The Comprehensive Guide to Social Marketing

The Comprehensive Guide to Social Marketing

Transform your social media into an effective marketing tool. In our comprehensive guide to social marketing, you’ll find insider information, effective suggestions, and tried-and-true tactics.

Introduction

Social marketing is an essential strategy for businesses aiming to connect with their audience, build brand awareness, and drive meaningful engagement. With the rise of social media platforms and digital communities, leveraging these tools effectively can set your business apart from competitors.

This guide will walk you through the fundamentals, strategies, and advanced techniques necessary to master social marketing. Whether you’re a beginner or an experienced marketer, this comprehensive guide has something for everyone.

What is Social Marketing?

At its core, social marketing is using commercial marketing principles to influence behaviours that benefit society. Unlike traditional marketing, which attempts to sell items or services, social marketing focuses on creating change for the better.. For example, campaigns encouraging seatbelts, reducing plastic usage, or promoting vaccination programs illustrate the concept in action.

Social marketing is often confused with societal marketing. While they share similarities, societal marketing emphasises the balance between consumer needs, societal welfare, and organisational profits. Examples of societal marketing concepts include eco-friendly packaging or fair trade products that cater to consumer preferences while benefiting the environment or underserved communities.

Why Is Social Marketing Important?

Social marketing is a powerful tool for achieving goals across business and societal domains. Its importance lies in its ability to:

Increase Brand Awareness

To increase brand awareness through social marketing, you must share interesting material that resonates with your target audience on a continuous basis. By regularly posting valuable, relevant information, your brand stays visible and top-of-mind. Social marketing allows brands to showcase their leadership in addressing societal issues, positioning them as responsible and trustworthy.

Representing the largest portion at 25%, brand awareness is clearly the cornerstone of a social marketing strategy. This significant allocation reflects the fundamental importance of consistently sharing engaging content to foster visibility and build trust.

This proactive engagement builds positive associations with your audience. As your brand consistently aligns with social good, it cultivates deeper emotional connections. As the highest priority component, brand awareness serves as the foundation for all other marketing efforts. Ultimately, effective brand awareness strategies foster long-term loyalty and trust with your audience, making it the essential building block for a successful social marketing campaign.

Provide Audience Insights

Social platforms provide rich data on audience demographics, behaviors, and preferences, allowing brands to better understand their target market. This information enables organizations to tailor campaigns more precisely, ensuring they resonate with the audience’s needs and desires.

With a 20% share, audience insights represent a critical pillar of social marketing strategy. This substantial allocation acknowledges the vital role of understanding audience demographics, behaviors, and preferences in shaping effective campaigns.

By analyzing user engagement patterns, brands can refine their messaging for maximum impact. These insights help create personalized content that sparks meaningful interactions, driving higher engagement rates. The investment in data analysis and audience understanding directly supports the effectiveness of other marketing components, ensuring that resources are focused on areas with the most potential for success. Ultimately, audience insights enable brands to connect with their audience on a deeper level, enhancing loyalty and trust.

Enable Cost-Effective Advertising

Social marketing enables cost-effective advertising by utilizing platforms that offer broad reach at a fraction of the cost of traditional media. With the ability to target specific demographics, brands can optimize their ad spend to ensure it reaches the right audience.

Equal in proportion to audience insights at 20%, cost-effective advertising demonstrates the balanced approach to resource allocation in social marketing. This significant portion reflects the value placed on achieving broad reach while maintaining efficiency in advertising spend.

Unlike traditional advertising, which often involves high production and placement costs, social marketing is more affordable and flexible. It also provides real-time analytics, allowing organizations to track performance and make adjustments for better results.

The equal weighting with audience insights suggests a strategic link between understanding your audience and effectively reaching them, ensuring that resources are used efficiently to maximize the impact of both the message and the medium. Ultimately, social marketing levels the playing field, empowering organizations of all sizes to create impactful campaigns.

Foster Customer Relationships

Fostering customer relationships through social marketing involves direct, personalized interaction with audiences on social platforms. Responding to comments, messages, and feedback in real time helps build trust and demonstrates that the brand values its customers.

Also allocated 20%, customer relationship building shares equal priority with advertising and audience insights. This balanced distribution highlights how direct engagement and relationship cultivation are considered just as crucial as advertising and data analysis in a successful social marketing strategy.

Engaging in meaningful conversations also shows authenticity, which strengthens emotional connections with the audience. By showing care and understanding, brands can foster deeper loyalty and satisfaction.

The equal weighting emphasizes the interconnected nature of these components in building brand success, as customer relationships, advertising, and audience insights work together to enhance customer retention, boost loyalty, and increase the likelihood of repeat business. Ultimately, building these relationships through social marketing enhances customer retention and positive brand sentiment.

Promote Social Good

Promoting social good through social marketing involves using platforms to address important societal issues, such as public health, environmental sustainability, or social justice. Organizations can raise awareness and inspire action on critical topics, demonstrating a commitment to making a positive impact. While representing the smallest percentage at 15%, social good initiatives remain a significant component of the overall strategy. This allocation suggests that while corporate social responsibility is important, it serves more as a supporting element to the core marketing functions.

By aligning with causes that resonate with their audience, brands enhance their credibility and strengthen their reputation. The proportion indicates a strategic approach that balances societal impact with business objectives, ensuring that social good campaigns are thoughtfully integrated into a broader marketing plan.

These campaigns not only drive social change but also build trust with consumers who value corporate social responsibility. Ultimately, promoting social good helps foster stronger, more ethical brand loyalty, making it an essential but complementary part of the overall strategy.

Social Marketing vs. Commercial Marketing

While both share foundational principles, their goals and outcomes differ significantly:

Commercial Marketing

  • Focuses on increasing sales and profits by meeting consumer demands.
  • Example: Advertising a new product to boost revenue.

Social Marketing

  • Seeks to promote societal welfare by influencing behaviors for social good.
  • Example: Campaigns promoting road safety by encouraging the use of seatbelts.

Key Differences

  • Audience: Commercial marketing targets consumers, while social marketing often addresses demographics facing societal challenges.
  • Outcome: Success in commercial marketing is measured by revenue, while social marketing success is gauged by behavioral change and societal impact.

 

Models of Social Marketing

The Four Ps

Similar to commercial marketing, social marketing relies on the Four Ps of social marketing:

  • Product: The desired behavior or solution. Example: Encouraging vaccination to prevent diseases.
  • Price: The cost or barriers associated with adopting the behavior. Example: Reducing misconceptions about vaccination side effects.
  • Place: The channels where the target audience can access information or resources. Example: Community centers, hospitals, and social media platforms.
  • Promotion: The strategies used to communicate the message effectively. Example: Running awareness campaigns via TV, radio, and online ads.

Community-Based Social Marketing (CBSM)

This model emphasizes localized, grassroots efforts to drive change within specific communities. CBSM is particularly effective for environmental and public health initiatives, as it prioritizes direct engagement and measurable outcomes.

  • Example: Encouraging recycling in local neighborhoods by providing easy access to recycling bins and hosting educational workshops.
  • Additional Insight: CBSM campaigns foster a sense of ownership and participation among community members.

Social Marketing Theories

Theories like the Health Belief Model or Social Cognitive Theory offer valuable frameworks for understanding audience behavior and crafting impactful campaigns.

  • Application: The Health Belief Model helps address perceived barriers and boosts self-efficacy, improving campaign effectiveness.
  • Example: Anti-obesity initiatives that emphasize the personal and societal benefits of healthy living.

Advanced Techniques in Social Marketing

Influencer Collaborations

Partnering with influencers can significantly amplify your message by tapping into their established trust and audience. To maximize success, it’s crucial to choose influencers whose values align with your brand, ensuring authentic connections. Focus on building genuine relationships through collaborations rather than simply paying for endorsements. This approach fosters credibility and deeper engagement with both the influencer’s audience and your own.

Social Media Advertising

Paid social media ads are a powerful way to reach targeted audiences with precision. Retargeting ads can be used to re-engage users who have interacted with your brand before, increasing conversion rates. Additionally, leveraging lookalike audiences—groups similar to your existing customers—helps find new potential leads and expand your reach effectively.

User-Generated Content (UGC)

Encouraging followers to create and share content that features your brand is a powerful form of social proof. Hosting challenges or contests can incentivize participation and foster community engagement. Reposting user-generated content not only showcases your loyal customers but also builds a sense of belonging and involvement, enhancing brand authenticity.

Automation and Scheduling

Using tools like Canva for content creation and Later or Buffer for scheduling posts helps save time while maintaining consistency. Automation ensures your brand stays active and relevant across social platforms without requiring constant manual effort. Scheduling content in advance also allows for more strategic planning and better alignment with audience peak engagement times. This consistency improves overall campaign effectiveness and keeps your audience engaged.

Common Pitfalls to Avoid

Ignoring Analytics

One of the biggest mistakes in social marketing is neglecting to track and analyze performance data. Regularly reviewing analytics helps you understand what’s working and what isn’t, enabling you to adapt your strategy accordingly. Without this feedback, you may miss opportunities to optimize campaigns and improve ROI.

Overposting

While consistency is key, posting too frequently can overwhelm your audience and lead to disengagement. Overposting may appear spammy and diminish the quality of your content. Focus on creating valuable, well-timed posts that resonate with your audience, rather than prioritizing volume. Quality content will always outperform excessive posting in terms of engagement and audience retention.

Lack of Engagement

Social media is a two-way street, and failing to engage with your audience can harm your brand’s reputation. Always respond to comments, questions, and messages in a timely manner. Engaging with your community fosters trust, loyalty, and positive sentiment. Ignoring interactions can make your audience feel undervalued and diminish the relationship you’ve worked to build.

Conclusion

Social marketing is a dynamic and ever-evolving field that requires creativity, consistency, and a deep understanding of your audience. By implementing the strategies outlined in this guide, you’ll be well-equipped to build a strong online presence, foster meaningful connections, and achieve your marketing goals.

FAQ’s ;

Q1. What is the societal marketing concept?

The societal marketing concept focuses on balancing company profits, consumer wants, and societal well-being. It encourages businesses to make marketing decisions that improve society while satisfying consumer needs. This approach promotes long-term societal and environmental sustainability alongside business growth.

Q2: How does social marketing vary from commercial marketing?

Social marketing focuses on promoting behaviours that benefit society, such as health or environmental awareness, while commercial marketing aims to drive sales and profit. Social marketing prioritizes social good over financial gain. In contrast, commercial marketing is centred on consumer demand and business objectives.

Q3. What are the benefits of social marketing?

Social marketing helps raise awareness and encourage positive behavioural change for societal good, such as improving health or protecting the environment. It can also build strong community engagement and support. Additionally, it often leads to long-term social impact and positive public perception.

Q4. Why is social marketing important in public health?

Social marketing is important in public health because it promotes behaviours that prevent diseases and improve overall well-being. It helps raise awareness about health issues and encourages positive lifestyle changes. By targeting specific audiences, it can drive long-term health improvements within communities.

Q5. Can you provide examples of successful social marketing campaigns?

Examples of successful social marketing campaigns include the “Truth” campaign against smoking, which significantly reduced youth smoking rates. The “Click It or Ticket” campaign increased seatbelt usage and saved lives. Additionally, the “Ice Bucket Challenge” raised millions for ALS research while spreading global awareness.

Networking Movies That Teach You the Art of Connection

Dive into the world of networking movies that emphasize the art of making connections. Gain essential skills for career advancement!

Introducing the world of networking movies

Networking movies focus on the importance of building and nurturing professional relationships. They often showcase characters who navigate social situations, demonstrating how connections can lead to personal and career growth.

As the business landscape evolves, networking is becoming increasingly vital; it helps professionals find new opportunities, collaborate with others, and share knowledge.

These movies educate and entertain, offering valuable insights into effective communication and relationship-building. This dual purpose makes them an increasingly popular choice for those seeking to enhance their networking skills in the real world.

The Power of Networking Movies in Professional Development

Networking movies significantly impact professional development, offering valuable lessons and inspiration. Studies show that nearly 85% of jobs are filled through networking, highlighting its importance in career advancement. Watching these films can improve your understanding of social dynamics and relationship-building skills.

Additionally, 74% of professionals believe networking is crucial for their success, as it opens doors to new opportunities and collaborations. Movies focusing on networking often depict real-life scenarios, allowing viewers to learn effective connecting strategies. By watching these films, individuals can boost their confidence and enhance their ability to create meaningful professional relationships, ultimately leading to better career outcomes.

Top Networking Movies to Watch for Inspiration and Insight

Here are some of the best networking movies that offer inspiration and valuable insights into building professional relationships:

The Social Network (2010)

This film tells the story of Mark Zuckerberg and the creation of Facebook. It highlights the power of connections in the tech world and how networking can lead to massive success.

Moneyball (2011)

Based on a true story, this film showcases how innovative thinking and collaboration in sports can change the game. It emphasizes teamwork and the importance of relationships in achieving goals.

The Pursuit of Happyness (2006)

This inspiring story of perseverance demonstrates how networking and forming connections can help overcome obstacles. It shows that building relationships is key to achieving personal and professional dreams.

Joy (2015)

Focusing on an entrepreneur’s journey, this film illustrates how networking plays a crucial role in business development and emphasizes the importance of surrounding yourself with supportive people.

The Intern (2015)

This film highlights intergenerational networking and collaboration. It showcases how building relationships in the workplace can lead to mutual growth and success.

Chef (2014)

It is a heartwarming story about a chef who reclaims his passion for cooking through social media and networking. It emphasizes the importance of following your passion and leveraging connections to succeed.

The Devil Wears Prada (2006)

This film provides insights into the fashion industry and showcases how relationships and networking are vital for career advancement, particularly in competitive fields.

These movies entertain and offer valuable lessons on the art of networking, making them perfect for anyone looking to enhance their professional development.

How Networking Movies Can Enhance Your Networking Skills

Networking movies can be powerful tools for developing essential networking skills. Here are some statistics that highlight their impact:

  1. Learning through Stories: Studies show that 65% of people remember information better when presented in a story format. Networking movies provide relatable scenarios that can teach viewers effective relationship-building strategies.
  2. Improved Communication: A survey shows that 93% of communication is non-verbal. Networking films often illustrate body language and social cues, helping viewers understand the importance of these elements in networking.
  3. Increased Confidence: Research indicates that 75% of professionals feel more confident after watching motivational films. Networking movies inspire viewers to step out of their comfort zones and engage with others more effectively.
  4. Understanding Social Dynamics: A study found that 78% of professionals believe observing others in social situations helps them improve their networking skills. Movies depict various networking scenarios, allowing viewers to learn from characters’ successes and mistakes.
  5. Application of Concepts: Approximately 82% of viewers apply lessons learned from movies to real-life situations. Watching networking films can encourage individuals to practice networking techniques personally and professionally.
  6. Motivation to Network: About 68% of viewers report feeling motivated to connect with others after watching films focused on networking. This can lead to increased networking activities and a broader professional circle.

Networking movies can significantly enhance your networking skills by showcasing relatable situations and effective strategies, making them a valuable resource for personal and professional growth.

The Impact of Networking Movies on Career Growth

Networking movies, though fictional, can teach us important lessons about career development. They often highlight how building connections and relationships can help us advance in our careers. Here are some ways these films can positively impact our professional growth:

Inspiring a Growth Mindset:

    • Overcoming Challenges: Many characters face tough obstacles but succeed thanks to their connections. This can inspire us to believe we can overcome our challenges.
    • Seizing Opportunities: These films show the importance of taking risks and grabbing opportunities, encouraging us to be proactive in our careers.

Demonstrating the Value of Relationships:

    • Building Trust: Networking movies highlight the importance of creating strong, trusting relationships. This helps us see the value of making professional connections.
    • Leveraging Networks: The films often show how we can use our networks to reach career goals, like finding new jobs or getting promotions.

Teaching Effective Networking Skills:

    • Active Listening: Characters in these movies are often great listeners, which can motivate us to improve our listening skills and strengthen our connections.
    • Building Rapport: The films demonstrate building rapport and creating positive relationships with others.

Encouraging Continuous Learning:

    • Staying Relevant: Networking movies stress the importance of keeping up with industry trends and learning new skills, motivating us to invest in our professional growth.
    • Expanding Knowledge: Characters often seek mentors or attend industry events to broaden their knowledge and networks.

While these movies may not give a step-by-step guide to success, they provide valuable insights and motivation. By watching them and applying their lessons, we can build stronger networks, reach our career goals, and achieve long-term success.

Concluding Thoughts

Networking movies offer valuable lessons about building relationships that can boost our careers. They inspire us to take action, show the importance of trust and rapport, and teach skills like active listening and effective communication.

These films also highlight the need for continuous learning and staying updated in our fields. They remind us that success often comes from our connections and how we use them. Learning from these movies can enhance our careers and help us achieve our goals.

Artificial Intelligence Marketing: The Future of Strategic Business Growth

Artificial Intelligence Marketing: The Future of Strategic Business Growth

Explore how artificial intelligence is transforming marketing and driving strategic business growth. Unlock your potential today.

Introduction

In the fast-paced marketing world, staying ahead of the curve is essential for business success. As digital landscapes evolve, traditional marketing methods are increasingly supplemented and, in some cases, replaced by advanced technologies. Among these, artificial intelligence (AI) is a transformative force. AI has introduced new possibilities for understanding, engaging, and influencing consumers, making it a cornerstone of modern marketing strategies.

This article will explore AI’s role in marketing, its benefits, how businesses can effectively use AI in their strategies, the challenges they might face, and the future trends in AI marketing. We’ll also cover key topics like “AI for marketing,” “AI digital marketing,” “artificial intelligence trading,” and “artificial intelligence advertising.”

Understanding Artificial Intelligence in Marketing

In its simplest form, artificial intelligence refers to the simulation of human intelligence by machines, particularly computer systems. These systems can perform tasks requiring human intelligence, such as learning, problem-solving, decision-making, and language understanding. When applied to marketing, AI helps automate and optimize various tasks, from customer data analysis to content creation and campaign management.

AI in Digital Marketing

Digital marketing is one of the most prominent fields in which AI has significantly impacted. AI in digital marketing enables businesses to process vast amounts of data, gain insights into consumer behaviour, and personalize marketing efforts at scale. For those looking to better understand these processes, enrolling in data analysis courses can be a valuable step. By using AI algorithms, marketers can identify patterns and trends that would be impossible to detect manually, allowing for more targeted and effective campaigns.

AI for Marketing: The Evolution

Integrating AI into marketing strategies is a trend and the next evolution of marketing. From AI-driven content recommendations to predictive analytics, AI transforms how marketers approach their work. By leveraging AI, businesses can deliver more personalized and timely content, leading to higher engagement rates and better customer satisfaction.

AI for Stock Trading and Marketing

AI’s influence extends beyond traditional marketing practices into areas like stock trading. AI for stock trading involves using machine learning algorithms to analyze market data and predict stock movements. Similarly, in marketing, AI can predict consumer behaviour, optimize ad placements, and even automate the buying and selling of digital ad spaces. This crossover between trading AI and marketing AI demonstrates the versatility and power of artificial intelligence.

AI’s advantages in marketing

AI has many benefits in the marketing industry that can be leveraged to improve campaign success. A few of the main benefits are mentioned below:

Improved Customization

AI allows the development of highly customized marketing content. Based on customer data analysis and AI analysis of customer data, AI can cast which items, services, or content will have the most customization, which can greatly increase conversion.

AI is faster than humans in processing and analyzing large amounts of data. This capability gives marketers deeper insights into customer behaviour personalization trends, allowing for more informed depersonalized

Automation of routine analysis, social media posting, email marketing, and other time-consuming marketing chores can all be automated; personalization marketers concentrate on more strategic endeavours, and automation increases efficiency.

Enhanced Customer Experience

AI-powered chatbots and virtual assistants transform customer analysis by providing instant, accurate, and personalized responses to customer inquiries. This capability enhances the customer experience and can lead to higher customer satisfaction and loyalty.

Predictive Analytics

AI’s capacity to forecast patterns based on past data is extremely useful for marketing. Marketers may enhance ROI by anticipating customer demands, optimizing campaigns, and making data-driven decisions using predictive analytics.

Cost Efficiency

AI can save companies marketing expenses by increasing campaign precision and automating repetitive tasks. People who are personalized and powered by AI are typically more effective, yielding greater outcomes with lower costs.

Real-Time Decision Making

AI enables marketers to make real-time decisions based on current data. This capability is particularly useful in dynamic markets where consumer behaviour and preferences change rapidly.

Implementing AI in Your Marketing Strategy

While the benefits of AI in marketing are clear, effectively implementing AI into your marketing strategy requires careful planning and execution. Below are steps to consider when incorporating AI into your marketing optimize

Define Your Objectives

Before implementing AI, defining what you hope to achieve is crucial. Whether improving customer engagement, increasing sales, or optimizing ad spend, having clear objectives will guide your AI implementation process.

Choose the Right AI Tools

There are several AI technologies out there, and they all have various functions. Select tools that work with your current systems and align with your marketing objectives. For example, AI chatbots could be the ideal choice if you aim to enhance customer service.

Invest in Quality Data

AI is only as good as the data it processes. Ensure that your data is accurate, relevant, and up-to-date. This might involve investing in data management systems and ensuring compliance with data privacy regulations.

Start Small and Scale

AI implementation doesn’t have to happen all at once. Start with small projects to test how well optimization works, and gradually expand as you get more familiar with the technology.

Train Your Team

AI is a technology that needs to be managed and overseen by humans. Ensure your marketing team members know the advantages and disadvantages of artificial intelligence (AI) in marketing and use AI tools efficiently.

Monitor and Optimize

The use of AI is not a one-time fix. Keep an eye on the effectiveness of your AI-powered campaigns and make adjustments based on the knowledge you gain. Doing this will maximize the return on your investment in AI.

Challenges of Using AI in Marketing

While AI offers numerous benefits, its implementation in marketing also comes with challenges that businesses must navigate:

Data Privacy Issues

Large-scale consumer data collecting and analysis are common components of using AI in marketing. This presents serious privacy issues, particularly in light of the implementation of more stringent data protection laws like the GDPR. Businesses using AI’s capabilities must abide by these restrictions.

High Initial Investment

We are implementing AI cOptimizepensive, particularly for small and medium-sized businesses. The cost of AI tools, data management systems, and optimization increased, making it a significant investment.

Complexity of AI Systems

Implementing and managing AI systems can be challenging, necessitating certain training and experience. This intricacy may be challenging for companies without internal technical talent.

Bias Risk

The objectivity of AI algorithms is contingent upon the calibre of the training data. AI systems can produce unfair or inaccurate outcomes with biased outputs due to biased training data.

The efficacy of AI is significantly reliant on the calibre of the data it analyzes. Only complete or accurate data might result in good decisions and less-than-ideal marketing campaigns.

Integration Challenges

Integrating AI into existing marketing systems and processes can be challenging. It often requires significant changes to workflows and adopting disruptive new technologies.

Fear of Job Dispecialized The automation of marketing tasks through AI has raised concerns about job displacement. While AI can handle many routine tasks, there is still a need for human creativity and strategic thinking in marketing.

AI Marketing’s Future Trends

AI in marketing has a bright future ahead of it, with several trends expected to influence the sector in the upcoming years:

Growing Utilization of AI for Customization

As AI technology develops, even more customization in marketing should be possible. AI will enable marketers to craft personalized experiences and content for each consumer, resulting in more successful and captivating advertising.

Growth of Voice Search Powered by AI

Artificial intelligence is an important factor in the growing popularity of voice search. Voice assistants with AI capabilities, such as Google Assistant, Alexa, and Siri, are revolutionizing online content discovery and customer interaction. To remain competitive, marketers will need to make their content voice search-friendly.

Expansion of AI in Programmatic Advertising

AI’s ability to automate the purchase and sale of ad space is changing programmatic advertising. Programmatic ad networks that are more intelligent and effective should provide advertisers with greater outcomes as AI technology advances.

AI-Driven Content Creation

AI is already utilized to produce content, such as news articles and product descriptions. We anticipate AI playing a far bigger part in content creation in the future, assisting marketers in creating high-quality content at scale.

AI and Augmented Reality (AR)

The combination UtilizationR is set to create new opportunities for marketers. AI can enhance customer experiences by making them more personalized and interactive, creating a more engaging and immersive experience for consumers.

AI in Analytics Predictive

Artificial intelligence (AI) in marketing can be quite successful when applied to predictive analytics. Because AI-driven predictive analytics is becoming more sophisticated, marketers can more precisely predict client requirements and trends in the future.

Ethical AI in Marketing

The increasing use of AI in marketing will lead to a greater emphasis on ethical AI practices. Marketers must ensure that their AI application is equitable, transparent, and considerate of customer privacy.

Conclusion

The marketing industry is changing due to artificial intelligence (AI), which gives companies new methods to engage with customers, improve campaigns, and spur expansion. AI is revolutionizing marketing, from automating repetitive operations and facilitating real-time decision-making to boosting customer insights and personalization. But putting AI into practice also comes.