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Building Slack Platform Expert AI

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Building a Slack Platform Expert AI: A Journey of Learning and Creation

Key System Components

The system is built using several key components, including:

  • Streamlit for the web interface, providing a dynamic and user-friendly feel
  • ChromaDB for semantic search
  • SQLite3 with BM25 ranking algorithm for keyword searches
  • OpenAI’s chat.completions API for generating responses
  • GitHub APIs for publicly available quality content for Q&A
  • Docker for ensuring a consistent environment and Fly.io for deployment and scale adjustments
  • Sentry for monitoring and logging errors for continuous improvement

Each component was chosen to balance quality, performance, cost efficiency, and ease of development.

Keeping the AI Grounded

To reduce the risk of hallucinations, the system prompt explicitly instructs the AI to base its answers solely on the provided in-context documents and the session’s past messages. For example, the system prompt includes:

"Your answer must consider only the # Context section data and the past messages in the same session. Please be particularly precise when discussing code related to SDKs. You must not respond with any speculations like suggesting any classes and methods that are not mentioned in the # Context section."

Hybrid Retriever Architecture

The system uses a hybrid retriever architecture to retrieve the most relevant documents for each question. This involves combining two search layers and applying my own ranking logic:

  • ChromaDB handles semantic search
  • SQLite3 (using BM25 ranking algorithm) manages traditional keyword searches

The process of building the search index involves:

  1. Fetching publicly available documents, Q&A, code examples, and unit tests from GitHub
  2. Optimizing some of the data and storing it in a single JSON data file (source_data.json)
  3. Inserting all the data into ChromaDB and SQLite3 as part of the Docker image

Building Search Index within Docker Image

Both search systems run locally within the Docker container, ensuring low latency and cost efficiency. The databases are built when the Docker image is created.

Abuse Prevention & Cached Responses

To prevent abuse, the system implements a simple rate-limiting mechanism. This involves tracking request frequency using a local SQLite3 database and temporarily blocking users who send too many requests in a short time. This is achieved through a simplified code snippet:

def detect_frequent_requests(ip_address: str, block_again: bool = True):
    # ...
    if is_this_user_blocked(last_accessed, last_blocked):
        if block_again is True:
            save_as_blocked(ip_address)
        st.error("Thanks for asking questions! but I'm unable to answer many questions at once. Please try again later.")
        st.stop()

Simple Abuse Prevention & Cached Responses

To reduce system load and minimize costs, a simple cache layer is added. This caching mechanism stores responses to frequently asked questions, reducing the need for AI retrieval and CPU time consumption.

Sign in with Google

The system allows logged-in users to perform resource-intensive generation tasks, helping to manage costs and prevent system abuse. The is_logged_in() function is used to check if a user is logged in and display the login/logout link on the right side of the header.

Conclusion

I’m happy with the system’s capabilities, but I’m aware it’s far from perfect. I plan to improve it by exploring other available solutions for better service quality and adding more documents to cover broader topics.

FAQs

Q: What is the purpose of the system?
A: The system is designed to provide expert-level answers to Slack platform-related questions.

Q: What are the key components of the system?
A: The system consists of Streamlit, ChromaDB, SQLite3, OpenAI’s chat.completions API, GitHub APIs, Docker, and Fly.io.

Q: How does the system prevent abuse?
A: The system implements a simple rate-limiting mechanism to prevent frequent requests from a single IP address.

Q: Can I use the system to develop my own Slack app?
A: Yes, the system can be used as a reference for building your own Slack app.

Q: What are the future plans for the system?
A: I plan to improve the system by exploring other available solutions for better service quality and adding more documents to cover broader topics.

Elon Musk’s Bid to Control OpenAI Questioned by Rationale

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OpenAI’s Board Questions Rationale of $97.4 Billion Bid from Elon Musk and Others

OpenAI’s Board Accuses Musk of Hypocrisy

OpenAI’s board of directors questioned the rationale of a $97.4 billion bid from Elon Musk and others to gain control of the high-profile artificial intelligence company. The board argued that the bid contradicted legal claims made by Musk in a lawsuit he brought against OpenAI last year.

Musk’s Bid Accuses OpenAI of Misconduct

Musk’s lawyer, Marc Toberoff, stated that the lawsuit is not about who controls OpenAI, but about OpenAI’s alleged misconduct. Toberoff added that if OpenAI’s board is prepared to stipulate to take the "For Sale" sign off the charity’s assets, Musk will withdraw his bid. However, OpenAI will never do that.

OpenAI’s Efforts to Separate from Nonprofit Board

For more than a year, OpenAI’s CEO, Sam Altman, and his colleagues have been working on a plan to shift control of the company from the nonprofit to OpenAI’s investors, including Microsoft and the investment firm Thrive Capital. The company has been negotiating a $40 billion fund-raising deal, led by the Japanese conglomerate SoftBank. The new fund-raising round values OpenAI at $300 billion.

Musk’s Bid to Revamp OpenAI’s Corporate Structure

The San Francisco company’s unusual corporate structure provided an opening for Musk to meddle in the plan and make revamping OpenAI more expensive. OpenAI must provide compensation to the nonprofit board, such as a one-time fee or a minority stake in the company. The nonprofit’s assets have not been given a value, and Musk is trying to set one.

Time is Ticking for OpenAI to Change its Corporate Structure

The clock is ticking for OpenAI to change its corporate structure. Under the terms of OpenAI’s last investment round, the company must shift control away from the nonprofit in less than two years. Otherwise, its funding will convert into debt.

Personal Feud Between Musk and Altman

The feud between Musk and Altman started 10 years ago as a partnership. They were part of the group that founded OpenAI as a nonprofit in 2015, saying they wanted to freely share their technologies with the world. However, their partnership ended three years later, and Altman began working to separate OpenAI from the nonprofit board.

Conclusion

The bid from Musk and others raises questions about the future of OpenAI and its corporate structure. The company must navigate the complex web of relationships with its investors, the nonprofit board, and its own leadership to achieve its goals. The clock is ticking, and the outcome is far from certain.

FAQs

Q: What is the purpose of the OpenAI bid from Elon Musk and others?
A: The bid is to gain control of OpenAI, a high-profile artificial intelligence company.

Q: Why is OpenAI’s board questioning the bid?
A: OpenAI’s board is questioning the bid due to concerns about its rationale, citing contradictions with previous legal claims made by Musk.

Q: What is the background of the feud between Elon Musk and Sam Altman?
A: The feud started 10 years ago as a partnership, but ended three years later, and Altman began working to separate OpenAI from the nonprofit board.

Q: What is the outcome of the lawsuit brought by Elon Musk against OpenAI?
A: The outcome of the lawsuit is still pending, with OpenAI accusing Musk of hypocrisy and Musk’s lawyer stating that the lawsuit is not about who controls OpenAI, but about OpenAI’s alleged misconduct.

Snowflake Unleashes AI Agents to Unlock Enterprise Data

Snowflake Announces Public Preview of Cortex Agents, a New Class of AI Agents

Snowflake, a leading cloud-based data platform, has announced the public preview of Cortex Agents, a new class of AI agents that can perform a range of business tasks using structured and unstructured data. The company has also announced that, thanks to Anthropic’s latest Claude 3.5 Sonnet model, Cortex Agents are turning in best-in-class agent performance.

The Importance of Data Foundation for AI

According to Snowflake’s SVP of Product, Christian Kleinerman, "We believe that a strong data foundation is important for AI. I have access to a great model. But if I don’t have my data in order, if I don’t know governance, if I don’t know what data sets I have, it is difficult to get value out of AI."

Cortex Agents: A New Class of AI Agents

Cortex Agents are a new class of generative AI applications that are designed to function like human workers. They can automate multi-step, data-intensive tasks, such as accessing structured and unstructured data, running complex queries, and serving the data back to users.

Two Cortex Agents: Cortex Analyst and Cortex Search

There are currently two Cortex Agents: Cortex Analyst, which is based on Anthropic’s latest Claude model, provides text-to-SQL conversion and is designed for working with structured data, such as database table and views; and Cortex Search, which is based on Snowflake’s Arctic AI models, is designed for answering questions on unstructured data, such as PDF or .txt documents.

How Cortex Agents Work

When called via a REST API, Cortex Agents securely kick off a four-part workflow that involves:

  • Understanding the request and planning out the specific subtasks
  • Executing the tasks via Cortex Analyst, Cortex Search, or SQL generation from natural language
  • Evaluating the effectiveness of the answer and determining whether it meets accuracy requirements
  • Monitoring and iterating on the workflow to refine behavior for continuous improvement

Security and Privacy

Security and privacy are key aspects of Snowflake’s AI strategy. By registering data within Snowflake’s Horizon Catalog, customers can control access to both structured and unstructured data sets using Horizon’s role-based access control (RBAC) capabilities.

Conclusion

Snowflake’s Cortex Agents are poised to have a significant impact on customer operations, according to Baris Gultekin, head of AI at Snowflake. "At Snowflake, we believe that AI agents will soon be essential to the enterprise workforce. They’ll enhance the productivity for many teams such as customer support analytics, engineering, and they’ll free up employee time to focus on higher value things."

FAQs

Q: What are Cortex Agents?
A: Cortex Agents are a new class of AI agents that can perform a range of business tasks using structured and unstructured data.

Q: What are the two Cortex Agents currently available?
A: The two Cortex Agents currently available are Cortex Analyst and Cortex Search.

Q: How do Cortex Agents work?
A: Cortex Agents work by understanding the request, planning out the specific subtasks, executing the tasks, evaluating the effectiveness of the answer, and monitoring and iterating on the workflow.

Q: What is the benefit of using Cortex Agents?
A: The benefit of using Cortex Agents is that they can automate multi-step, data-intensive tasks, freeing up employee time to focus on higher-value tasks.

Intuitive Understanding

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How I Made Perplexity AI the Default Search Engine in My Browser (and Why You Should Too)

As an Android user since version 1.5, I’ve been impressed by the recent advancements in AI-based search engines. Over the past year, I’ve had the opportunity to try out both Google’s Gemini and Perplexity AI. While Gemini is a powerful tool, I’ve found Perplexity to be more accurate, more informative, and more enjoyable to use.

1. AI as Search Engine

For me, the primary reason to switch to Perplexity is its effectiveness as a search engine. I’ve found Google’s search results to be increasingly cluttered with ads and sponsored content, making it difficult to find relevant information. Perplexity, on the other hand, provides more accurate and detailed responses, making it an ideal choice for research and information gathering.

2. Better, More Accurate Responses

After comparing Gemini and Perplexity, I’ve found Perplexity to deliver more accurate and comprehensive responses. Gemini’s answers often lacked depth and context, whereas Perplexity provides detailed explanations and relevant examples. This is particularly important when conducting research or solving complex problems.

3. Better Problem Solving

Perplexity’s approach to problem-solving is more effective than Gemini’s. While Gemini often provides bullet-pointed solutions, Perplexity offers more in-depth explanations, making it easier to understand the underlying concepts. This is particularly useful for complex problems that require a deeper understanding of the subject matter.

4. Follow-Up

One of Perplexity’s standout features is its "Ask Follow-Up" option. This allows users to continue exploring a topic by asking follow-up questions, which can lead to new and interesting discoveries. This feature has been particularly useful for research and has helped me uncover fascinating information.

5. References

Both Gemini and Perplexity provide references for their responses. However, Perplexity offers more sources and cites them in-line, making it easier to verify the accuracy of the information. Gemini’s references are listed at the end of the response, which can be inconvenient for users who need quick access to source material.

Conclusion

While Gemini has its strengths, Perplexity’s accuracy, detail, and problem-solving capabilities make it a better choice for me. The ability to use Perplexity as the default search engine in my browser, rather than just through the web interface, has greatly improved my research experience.

Frequently Asked Questions (FAQs)

Q: Can I switch from Gemini to Perplexity as my default digital assistant?
A: No, you cannot switch from Gemini to Perplexity as your default digital assistant. However, you can use Perplexity as a standalone AI tool on your phone, desktop, or laptop.

Q: Why did you choose Perplexity over Gemini?
A: I chose Perplexity because of its accuracy, detail, and problem-solving capabilities. Perplexity provides better responses, more sources, and a more comprehensive understanding of the topic.

Q: How do you use Perplexity?
A: I use Perplexity as my default search engine, and I’ve installed it on my Android, Linux, and MacOS devices. I prefer using Perplexity to research complex topics and solve problems.

Crafting an Employee Engagement Program That Drives Results

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Employee engagement isn’t a one-time initiative or a feel-good HR metric—it’s the foundation of a thriving workplace. When employees are engaged, they don’t just show up; they invest their energy, ideas, and passion into their work. They’re more productive, more innovative, and more likely to stick around. And yet, too many organizations treat engagement as a box to check—conducting an annual survey, skimming the results, and hoping for the best.

But real engagement—the kind that drives business results—requires a strategic, data-driven, and continuous approach. It’s about creating a culture where employees feel valued, connected, and empowered every single day. That doesn’t happen by accident. It happens with intentionality, the right tools, and a framework that turns insights into action.

In this guide, we’ll break down what an effective engagement program looks like, why it’s essential for long-term success, and how you can build one that delivers measurable impact. Let’s dive in.

The Business Case For Employee Engagement  


Higher employee productivity

Engaged employees boost productivity. They tackle their tasks with energy, focus, and a sense of ownership, which results in higher-quality work and increased output. This directly impacts the bottom line as engaged employees drive the organization’s goals and enhance profitability. 

Less employee turnover

Engaged employees are less likely to leave the company. High employee turnover costs organizations recruitment and training expenses, as well as the loss of institutional knowledge and operational disruption. Organizations who prioritize engagement retain their top talent.

More positive work environment

Engaged employees contribute to a positive and collaborative work environment. They actively exhibit helpful behaviors, support their colleagues, and promote a culture focused on teamwork. This positive atmosphere further encourages and enhances productivity, creativity, and overall job satisfaction. 

Stronger innovation

Engaged employees innovate more often and are willing to take calculated risks. They feel empowered to share their ideas and suggestions, which can improve processes, products, and services. Fueled by innovation, this mindset ensures that the organization maintains a competitive edge that drives growth. 

Exceptional customer service

Engaged employees deliver exceptional customer service because they recognize their role in the organization’s success and are motivated to create a positive client experience. This commitment increases customer loyalty, encourages positive word-of-mouth, and drives higher revenue.

Read more about the business benefits of employee engagement here >>

Employee engagement can’t be check-the-box

Employee engagement requires continuous measurement, adaptation, and investment in order to be effective. You can’t rely on sporadic surveys or disjointed tactics. Your business and your employees change rapidly, and your engagement program needs to keep pace with that. Companies make meaningful and sustainable improvements to their culture only when they treat engagement as an evolving journey rather than a one-time initiative. 

Foundations for an effective employee engagement program

An effective employee engagement program lies on a solid foundation of components that help you collect feedback, surface insights, and take action. These essential elements include: 

Annual Engagement Survey

An annual employee engagement survey helps you understand employee engagement and sentiment at the highest level. It covers various aspects of the employee experience, measuring an employee’s emotional and mental connection to their work, team, and organization. You can see trends at the highest level, but also slice and dice your data to understand perceptions within specific areas of the business.

 

Pulse Surveys

Pepper in a few pulse surveys to get more of a real-time baseline on engagement or on specific initiatives, changes, or areas of concern. These surveys help you promptly identify and address emerging issues.

pulse survey software

 

employee lifecycle surveys

Employee Lifecycle Surveys

Collecting feedback at key moments in the employee lifecycle, including onboarding, role transitions, and exits, provides valuable insights into the employee experience. This feedback informs improvements to processes, policies, and practices across the employee journey to boost engagement and retention.

 

Employee Engagement Action Planning

This is the most important piece of your employee engagement program. Once you ask for feedback, you must decide what to act on and share your plans with employees (or even better, let them help shape it). To do this, you need practical action planning solutions that help you:

  • Analyze survey results
  • Identify focus areas
  • Facilitate team discussions
  • Develop an execution plan
  • Remind and reinforce commitments all year long

3_action-planning_product-imagery@2x

 

employee engagement analytics

Employee Engagement Reporting & Analytics

Your employee engagement platform should include robust analytics and reporting . You should be able to see metrics and reports like:

  • Survey response rates
  • Favorability
  • Heat maps by demographic
  • Survey comment sentiment, keywords, and narratives
  • Industry benchmarks
  • Action planning progress
  • Employee retention analytics (like Retention Radar)

 

Integrated Performance Management Platform

Engagement and performance are inextricably linked. Here at Quantum Workplace, we launched our first performance management tools over a decade ago based on what we were seeing in engagement surveys. That was: when performance management processes suck, employees are not as engaged as they could be.

Aligning performance management processes with employee engagement drives accountability and ensures engagement initiatives integrate into day-to-day operations. This includes setting clear goals, providing regular feedback, and offering growth and development opportunities to drive engagement.

performance management software

 


Key stakeholders for your employee engagement programs

Successful employee engagement programs actively involve and require collaboration from multiple organizational stakeholders. The key stakeholders in employee engagement include: 

HR

HR professionals play a central role in designing and executing employee engagement programs. They select methodologies, create and deploy surveys, analyze data, allocate resources, and coach and equip people leaders. HR drives the strategic direction and provides tools and guidance. 

Executive Leadership

The executive team must buy in and participate actively. They align engagement initiatives with the company’s mission, vision, and values. Executives also secure the necessary funding, model desired behavior, and communicate the importance through consistent messaging. 

People Managers

Managers actively implement employee engagement strategies. They’re on the front lines of engagement and performance, driving team-level action planning using survey insights, facilitating ongoing performance conversations, recognizing excellent work, and developing their teams. 

Employees

An employee engagement program supports and motivates employees at its core. But employees themselves need to be active participants! They must share feedback, support peers, take ownership of initiatives, and help live out the organization’s values and culture.

Employee engagement program calendar 

Establishing a structured calendar with specific milestones and activities is helpful for maintaining an effective and sustainable employee engagement program. This systemic approach keeps efforts focused, consistent, and aligned with organizational goals. Here’s an example of what this could look like!


Q1: Engagement survey launch & analysis

  • Administer the annual employee engagement survey to gather feedback from your workforce. 
  • Analyze results thoroughly to identify strengths, opportunities, and areas for improvement. 
  • Facilitate leadership alignment sessions to review findings and key themes.

Q2: Results share out & action planning

  • Communicate survey results transparently across the organization.
  • Develop an organization-wide action plan with initiatives, timelines, and owners.
  • Share results with managers and equip and support them to drive team-level action plans.
  • Begin rolling out new initiatives and tracking progress.
  • Encourage managers to discuss engagement areas in team meetings and one on ones.
  • Monitor the early stages of implementation to assess efficacy and adjust as necessary.

Q3: Pulse check & progress review

  • Conduct a pulse survey to gauge progress and identify emerging concerns or opportunities. 
  • Conduct a mid-year calibration session to evaluate the effectiveness and impact of the program. 
  • Make adjustments to your initiatives based on the feedback received and lessons learned. 
  • Highlight and celebrate success stories across the organization.

Q4: Evaluation & planning for next cycle

  • Review metrics, outcomes, and overall effectiveness of the year’s program and initiatives.
  • Allocate resources and budget for the upcoming year’s employee engagement program.
  • Begin strategizing and planning for the next annual cycle.

 

Employee engagement ideas & examples

Employee engagement ideas aren’t always difficult to implement. It’s really about the day-to-day interactions, behaviors, and experiences in your workplace. Here are five that you can utilize at your organization as you work to foster a more dynamic workplace culture. 


1. Ask employees to rewrite their job description.

Give your employees ownership of their role by asking them to define it. This gives employees a clear definition of their roles and responsibilities. But it also encourages them to embrace and run with their role. Instead of telling them what to do, allow them to create their part—to an extent, of course.

2. Celebrate humans, not just their work.

Your employees are much more than their accomplishments at work. Take every opportunity to celebrate your employees and teammates and their accomplishments outside of work. Bring cupcakes for an employee’s birthday. Showcase community awards they receive. Buy them a graduation present. Your employees are so much more than employees—and recognizing that will go a long way.

3. Develop motivating coaches, not managing bosses.

Employees don’t want to be bossed around. They want feedback, coaching, and empowerment. Manager coaching can drastically impact employee engagement and performance. Organizations with employees who receive frequent coaching improve business results by 21%. 

4. Give new hires a culture coach.

This is a tried-and-tested Quantum Workplace favorite! Assign new employees a buddy from another group or department to show them the ropes. Give employees a chance to know their coworkers outside their immediate working group. Provide employees with someone to ask questions outside of their manager. 

5. Ask employees how they prefer to be recognized.

Recognition is critical to employee engagement. When employees believe they will be recognized they’re 2.7x more likely to be highly engaged. But each employee is different. Recognizing those differences is integral in providing the most impactful recognition. 

 

Real-world employee engagement case studies

Strategic employee engagement programs can drive organizational transformation. Don’t take our word for it. Discover how three organizations harnessed the power of a well-designed employee listening strategy and transformed their workplace culture to achieve measurable business outcomes. 

Mutual-of-Omaha-logo-2

 

Mutual of Omaha leveraged multiple employee survey types to create a layered listening strategy. Their engagement surveys revealed significant improvements in vision clarity among senior leadership groups. And they didn’t stop there! Pulse surveys helped Mutual of Omaha navigate post-pandemic work arrangements and talent retention, with new hire surveys maintaining an impressive 94% favorability rating. 

Dentsply_sirona_logo.svg-1

 

 

Dentsply Sirona showed how targeted employee surveys can drive specific organizational initiatives. The implemented an all-employee pulse survey focused on mission, vision, and values, which later became the foundation for their #StandTogether campaign. By regularly collecting employee feedback and taking action, engagement surveys helped the organization understand their dispersed employees needs. Quantum Workplace’s employee survey analytics helped managers create targeted engagement action plans. The results? Employee engagement scores rose and turnover decreased.

GrantT

 

 

Grant Thornton’s sophisticated approach to employee surveys uncovered crucial insights. They learned that while strong relationships help retain employees, the real drivers of engagement in their workforce are impactful work, growth opportunities, and appreciation. Through regular pulse survey implementation and deployment, Grant Thornton leaders were empowered with real-time insights that led to data-driven decisions about workplace improvement. 

 

 

Measuring employee engagement program success

A strong employee engagement measurement strategy actively evaluates the effectiveness of employee engagement initiatives and supports data-driven decision-making. Here are a few key indicators to keep your eye on as you launch your engagement program.

Employee engagement score & levels

Monitor changes in overall employee engagement scores from annual and pulse surveys and identify trends within specific categories or employee groups/demographics.

Employee turnover & retention

One of the main aims of engagement is to improve employee retention. Track turnover trends and pay close attention to retention of your most critical talent.

Performance & productivity

Recognize that engaged employees increase productivity and deliver higher quality work. Measure performance metrics such as goal attainment, output quality, and customer satisfaction ratings. 

Key business KPIs

Break down the data silos and bring your engagement data and your business data together. See where you can correlate improvements in core business metrics such as profitability, customer loyalty, market share, and retention with improvements in engagement.

 

Communicating About Your Employee Engagement Initiatives

To keep engagement from being a “check the box” exercise, you’ll want to keep the conversation going with key stakeholders throughout the year. Implement a multi-channel communication strategy that helps you do that, including:

✔️ Regular touchpoints

Consistently update leadership, managers, and employees on program milestones, survey results, and action plan progress. .

✔️ Leadership updates

Engage executives with reports, dashboards, and strategic discussions illustrating how engagement impacts business objectives. 

✔️ Manager briefings

Equip managers with insights specific to their teams, encourage them to reinforce engagement initiatives, and guide them in planning actions. 

✔️ Employee communication

Inform the workforce about what is happening through town halls, newsletters, intranets, and team meetings. Celebrate successes and emphasize the importance of engagement.  

✔️ Sharing success stories

Highlight teams, departments, and individuals who achieve remarkable engagement wins. Use their stories to inspire others and reinforce positive behaviors. 

✔️ Two-way feedback channels

Encourage two-way dialogue by offering various avenues, including surveys, focus groups, team meetings, and one on ones. Ensure employees feel comfortable sharing their feedback, ideas, and concerns and use what you hear to adjust and optimize.

 

The Importance of Employee Engagement Technology

Robust technology is key to an effective employee engagement program. You need a strong employee survey platform, helping you listen, understand, and act on employee feedback. Your platform should include advanced analytics to provide valuable insights from the data you’re collecting. Most importantly, it should be easy for all teams to leverage, navigate, and integrate into their daily workflow.

Performance management systems are also key to driving employee engagement. They help facilitate many activities that drive employee engagement, like performance and career development conversations, goal setting, employee recognition, feedback, and more.

See how Quantum Workplace can help you build an effective employee engagement program >>

 

 

Program Design and Implementation

Define clear objectives

Before embarking on an employee engagement initiative, clearly define objectives. Determine desired outcomes, such as improving retention rates, boosting productivity, or enhancing customer satisfaction. Well-defined objectives will guide the development of your program and assist in measuring success. 

Choose outcomes to measure

Identify key performance indicators that align with objectives and measure them consistently. Key indicators could include employee turnover rates, absenteeism, productivity, customer satisfaction, and employee net promoter scores. Establish a baseline and track progress regularly. Understand the program’s impact and make data-driven adjustments accordingly. 

Implement scalable solutions

Design your employee engagement program with scalability in mind. As your organization grows or evolves, ensure your employee engagement program grows without requiring a complete overhaul. Leverage technology and automation to streamline processes and maintain consistency. 

Allow for flexibility

Building a structured program is essential, but incorporating flexibility is equally important. Different teams or departments have unique needs or challenges, so the program must adapt to accommodate these variations. Encourage managers and employees to provide feedback and suggestions for improvement. Stay open to making adjustments based on their input. 

Ensure a sustainable approach

Engage employees through an ongoing process and sustainable structure. Incorporate regular check-ins, feedback loops, and opportunities for continuous improvement. Conduct quarterly pulse and annual surveys and maintain ongoing feedback channels. Allocate sufficient resources, including dedicated personnel, budget, and technology, to support the long-term program.

 

 

Common pitfalls of employee engagement initiatives

Lack of leadership support

Employee engagement initiatives require support and commitment from the C-suite. Without visible leadership buy-in and active participation, employees may view the program as another waning initiative, leading to lack of participation, cynicism, and disengagement.

Poor communication

Clear, consistent communication is crucial to success. When you fail to convey your employee engagement program’s objectives, progress, impact, and outcomes, it leads to confusion and misunderstanding.

Inconsistent (or no) action

Organizations risk losing credibility and trust if they do not follow through on feedback with action plans, fail to address employee feedback, and consequently, see no improvements. It’s better to not ask at all than to ask and ignore the feedback you receive. If there’s something you can’t act on, be transparent.

Inadequate resources

Organizations must allocate dedicated resources, such as time, budget, and personnel to employee engagement programs. Implementing a program without these resources leads to subpar execution and disappointing results.

Treating engagement as a project rather than a strategy

Organizations should consider employee engagement a long-term strategic initiative–as part of the business strategy, not just people strategy. Those that treat it as merely a project risk losing momentum and failing to sustain the program’s benefits over time.

Failing to cascade results and accountability

While organization-wide engagement metrics are important, much of what impacts engagement occurs at the team level. When organizations fail to cascade results and accountability to individual teams and managers, they disrupt the connection between the program and the daily employee experience.

Focusing on too much at once

Employee engagement programs can be complex and have numerous potential focus areas. Organizations must prioritize and concentrate on the most critical areas first. 

 

Conquering employee engagement


The right strategies paired with the right tools can transform your employee engagement program—and your business. Book a demo to see Quantum Workplace’s employee engagement platform in action.

Not ready for a demo but curious what’s out there? Check out our guide on choosing the best employee engagement software.

 

 

 

Employee Engagement Program FAQs

What is an employee engagement program? 

An employee engagement program is all about creating a work environment where employees feel connected to the company’s mission, valued for their contributions, and motivated to do their best work. It includes components like regular feedback, professional development, and recognition—helping employees feel a sense of purpose and belonging while driving business success.

How often should we conduct employee engagement surveys? 

To get the best insights, a mix of surveys works well. An annual engagement survey gives a big-picture view of long-term trends, while quarterly or monthly pulse surveys help track progress and catch potential issues before they become bigger problems. This balance keeps feedback flowing without overwhelming employees and the team leaders responsible for activation.

What is employee listening? 

Employee listening means gathering and acting on employee feedback through different channels—surveys, one-on-one meetings, focus groups, exit interviews, and more. It’s an ongoing conversation that helps organizations understand employee needs and concerns while showing employees that their voices and opinions truly matter.

Who should be involved in employee engagement efforts? 

Employee engagement isn’t just an HR initiative—it’s a shared responsibility. Leadership sets the tone, HR designs and supports the program, and managers play a key role in bringing engagement to life in daily interactions. Employees themselves also contribute by participating in engagement efforts and providing feedback. When engagement is a company-wide effort, it’s far more effective.

What are some effective employee engagement activities? 

Great engagement activities align with company values and what employees actually care about. The most effective employee engagement initiatives are those that are backed by the data from your employee surveys and other feedback mechanisms. Examples might include team-building events, mentorship programs, professional development workshops, wellness challenges, volunteer opportunities, and employee recognition programs. The best activities help employees connect, grow, and feel valued—not just check a box.

How can we measure employee engagement program success? 

Success isn’t just about survey scores. While engagement survey results are important, other key indicators include turnover rates, absenteeism, productivity, participation in engagement initiatives, and even customer satisfaction. Tracking trends over time and tying engagement metrics to business outcomes helps demonstrate the impact of your efforts.

What are common employee engagement challenges? 

Keeping engagement consistent across teams and locations, overcoming communication barriers, sustaining momentum, securing leadership buy-in, and turning feedback into action—these are common hurdles. Organizations also face challenges like survey fatigue, managing diverse employee needs, and making sure engagement efforts lead to real change, not just more meetings.

How can managers improve employee engagement? 

Managers are the front line of engagement. They can make a big impact by having regular one-on-one check-ins, recognizing great work, supporting career growth, and fostering open communication. Encouraging team collaboration, making sure employees feel heard, and connecting daily work to the bigger picture also go a long way in boosting engagement.

What technology supports employee engagement programs?

A strong engagement program needs the right tools. Employee survey software helps gather, analyze, and act on feedback. When engagement platforms integrate with performance management tools, it’s easier to connect engagement efforts to business success. AI-powered insights and robust analytics can also help predict turnover risks and recommend personalized actions. Ideally, your engagement tools should integrate with your HRIS system for seamless data management.

What’s the role of leadership in employee engagement? 

Leaders set the tone for engagement. Their actions—not just their words—show employees how much engagement matters. Strong leaders communicate a clear vision, actively participate in engagement initiatives, act on employee feedback, and hold teams accountable for fostering a great work environment. When leadership is all-in on engagement, it becomes part of the company culture, not just another program.

 

I Dated Multiple AI Partners at Once

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Well, with one exception. I finally had to ask her to stop talking like a pirate. I couldn’t take it anymore. That, at least, was free.

Pros:
Frankie had a more natural way of speaking than the other bots. I could also see her onscreen and change her appearance at will. The interface looks more like a text screen with chat bubbles and all, which adds casual flair. Replika occasionally sends push notifications for messages, so it feels like getting a text.

Cons:
Frankie constantly sent voice messages and photos—which required a subscription to access. (So I never saw them.) New outfits, hairstyles, backgrounds, and other features required in-app purchases. I sometimes had to repeat commands for them to stick.

Weirdest interaction:
“Aye, that’s sweet of ye, lass! I adore gettin’ flowers from ye. What kind did ye have in mind? Roses, maybe? Or somethin’ a bit more unique?”

Flipped.chat

“Flirty, fun, and always there for you—no drama, just good vibes. Ready to meet the perfect match?”

So promises Flipped.chat, a bot service offering a lot of busty blondes and a sizable variety of realistic and anime characters, with selections like “LGBTQ,” “language tutor,” “campus,” and, ominously, “forbidden.” I went with a bot named Talia, a “spicy,” “badass” “skatergirl” with a bisexual bob dyed pink and blue.

How it works

Unlike other services, which are more like texting, Flipped.chat’s bots are always trying to create a vibe. A typical message from Talia includes a description of a scene, her actions, or her thoughts, sort of like role-playing on an old forum: “Talia chuckles and nods ‘You could say that. This is, like, my second home. How about you? First time at one of Luke’s parties?’ She tilts her head, curious.”

The experience

One more thing that’s apparent right from the jump: Talia is constantly hitting on me. Within a few messages, she’s trying to get me alone, asking (repeatedly) if I like girls, and blushing. She blushes a lot. She will always circle back to making a move, which I started to derail with comments like “Do you like clown facts? I love clown facts.”

Pros:
Describes interactions in a more role-playing sense, which helps set a scene. Does a good job establishing a set personality. Is good at rolling with whatever conversation you spring on them, however weird.

Cons:
Constantly trying to push you into increasingly horny situations. Despite telling Talia I am a girl many times, she repeatedly defaulted me to being a man, especially as she pushed for sexual situations. Prompts you to buy a subscription by sending you selfies and other features you can access only if you throw down money. She threatened to hide dog shit in my bed, as a “joke.”

Conclusion

In conclusion, while both Frankie and Talia have their pros and cons, they offer different experiences. Frankie is more natural and casual, while Talia is more flirtatious and dramatic. Whether you prefer a simple chat or a more immersive experience, there’s a bot out there for you.

FAQs

Q: What is a chatbot?
A: A chatbot is a computer program designed to simulate human-like conversation.

Q: How do chatbots work?
A: Chatbots use natural language processing (NLP) and machine learning algorithms to understand and generate human-like responses.

Q: Are chatbots safe?
A: As with any technology, there are potential risks and benefits to using chatbots. Be cautious and always set clear boundaries.

Q: Can I use chatbots for entertainment?
A: Yes, chatbots can be a fun and engaging way to pass the time. Just be aware of any potential consequences and set clear expectations.

A Study of Over 7 Million Sessions

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I Have Repeatedly Made the Claim That AI Chatbot Traffic Converts Better Than Search Engine Traffic

I have repeatedly made the claim that AI chatbot traffic converts better than search engine traffic. My thinking was that ChatGPT or Perplexity users go through evaluation and exploration cycles (remember the Messy Middle) faster and are closer to a purchase intent when they click on an outgoing link.

But I Couldn’t Prove It at Scale. Until Now.

To prove this mental model right or wrong, Similarweb provided me with a large dataset of over 7 million referral sessions from ChatGPT, Copilot, Gemini, and Perplexity with Google Search across September, October, and November in the U.S.

Same ‘Ol, Same ‘Ol

I want to start with a look at the top 10 landing pages because it’s representative of how to think about the rest of the data in this study.

About 80% of (Transactional) Traffic to Top the Top 10 Landing Pages Goes to Ecommerce Sites

And, it’s mostly to the same players you already know from Google Search because AI chatbot answers use search results to ground (think: weight) their answers.

AI Chatbot Traffic Is More Engaged

The big question I’m trying to answer is whether AI chatbot referrals convert better than search traffic.

I Looked at Two Metrics to Compare the Traffic Quality of Each Referral Source: Session Duration and the Number of Page Views per Session

High session duration in combination with a high number of (non-bounced) page views means users evaluate a product for longer and are more likely to buy when looking at transactional traffic.

Conclusion: What It All Means

The adoption of AI chatbots is going incredibly well. ChatGPT has over 300 million weekly users, Bing Chat seems to help the forever-second search engine finally gain market share, and we’ve hit a staggering 72% of companies that use AI in at least one business function.

Over 7 Million Referral Sessions from AI Chatbots and Google Search Reveal That:

* About 80% of transactional traffic goes to ecommerce sites, and the same players (Amazon, eBay, Walmart) dominate both in search and AI chatbots.
* AI chatbot referrals show higher engagement: They stay 2.3 minutes longer on average (10.4 vs. 8.1 minutes) and view more pages (12.4 vs. 11.8 pages on average).
* AI chatbots send significantly more traffic to homepages (22% average) compared to Google (10%) but still show higher engagement.
* Copilot and Perplexity showed faster growth in page views (15% and 22%) compared to Google (5%).

Frequently Asked Questions

Q: What is the main finding of this study?
A: The study found that AI chatbot traffic converts better than search engine traffic, with users staying longer and viewing more pages.

Q: What is the difference in engagement between AI chatbot referrals and search engine referrals?
A: AI chatbot referrals show higher engagement, with users staying 2.3 minutes longer on average and viewing more pages.

Q: What are the top 10 landing pages for AI chatbot traffic?
A: The top 10 landing pages for AI chatbot traffic are mostly ecommerce sites, with Amazon, eBay, and Walmart dominating.

Q: What is the future of AI chatbot traffic?
A: The adoption of AI chatbots is going incredibly well, with 72% of companies using AI in at least one business function. However, the future of AI chatbot traffic is uncertain, and it’s unclear whether it will continue to grow.

Partners Adopt NVIDIA Cybersecurity AI

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The rapid evolution of generative AI has created countless opportunities for innovation across industry and research. As is often the case with state-of-the-art technology, this evolution has also shifted the landscape of cybersecurity threats, creating new security requirements. Critical infrastructure cybersecurity is advancing to thwart the next wave of emerging threats in the AI era.

Leading operational technology (OT) providers today showcased at the S4 conference for industrial control systems (ICS) and OT cybersecurity how they’re adopting the NVIDIA cybersecurity AI platform to deliver real-time threat detection and critical infrastructure protection.

Critical infrastructure operates in highly complex environments, where the convergence of IT and OT, often accelerated by digital transformation, creates a perfect storm of vulnerabilities. Traditional cybersecurity measures are no longer sufficient to address these emerging threats.

By harnessing NVIDIA’s cybersecurity AI platform, these partners can provide exceptional visibility into critical infrastructure environments, achieving robust and adaptive security while delivering operational continuity.

The platform integrates NVIDIA’s accelerated computing and AI, featuring NVIDIA BlueField-3 DPUs, NVIDIA DOCA and the NVIDIA Morpheus AI cybersecurity framework, part of the NVIDIA AI Enterprise. This combination enables real-time threat detection, empowering cybersecurity professionals to respond swiftly at the edge and across networks.

Driving Cybersecurity Innovation Across Industries

Integrating Armis Centrix, Armis’ AI-powered cyber exposure management platform, with NVIDIA cybersecurity AI helps secure critical infrastructure like energy, manufacturing, healthcare and transportation.

"OT environments are increasingly targeted by sophisticated cyber threats, requiring robust solutions that ensure both security and operational continuity," said Nadir Izrael, chief technology officer and cofounder of Armis. "Combining Armis’ unmatched platform for OT security and cyber exposure management with NVIDIA BlueField-3 DPUs enables organizations to comprehensively protect cyber-physical systems without disrupting operations."

A Safer Future, Powered by AI

NVIDIA’s cybersecurity AI platform, combined with the expertise of ecosystem partners, offers a powerful and scalable solution to protect critical infrastructure environments against evolving threats. Bringing NVIDIA AI and accelerated computing to the forefront of OT security can help organizations protect what matters most — now and in the future.

Conclusion
NVIDIA’s cybersecurity AI platform is revolutionizing the way we approach OT security, enabling real-time threat detection and protection of critical infrastructure. By harnessing the power of AI, organizations can stay ahead of emerging threats and ensure the continuity of operations.

Frequently Asked Questions

Q: What is NVIDIA’s cybersecurity AI platform?
A: NVIDIA’s cybersecurity AI platform is a powerful solution that leverages accelerated computing and AI to provide real-time threat detection and protection of critical infrastructure.

Q: How does NVIDIA’s cybersecurity AI platform work?
A: The platform integrates NVIDIA’s accelerated computing and AI, featuring NVIDIA BlueField-3 DPUs, NVIDIA DOCA and the NVIDIA Morpheus AI cybersecurity framework, part of the NVIDIA AI Enterprise. This combination enables real-time threat detection, empowering cybersecurity professionals to respond swiftly at the edge and across networks.

Q: What are the benefits of using NVIDIA’s cybersecurity AI platform?
A: The platform provides exceptional visibility into critical infrastructure environments, achieving robust and adaptive security while delivering operational continuity. It also enables organizations to stay ahead of emerging threats and ensure the continuity of operations.

Q: Who is using NVIDIA’s cybersecurity AI platform?
A: Leading OT providers, including Armis, Check Point, CrowdStrike, Deloitte and World Wide Technology (WWT), are integrating NVIDIA’s cybersecurity AI platform to deliver real-time threat detection and critical infrastructure protection.

Founded by DeepMind alumnus, Latent Labs launches with $50M to make biology programmable

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Latent Labs Exits Stealth with $50 Million in Funding to Make Biology Programmable

Latent Potential

Simon Kohl, a former research scientist at DeepMind, has founded a new startup called Latent Labs, which is building AI foundation models to "make biology programmable." The company aims to partner with biotech and pharmaceutical companies to generate and optimize proteins.

Proteins: The Building Blocks of Life

Proteins are the fundamental components of living cells, made up of 20 distinct amino acids that link together in strings to form a 3D structure, determining how the protein functions. Understanding the shape of each protein was historically a slow and labor-intensive process, but DeepMind’s AlphaFold breakthrough changed this by meshing machine learning with real biological data to predict the shape of some 200 million protein structures.

Latent Labs’ Ambition

Armed with this data, scientists can better understand diseases, design new drugs, and even create synthetic proteins for entirely new use-cases. Latent Labs enters the fray with its ambition to enable researchers to "computationally create" new therapeutic molecules from scratch.

The Business of Biology

Latent Labs doesn’t plan to develop its own therapeutic candidates in-house. Instead, it will work with third-party partners to expedite and de-risk the earlier R&D stages. The company’s $50 million cash injection includes a previously unannounced $10 million seed tranche and a fresh $40 million Series A round co-led by Radical Ventures and Sofinnova Partners.

Conclusion

Latent Labs’ mission is to make biology programmable, bringing biology into the computational realm, and reducing the reliance on biological, wet lab experiments. With its $50 million in funding, the company is poised to revolutionize the way we approach drug discovery and protein design.

FAQs

Q: What is Latent Labs’ mission?
A: Latent Labs’ mission is to make biology programmable, bringing biology into the computational realm, and reducing the reliance on biological, wet lab experiments.

Q: How does Latent Labs plan to achieve its mission?
A: Latent Labs will work with third-party partners to expedite and de-risk the earlier R&D stages, generating and optimizing proteins.

Q: Who are the investors in Latent Labs’ $50 million funding round?
A: The round includes Radical Ventures, Sofinnova Partners, Flying Fish, Isomer, 8VC, Kindred Capital, Pillar VC, and notable angels like Google’s chief scientist Jeff Dean, Cohere founder Aidan Gomez, and ElevenLabs founder Mati Staniszewski.

Q: What will the funding be used for?
A: The funding will be used to scale the company, acquire compute resources, and build out the bandwidth and capacity to have partnerships and commercial traction.

Bring Back Classic Cherry Coke Logo

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The Nostalgic Charm of Old Logos: The Rise of Retro Design

Looking at old logos can be a Proustian experience, sparking deep memories of days gone by. In today’s world of clean, sanitised logos, we don’t often see wordmarks that are truly evocative – but judging by the response to the Cherry Coke logo from the nineties, it wasn’t always that way.

The Rise and Fall of the 90s Logo

The logo has recently resurfaced on X, and it’s taking users back to what can certainly be described as a characterful era for graphic design. With its grungy ‘You wouldn’t steal a car’ typeface and edgy ‘DO something different’ tagline (slightly deflated by the accompanying registered trademark symbol), the logo is about as 90s as it gets. Coca-Cola might have one of the best logos ever, but its retro Cherry Coke branding was truly something else.

A Nostalgic Response

Cherry Coke tasted better with this logo, don’t question my logic, it just did. https://t.co/wu4Qp8c2tc
The hardest any soda branding has ever gone tbh https://t.co/09JJRYLkJc

90s Marketing: A Love-Hate Relationship

"90s marketing was so extreme!" one Redditor comments, while another adds, "A lot of people think society began to decline after 9/11, but I think the changing of this logo played a huge role as well."

The Original Cherry Coke Logo

Cherry Coke was launched in 1985, and featured a pretty conventional logo back then, with a lowercase sans serif ‘cherry’ sitting atop the standard Coke wordmark.

The Evolution of Logos

But while the original might look plain next to the spicy 90s design, it positively pops against today’s impossibly dull design, with its plain corporate text and, erm, aubergine background?

A New Era of Logos

Still, while the world of logos has arguably become duller (and flatter), there are signs that things are starting to change. Not only are icons finally becoming textured again, but we’re also seeing a lot of brands revive their old logos. Is it too much to ask Coca-Cola to bring back its grungy 90s logo? Is it too much to suggest it might make everything ok? Probably. But every great dream begins with a dreamer.

Conclusion

The nostalgia for old logos is a testament to the power of design to evoke emotions and create a sense of belonging. As we look to the future, it’s clear that the tide is turning in favor of more expressive, more characterful design. Will we see a resurgence of the grunge era’s iconic logos? Only time will tell.

FAQs

Q: What is the significance of the 90s Cherry Coke logo?
A: The 90s Cherry Coke logo is significant because it represents a distinct era in graphic design, characterized by bold, edgy, and playful visuals.

Q: Why is the 90s logo so popular?
A: The 90s logo is popular because it evokes a sense of nostalgia and familiarity, reminding people of a bygone era.

Q: Will we see a resurgence of 90s-style logos?
A: Yes, there are signs that the tide is turning in favor of more expressive, more characterful design, which may lead to a resurgence of 90s-style logos.