Jacquard:
Project Jacquard “connected clothing” is coming later this year.

There is “inherent tension between the two,” says Dr. Ivan Poupyrev of Google’s experimental ATAP division. He leads a team to solve a problem he calls “interactive textile technology.”

Google ATAP, known for its Project Ara modular phone, is working with Levi’s on clothing, as was announced last year, and it’s not going to be smart pants, unlike the concept clothing.

It’s actually quite stylish looking

The very first Jacquard garment is going to be a Levi’s trucker commuter jacket with sensors built right into the black jean fabric.

Google and Levi’s are targeting urban cyclists with this tech-infused jacket, calling it a fashionable, function garment.

“It’s a terrible idea to navigate the screen of your phone while navigating busy streets” says Paul Dillinger, VP of innovation at Levi’s. “Anyone who ride a bike knows that tension.”

What can it do? Well gestures, taps and swipes on the sleeve could help you change music or get directions through haptic feedback. Dillinger calls it a “co-pilot for your ride and your life.”

Project Jacquard’s debut jean jacket is going to be a beta later this year.

Just let that one sink in for a moment.

Yes, that means your clothing is now getting a beta test. It makes sense, though, for the first-ever sensor-embedded jacket you’ll own. Google and Levi’s also have plans to make it a full-fledged retail product by 2017. google-fabric-02-100587918-large(1)

With this google wrapped the Google I/O 2016 on good and promising keynotes, giving people something better to wait for by the fall of this year.

The 3rd day was as expected from this Google I/O 2016. For more updates on future technology stay with Mantra Labs.

If any queries approach us on 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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