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Product: Resources (2)

Livestream Shopping Statistics (2026): Growth, Adoption, and Regional Trends

Global livestream sales are projected to exceed $1 trillion by 2026. And it's a huge rise from its $682.5 billion benchmark from 2023. Today's retailers are building live video into everyday sales operations, so that buyers can use these sessions to see how products actually work, ask questions on the spot, and get quick answers
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8 min read

Deconstructing TikTok’s Live Shopping UX

Creating a viable platform based on user-generated content (UGC) is an inherently difficult task in a competitive market, but adding live eCommerce to the feature list can feel particularly daunting. Luckily, you can learn a lot about designing great UX from your competition — especially TikTok Live Shopping. With its origins in China, a country
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8 min read

How Do You Handle 'Speculative Tool Calling' in a Voice Loop to Prevent the 3-Second Silence While the LLM Decides Which Function to Use?

Building a voice agent that feels responsive is hard. Users expect conversational AI to respond instantly, but the realities of LLM processing, tool execution, and text-to-speech synthesis introduce unavoidable latency. The result? An awkward 3-second silence that makes your voice agent feel broken. Speculative tool calling is the architectural pattern that solves this problem. Why
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7 min read

What Infrastructure and Deployment Strategies Ensure Reliable, Real-Time Vision AI at Scale?

Processing thousands of video streams with sub-100ms latency requires more than good models. If your 99.9% accurate transformer sits behind a jittery connection or a load balancer that scatters frames across servers, your system effectively has 0% accuracy. In stadiums, broadcasts, and live events, reliability is a physics problem. Here, we want to answer the
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4 min read

How to Build a Marketplace App: A Step-by-Step Guide

Marketplace apps have changed how people buy, sell, and exchange value online. They bring together different aspects of a market on one platform and make discovery, comparison, and payments easy. From local services to digital products, these apps have created new ways for people to connect and do business. But building one isn't only about
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14 min read

What Is Visual Search? Examples, Tools, and More

Traditional keyword search relies on what users can describe; visual search relies on what they can see. Users can snap a photo and get near-instant matches, without slowing down shopping by trying to find the right keyword. Google Lens alone processes over 20 billion of these searches a month, and nearly 4 billion of those
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9 min read

How Can Vision AI Automate Player and Ball Tracking for Sports Coaching and Performance Analysis?

Sports analytics used to be the sole domain of professional sports teams. You needed optical tracking systems costing hundreds of thousands of dollars and dedicated technical staff to operate them. That's changed. The same computer vision stack that powered million-dollar broadcast installations can now run on consumer cameras, laptops, and even smartphone apps. Youth academies
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4 min read

What Are the Best Practices for Building Low-Latency Vision AI Pipelines for Real-Time Video Analysis?

The high-latency workflows of LLMs are fine when the work is creative, analytical, or asynchronous. You can wait a few seconds for a code review or a PDF summary. Vision AI in real-time systems doesn't have that luxury. A robot arm needs to stop before hitting an obstacle. A sports broadcast needs ball tracking that
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5 min read

10 Activity Feed Ideas to Inspire Your Next App

Apps lose users fast. On Android alone, social media apps retain less than two percent of users after 30 days. That's a staggering drop-off and a clear reminder that downloads don't equal loyalty. So, how can you create activity feeds that people actually return to? We've studied platforms across social, fintech, fitness, and edtech, showing
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9 min read

What Is a Social Media Feed? Features, Benefits, & Types

Modern digital experiences rely heavily on feeds, whether it's a newspaper's mobile app or a personalized social media feed. They dictate the content users see and heavily influence customer engagement rates and user stickiness. Designing and building a social media feed with user experience in mind requires more than providing a chronological list of posts
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10 min read

How Can Real-Time Vision AI Enhance Live Sports Analytics and Fan Experiences?

If you watch any sports, whether it's the NFL, NBA, or Premier League, you'll know that you're not just watching what's happening on the field or court anymore. Now you're watching a VAR overlay of Haaland's offside, 3D replays reconstructing Smith-Njigba's catches from angles that don't exist, and shot charts tracking Wembanyama's shooting percentage as
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6 min read

How Much Does It Cost To Make an App?

App development costs are shaped by dozens of variables across design, infrastructure, team composition, feature complexity, ongoing maintenance, and more. Understanding these cost drivers is necessary for building realistic budgets and communicating trade-offs to stakeholders. This article will break down app development costs by addressing what adds to each component or stage, before rounding it
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10 min read

11 Best Video Collaboration Tools in 2025

There are many video collaboration tools on the market, each built for different teams and use cases. Some work better for client meetings, while others are designed for webinars or asynchronous communication. So, how do you choose the best one? In this post, we discuss the 11 best video collaboration solutions on the market in
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13 min read

The 14 Best APIs for Healthcare Apps

However, the increasingly digital world demands a seamless care experience for all parties. The global telehealth market is expected to grow to $101.2B in 2023 and compound at an annual growth rate of 24% til 2030. The introduction of HIPAA-regulated digitized protected health information (PHI) data and patient resources profoundly impacted the industry. This boon
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8 min read

10 Best Artificial Intelligence APIs to Enhance Your Product

Many engineering teams ship AI features via APIs rather than training their own custom models. This shift reflects a broader trend. According to McKinsey, 78% of companies report using AI in at least one function. With demand rising across industries, managed APIs now cover almost every use case, from customer service chatbots to sound effects
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11 min read

10 Proven Customer Engagement Strategy Methods + Examples

Selling a standout product isn't enough. Customers now expect AI-driven personalization and consistent experiences across every channel. 78% of consumers demand it, but only 45% of brands deliver even baseline consistency. A good customer engagement strategy starts to stitch those (and other) gaps together. This post will walk you through ten methods for crafting a
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13 min read

2026 Guide to App Retention by Rates (with Metrics, Statistics, & Tips)

Stats show that app users in the US, on average, uninstall 48% of the apps they install on their phones after 30 days. This is why mobile app teams must shift their focus to improve retention to set themselves up for long-term success. The truth is that user acquisition isn't enough to secure your mobile
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9 min read

8 Best Outsourced Content Moderation Services

For teams looking to outsource their moderating needs, there's no shortage of services available today. But with so many options and endless promises of "real-time" user-generated content (UGC) moderation and compliance-ready reporting, sorting through providers to find the best fit can be overwhelming. Some teams choose to integrate a content moderation solution directly into their
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13 min read

10 Dating App Trends Product Managers Must Know in 2025

Before dating apps, meeting and connecting with a potential partner was limited to social gatherings and common physical spaces. So, when Match launched in 1995, it was a game-changer. Today, over 350 million people use dating apps, and industry leaders like Tinder, Badoo, Bumble — and Match — dominate conversations around the online search for
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13 min read

AI Chatbots for eCommerce: Best Platforms, Examples & Use Cases

Throughout the eCommerce customer journey, from product discovery to post-purchase support, there are many opportunities for revenue loss. While product managers might be aware of where these leaks occur and that chatbots offer potential solutions, choosing the right provider requires a thorough analysis to find the best fit. The best eCommerce AI chatbot platforms balance
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8 min read

User-Generated Content Examples: The Good and the Bad

User-generated content (UGC) provides plenty of value to both users and the brands that implement it successfully. But "successfully" is the keyword here. UGC initiatives may mean creating marketing assets if you plan to leverage existing platforms, or they may mean designing and implementing new features in your app that allow for content creation and
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11 min read

5 Signs of a Toxic Community & How to Fix It

Unfortunately, gaming communities can turn toxic. What should be a place for players to connect over a shared love of a game becomes a hostile environment filled with harassment and intimidation. Trolls, bad actors, and bots harass other players, post offensive or discriminatory messages, or share spam content. New players feel unwelcome or intimidated, making
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7 min read

In-App Chat: Best Features, Use Cases & Implementation

In-app chat is precisely one of those features that becomes essential the moment your users expect it. You've seen it everywhere: the little chat bubble in your banking app, the messaging thread in your marketplace, the team channel in your project management tool. It's how users talk to support without leaving your app, how buyers
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17 min read

How to Detect and Address Harmful Content

You don't need to explain harmful content to your execs. By the time it becomes a product conversation, something's already gone wrong. Maybe it's a spike in abuse reports, a viral screenshot, or an audit request that reveals what your platform's actually hosting. Whatever the trigger, you're not here for definitions. You're trying to understand
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8 min read

Conversational Commerce: Advantages, Use Cases & Examples

Conversational commerce gives product teams a useful framework to guide how they improve the buyer journey without overhauling a product's entire interface. Tactics like embedded chatbots and automated messaging reduce friction and contribute to higher conversion rates, especially at high-intent moments. This article will explore conversational commerce, how it works, its benefits and use cases,
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10 min read

Understanding AI Content Moderation: Types & How it Works

Moderating the vast amount of content on digital platforms is a challenge. People post content daily, making it tough to filter out harmful content. Users are at risk of encountering negative material with inadequate moderation, which can undermine the integrity of online platforms. The use of AI for moderation offers an efficient solution, ensuring safer
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11 min read

How to Reduce Social Media Harms: A Product Manager’s Guide

Teens spend hours on social media every day, but the content they see isn't always harmless. Beauty filters promote unrealistic standards, peer group pressures amplify anxiety, and viral trends like the Blackout Challenge have led to hospitalizations and even deaths. Heavy screen time has been linked to sleep deprivation, low self-esteem, and disordered eating, which
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8 min read

How to Create a Content Moderation Policy That Works

In 2024, Facebook deleted 5.8 million posts because of hate speech infractions. This is only one platform and a single violation type. Every day, platforms and applications designed for user-generated content (UGC) get numerous uploads of text, audio, images, and video posts. The majority is benign and aligns with corporate policies, but some may be
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13 min read

Content Moderation: Types, Tools & Best Practices

User engagement is the key to building a thriving social community, and the key to a successful business is loyal, active customers—no matter your use case. But this reward comes with risk. While user-generated content (UGC) can be empowering, persuasive, and insightful, it can also be off-topic, spammy, hateful, harmful, or even criminal. By moderating
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10 min read

Social Media Moderation Guide: Tools, Examples, & Best Practices

Whether building a social app or managing a brand's online presence, moderation is key to balancing free expression with user safety, brand trust, and legal compliance. Get started! Activate your free Stream account today and start prototyping. The scale of moderating social media is massive. For example, Meta flagged and removed over 16 million content
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10 min read

Chat Moderation 101

Chat is a powerful tool for building community, but without safeguards, it can quickly become a source of harm. Toxic behavior, spam, and abuse can erode user trust in seconds. That's where chat moderation comes in: it protects users, preserves the integrity of your platform, and ensures conversations remain safe and constructive. What Is Chat
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11 min read

In-App Surveys: A Comprehensive Playbook

Within 30 days of installing an app, roughly 97% of users uninstall it or become inactive. Instead of trying to guess why users abandon an app, you can ask them directly by conducting surveys inside the app. This gives them a voice in the moments that matter, so organizations can move beyond assumptions and improve
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10 min read

How to Boost User Engagement With Strategic In-App Notifications

Building a great app is just the beginning. If users don't discover your features—or don't understand when and how to use them—they may never experience the value your product delivers. That's where in-app notifications shine. These contextual, timely messages appear within your interface to guide users, drive feature adoption, and keep engagement flowing. In-app notifications
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6 min read

10 Ways to Increase Workforce Management App Adoption

Mobile apps are everywhere in workforce management, but that doesn't mean your team is using them. Retail and service teams—especially deskless, hourly, and on-the-go employees—aren't naturally inclined to check in-app messages or explore new features. They're used to email, sticky notes, or group texts. You've rolled out the tech, but key messages still go unseen,
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7 min read

In-App Advertising 101: Benefits, Formats, and Best Practices

Mobile apps have transformed how brands connect with audiences. The in-app advertising sector is growing by 16% annually and is expected to be worth $821.8 billion by 2033. Behind these numbers lies a profound shift in consumer behavior, as mobile devices and smartphones increasingly dominate daily routines, entertainment choices, and purchasing decisions. This evolution signals
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9 min read

8 Effective App Re-Engagement Strategies

Getting downloads is the easy part — keeping users coming back is the real battle. App re-engagement is the key to making it happen. This post will explore how it works and provide eight effective app re-engagement strategies to help you bring users back to your app. What Is App Re-Engagement? App re-engagement is the
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8 min read

8 Best Content Moderation APIs: Benefits and Features

Moderation plays a vital role in creating safe and welcoming environments in online platforms. By leveraging advanced AI and machine learning, these tools can efficiently detect and manage inappropriate content in text, images, videos, and more. Here, we compare eight of the leading moderation APIs to help you find the best solution for your needs.
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4 min read

Is Live Video Calling Worth It for Your App?

Apps like WhatsApp and Zoom allow anyone worldwide to have face-to-face conversations as if they were in the same room. But this functionality can benefit more than just communication-focused apps. Enabling your users to initiate video calls without having to switch to external apps enhances their experience with each other. And it can strengthen network
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10 min read

The 7 Best Live Streaming SDKs & APIs

Incorporating a real-time communication feature into your app can differentiate your brand and drive user engagement. However, developing these features takes time and resources, deterring you from focusing on core product features. This is where an SDK or API can come into play, as you can use them to accelerate build times and streamline development
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7 min read

Omnichannel Communication: What Is It and Why Is It Important?

Businesses can use different communication channels to connect with their audience. However, companies that don't use multichannel communication risk losing customers who prefer specific channels. You should incorporate as many customer touchpoints as possible to keep customers engaged and remind them of your value. Notably, omnichannel communication highlights the significance of customer communication by making
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8 min read

30 Important App KPIs to Track in 2025

Developing a mobile app can increase your brand visibility and create a direct communication channel for users. But if you're not tracking the right KPIs, you're missing out on opportunities to improve your app's effectiveness. The problem is that there's no shortage of KPIs, and tracking the wrong ones can waste resources and cause you
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9 min read

Top Features and Best Practices for Voice Chat Applications

The rise of real-time communication technologies, such as video and voice calls, disrupts email and text messaging. When integrating voice chat into an app, a reliable and scalable solution can place you ahead of your competition. However, if you're building your app in-house, it can take years to make voice chat experiences that have excellent
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7 min read

Ensuring Dating App Safety: The Crucial Role of In-App Chat Moderation

In the fast-paced world of online dating, where connections are made with just a swipe, ensuring safety is paramount. As millions turn to dating apps to find love or companionship, the importance of robust safety measures cannot be overstated. One critical aspect often overlooked in-app chat is moderation, a feature that plays a pivotal role
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3 min read

What Is Mobile App Engagement, And How to Increase It

Mobile app engagement goes beyond opening your app — it's about how often users return and how they use it. Active users are crucial for an app's growth and success, but how do you turn first-time users into lifetime users?  In this article, we'll explore the essentials of mobile app engagement and why it's more
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8 min read

Enhancing Spiritual Connectivity: Real-Time Communication in Religious Apps

In an age where technology is pivotal in shaping human interactions, religious institutions are also adapting to stay connected with their congregations. Religious institutions with vast and diverse memberships increasingly turn to mobile apps to foster spiritual growth, community engagement, and seamless communication.  However, to truly harness the power of these digital platforms, integrating real-time
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2 min read

A Comprehensive Guide to App Accessibility

Mobile apps are an integral part of our daily lives. From shopping to socializing, we rely on apps for many tasks. But some people are locked out of this world. Individuals with disabilities have difficulty using these apps if they aren’t built with visual, hearing, cognitive, and mobility impairments in mind. App accessibility ensures all
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7 min read

In-App Feedback: How to Get It and What to Do With It

But, given users' decreasing attention spans, varying needs, and busy schedules, eliciting meaningful app feedback from your users becomes a tall order. So, how can you make it easier for users to share their experiences? What tools can you use to collect and analyze feedback? Read on to learn more. In this article, we'll explain
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15 min read

Mobile App Marketing: How To Hook and Retain Customers in a Crowded Space

In 2023, "There's an app for that!" is more than a catchphrase — it's the truth. With more than 5.6 million mobile apps available on the Apple App Store, Google Play, and Amazon Appstore, users have no shortage of options. Standing out in a crowded mobile app market is tricky, to say the least. How
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12 min read

How To Engage App Users With Push Notification Marketing

Using push notifications as part of your user engagement strategy can boost your app retention rate by 300% during the first 90 days of customer onboarding. This massive improvement means push notification marketing should be one of the core components of your app engagement strategy. Every time you send out a notification, you engage the
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6 min read

Increase User Engagement by Adding a Video Calling Feature to Your App

Remember when Netflix introduced the "Skip Intro" button? Everyone embraced the new feature immediately — the button is pressed 136 million times every day. It's every product manager's dream to add such a feature to the software products they manage. While we don't advise getting into a feature race with your competitors, the right feature
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15 min read

How To Grow Your App With a Superior Mobile Engagement Strategy

Social media apps often generate high user engagement due to their ability to connect individuals, foster virtual communities, and offer a platform for personal expression. They use features such as notifications, addictive design elements, and algorithms that curate content tailored to users' preferences, enticing prolonged usage and interaction. In the world of product management, higher
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5 min read

Five Examples of Mobile Marketing: Lessons From the Pros

In today's competitive digital landscape, finding innovative ways to market your app and promote your product is essential for success. Mobile marketing can involve anything, from adding new features to shifting to meet market demand and promoting your unique differentiator. Mobile marketing presents a range of opportunities to engage with your target audience, drive user
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5 min read

The Guide To Delivering a Top-Tier Mobile App User Experience

If you were to download 10 apps a day, it would take you over 1,000 years to install all of the existing Google Play Store apps and nearly 500 years to download all the iOS App Store apps. As more apps continue to flood the market, users ruthlessly purge their devices of apps that don't
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5 min read

6 Video Engagement Metrics to Measure Your App’s Performance

Eighty-seven percent of professionals use video calls to collaborate and communicate with others at work. And that's just one use case for video conferencing. People use video calls in both personal and professional capacities, and video conferencing tools are commonly used in everything from dating apps to telehealth and beyond. Just like any other budding
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6 min read

How to Boost Virtual Event Engagement Through Your Video Conferencing App

The global virtual events market is forecasted to jump from close to $199 billion in 2022 to $1,066 billion by 2032. That means the number of virtual events every year will continue to rise, and event organizers will need highly engaging platforms to host these events. While Zoom or a similar tool has everything you
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4 min read

Cross-Functional Collaboration: A Guide for App Product Managers

But without effective cross-functional collaboration, miscommunication and clashing priorities can lead to release delays and, ultimately, an app that doesn't meet your users' expectations. Collaboration is often a challenge — especially in remote or hybrid settings, where team members can't simply pop into each other's offices to ask questions or workshop ideas. But it's key
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5 min read

Audio-Only Telehealth: Benefits & Four Use Cases for This Feature on Your Healthcare App

In today's rapidly evolving healthcare landscape, telehealth app product managers are constantly looking for innovative ways to drive profitability while improving patient outcomes. One way to do this? Audio-only telehealth features. Audio-only telehealth opens the door to providing equitable healthcare access to individuals in rural or remote areas, those with limited technology, and even patients
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4 min read

App Monetization: The Ultimate Guide for Product Managers

The "Snake" game that was built into the Nokia 6110 in 1997 is widely considered to have been the first mobile app. Mobile apps like Snake couldn't be monetized until 2008, when the Apple App Store was launched. Today, mobile apps are big business. But choosing the right monetization strategy for your app is a
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7 min read

How To Improve Virtual Meetings: A Guide for Product Managers

Skype was launched in 2003 and had more than nine years to secure the modern enterprise video communications space before Zoom was launched. And yet, when the time came for video communications tools to really take off, Zoom went from 10 million daily active users in December 2019 to 200 million in March 2020. No
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5 min read

HIPAA-Compliant Video API: Bring Telehealth Video Calls to Your App

Some even integrate with wearable tech for remote patient monitoring. While not all of these apps are built the same, they should all offer video conferencing. Video calling is crucial for telehealth apps as it enables a more personalized and interactive healthcare experience. Video calls facilitate real-time visual assessments, allowing providers to observe symptoms, conduct
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5 min read

Video Commerce: Leverage Multimedia To Drive Sales

In 2023, consumers are spending an average of 17 hours a week watching online videos. From immersive 360-degree product videos to engaging user tutorials, videos are an effective way to showcase your products and enhance your customers' shopping experience. In this post, we'll explore how to use video commerce to increase the visibility of your
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4 min read

6 Features of Good API Design

APIs are the building blocks of modern software. According to the 2022 State of the API Report, 51% of organizations spend more than half of their development effort on APIs. From the creation of an API to the time it is retired, multiple developers come in contact with it and use it to access relevant
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6 min read

Stream's Principal Moderation PM Talks Trust & Safety On GDI Podcast

Adnan Al-Khatib, Principal Product Manager of Moderation at Stream, recently joined the GDI podcast during Trust and Safety Month to discuss content moderation. Stream offers a cutting-edge, end-to-end auto-moderation solution that enables real-time adaptability to your app's needs. This powerful tool protects users from bots, scammers, and bad actors. Let's look closely at some key
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2 min read

Edge Computing Security: Risks, Considerations, and Best Practices

Wherever computing systems go, security threats soon follow. Microsoft released Windows in 1985 — and the first Windows virus, Brain, swiftly followed in 1986. As edge computing matures, it faces similar cybersecurity challenges. IoT devices are vulnerable to threats such as botnets. Early fitness trackers were quickly hacked back in 2015. With the current reliance
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6 min read

5 Product Engagement Metrics to Track

User acquisition is integral to growing your product and customer base. But that's just the first part: success depends on retaining those existing users and keeping them engaged in the long term. As Brian Balfour, former VP of growth at HubSpot, once said: "If your retention is poor, then nothing else matters." As a product
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5 min read

How to Build Your SaaS Community (+ 5 Successful Examples)

Companies realize that investing in their community can deliver huge benefits --- since 2020, there's been a 22% increase in organizations with a dedicated Community team. Building a thriving SaaS community takes a significant investment of time and resources --- especially for startups, which will have fewer resources to invest than SaaS scale-ups. So follow
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8 min read

What Effect Does Remote Work Have On Productivity?

Research from Microsoft shows that over 52% of people are considering switching to a fully remote or hybrid job. Working from home became our new normal within just a few years. As a result, many companies have studied how remote work directly impacts employee productivity. With so much research on the subject of remote work
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7 min read

Remote Team Management Tips for Success

According to research by Microsoft, over 53% of people are currently considering switching to a hybrid or remote job. However, this push for remote work brings up new challenges that in-person managers have never faced: How do you communicate effectively with employees when you're not face-to-face? And how can you make sure that remote employees
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8 min read

46 Remote Work Statistics Employers Need to Know

By the end of 2022, it's estimated that 25% of all job vacancies will be remote. Apart from the improvement in work-life balance and increased benefits, remote work has the potential to be advantageous for both companies and employees. However, old concerns remain for management, while the younger employees embrace change and drive improvements. Here's
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10 min read

Customer Education: A Guide To Maximizing Product Value

It won't matter how many users download your app if they don't understand how it works or how they can maximize its benefits. And since half of all mobile apps get deleted within one month of downloading, you won't have long to win users over and earn their loyalty. The fastest way to help your
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7 min read

How To Increase App Retention: A Product Manager’s Guide

High installs mean nothing if you can't retain your new users in the long term. An estimated American app users uninstall 47% of the apps they download on their phones within 30 days.  Indeed, app retention isn't something you have direct control over. After all, you can't physically stop people from deleting their apps. But,
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11 min read

7 Developer Marketing Tactics That Work

That makes them a challenge to market to. They're not an audience to whom you can target an Instagram ad and expect to reap the rewards. They want straightforward messaging about your product's features and clear pricing information upfront and to see the product in action. Developer marketing is just another phrase for marketing to
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7 min read