The marketing mix is the set of decisions a business controls to bring an offer to a target market, usually grouped as the 4 Ps: product, price, place and promotion. Neil Borden set out the concept in a 1964 Journal of Advertising Research article, “The Concept of the Marketing Mix”; the four-P grouping is associated with E. Jerome McCarthy. For services, an extended 7 Ps version adds people, process and physical evidence.
How it works
Where you see it today
On 29 September 2025 Stripe and OpenAI launched Instant Checkout in ChatGPT and the Agentic Commerce Protocol, letting US users buy from Etsy sellers inside the chat, with Shopify merchants to follow. When an AI agent shops for the buyer, the channel and the shelf are the assistant.
Marketing mix modelling (MMM) estimates how each channel drives sales. Google released Meridian, its open-source MMM, to everyone on 29 January 2025, and Meta publishes Robyn, an open-source MMM package from Meta Marketing Science.
Apple’s App Tracking Transparency lets users choose whether an app may track them across other companies’ apps and websites for advertising. Less user-level tracking pushes marketers back toward aggregate models such as MMM to judge the mix.
Online sellers can test prices, bundles and product pages continuously, and AI tools now write variants of the promotion itself. The 4 Ps stay the same questions; the speed at which they are adjusted is new.
4 Ps and the services extension
How to use it
- Name the target segment first, then write one line per P for that segment.
- Check the Ps against each other: price, channel and message should tell the same story.
- Add a line for AI assistants under place: can an agent find, compare and buy your product?
- Use an MMM or a controlled test before shifting promotion budget between channels.
- Revisit the mix when the market changes, not only at the annual plan.
AI agents are becoming a new place and a new kind of customer: they compare price and product data rather than respond to promotion. The Business Engineer view: in agentic commerce, the product data and price you expose to machines matter as much as the message you show to people.
Read: The Agentic Commerce Funnel โExplore the platform โRelated: Marketing strategy ยท Pricing strategies ยท Distribution channels ยท Segmentation, targeting, positioning ยท Brand positioning
Frequently asked questions
What is the marketing mix?
The set of controllable decisions a business uses to bring an offer to market, usually grouped as product, price, place and promotion.
Who created the marketing mix?
Neil Borden set out the concept in a 1964 article; the 4 Ps grouping is associated with E. Jerome McCarthy.
What are the 7 Ps of marketing?
The 4 Ps plus people, process and physical evidence, an extension used for services.
How is AI changing the marketing mix?
AI assistants are becoming a sales channel, as with Instant Checkout in ChatGPT launched in September 2025, and open-source models such as Google's Meridian are used to measure the mix.
Sources
- Borden, N. H. (1964), The Concept of the Marketing Mix, Journal of Advertising Research
- Stripe (29 September 2025), Stripe powers Instant Checkout in ChatGPT and releases Agentic Commerce Protocol co-developed with OpenAI
- Google (29 January 2025), Meridian is now available to everyone
- Meta Marketing Science, Robyn: open-source marketing mix modelling
- Apple, User privacy and data use (App Tracking Transparency)
The full guide
The complete explainer, cleaned up and reformatted for mobile.
The marketing mix is a term to describe the multi-faceted approach to a complete and effective marketing plan. Traditionally, this plan included the four Ps of marketing: price, product, promotion, and place. But the exact makeup of a marketing mix has undergone various changes in response to new technologies and ways of thinking. Additions to the four Ps include physical evidence, people, process, and even politics.
Understanding marketing mix
While many understand marketing as โputting the right product in the right place, at the right price, at the right time,โ few know how to implement this in practice.
Identifying the individual elements of a marketing mix and then creating robust plans for each allows a business to market accordingly.
It also allows a business to market to its strengths while minimizing or eliminating its weaknesses.
At the very least, a marketing mix should include the four Ps of marketing:
Product
This can include a tangible good or an intangible service.
Businesses must understand their product or service in the context of the problem that it aims to solve.
If the product does not seem to address any problem, then the potential profitability of the product should be re-analyzed.
The target audience, or those who will buy the product, must also be identified.
Price
Price has a direct impact on how well a product will sell and is linked to the perceived value of the product in the mind of a consumer.
In other words, price is not related to what the business thinks the product is worth.
Thus, it is important to know what the consumer values and price it accordingly.
To a lesser extent, price may also be influenced by rival products and value chain costs.
Promotion
Promotion includes all marketing communication strategies, such as advertising, sales promotions, and public relations.
Irrespective of the channel, communication must be a good fit for the product, price, and target audience.
Place
Place describes the physical location in which a customer can use, access, or purchase the end product.
Determining where buyers look for a product or service may seem simplistic, but it has implications for marketing and product development.
For example, place determines which distribution methods are most suitable.
It also dictates whether a product needs a sales team or whether it should be taken to a trade fair to be sampled and advertised.
Other elements of an effective marketing mix
Conventional marketing mixes are product-centric, but services and other intangible goods are also commonplace for many businesses.
People, process, and physical evidence are three more Ps that these businesses should implement.
People
People refers to the staff who are directly and indirectly involved in marketing the brand.
Employing the best people for the job is crucial since people shape the direction of the brand and therefore the goals and values of the business.
Process
Process is important because customers often give feedback on their service, which enables a business to improve its systems across the board.
Effective processes should make purchasing pleasing and simple while simultaneously increasing brand equity.
Physical evidence
Physical evidence describes anything that consumers see when interacting with a brand. Physical evidence can take the form of packaging, branding, and even the physical layout and design of retail spaces and shop fronts.
Physical evidence also extends to how staff dress and interact with customers and the possible impact that this has on sales.
Principles of the Marketing Mix
- Alignment: The elements of the marketing mix should be aligned with the overall marketing and business objectives.
- Customer-Centric: The marketing mix should be designed with a deep understanding of customer needs and preferences.
- Adaptation: It may need to be adjusted over time to respond to changes in the market, competition, and consumer behavior.
- Integration: The elements of the marketing mix should work harmoniously to create a consistent and compelling marketing strategy.
Advantages of the Marketing Mix
- Strategic Planning: It provides a structured framework for developing marketing strategies.
- Customization: The marketing mix allows businesses to tailor their approach to specific target markets.
- Market Expansion: It facilitates entry into new markets and the launch of new products or services.
- Competitive Advantage: Effective use of the marketing mix can create a competitive edge in the marketplace.
Challenges of the Marketing Mix
- Complexity: Balancing and optimizing the four elements can be complex, especially in dynamic markets.
- Changing Consumer Behavior: Consumer preferences and behaviors may evolve, requiring adjustments to the marketing mix.
- Resource Allocation: Effective use of the marketing mix often involves resource allocation decisions.
- Global Considerations: In the case of international markets, cultural and regulatory differences may impact the marketing mix.
When to Use the Marketing Mix
- Product Development: During product development, the marketing mix helps define the product’s features and positioning.
- Market Entry: When entering new markets or launching new products, it guides market entry strategies.
- Competitive Response: In response to changing competitive dynamics, businesses can adjust their marketing mix to maintain or gain market share.
- Strategic Planning: The marketing mix is a central component of strategic planning for businesses of all sizes.
What to Expect from Using the Marketing Mix
- Market Responsiveness: Effective use of the marketing mix can lead to improved responsiveness to market demands.
- Customer Engagement: It enhances customer engagement by delivering products and services that meet their needs.
- Revenue Growth: A well-implemented marketing mix can contribute to revenue growth and market expansion.
- Brand Building: The marketing mix plays a significant role in building and strengthening brand identity.
Long-Term Impact of the Marketing Mix
- Sustainable Growth: Businesses that consistently adapt and optimize their marketing mix are better positioned for sustainable growth.
- Competitive Edge: A strong marketing mix can provide a sustained competitive advantage.
- Brand Equity: Over time, the marketing mix contributes to the development of brand equity and customer loyalty.
- Innovation Culture: A focus on the marketing mix fosters a culture of innovation in product development and marketing strategies.
Key highlights
- Marketing mix refers to a suite of actions that a business uses to promote its products or services in the market.
- Marketing mix should as a minimum have strategies devised for product, price, promotion, and place.
- Service-oriented businesses should adopt a broader marketing mix, otherwise known as the seven Ps of marketing.
What is marketing mix modeling and why it matters to understand how to balance your marketing mix?
Marketing mix modeling (MMM) is a statistical method for evaluating marketing campaign effectiveness.
The method quantifies the impact of multiple marketing inputs on market share or sales which then determines how much to spend on each.
Understanding marketing mix modeling
Marketing mix modeling uses statistical analysis to analyze the past and future impact of different marketing tactics on sales or profit.
The approach is based on the popular 4 Ps marketing mix theory.
In essence, the purpose of MMM is to measure the past performance of a campaign and improve future marketing return on investment (MROI).
Conclusions drawn from the statistical analysis then determine how resources can be better allocated across various tactics, products, segments, and markets.
Marketing mix modeling utilizes the multi-linear regression (MLR) statistical technique to assess the relationship between dependent and independent variables.
The dependent variable is normally market share or sales, while the independent variable could be price, distribution, or ad spend for different channels.
The four phases of marketing mix modeling
Each MMM project has four distinct phases that we have explained in detail below.
Phase 1: Data collection and integrity
In the first phase, the business collects data on the products to be analyzed, the desired timeframe, and the markets to be modeled.
The sales performance metric should also be quantified at this point.
Will it be volume, units, sales, or some other metric?
Brand margin rates and marketing spend should also be determined so that the MROI can be calculated later on.
MMM also requires the business to use data that will yield the best results. In other words:
- Has the best available data been incorporated?
- Is the data consistent over the entire life cycle?
- Are there multiple years of data to account for factors such as seasonality?
Before moving to the next phase, key project stakeholders should also hold a review session to ensure data integrity.
In some cases, data will have to be aggregated or cleansed before moving forward.
Phase 2: Modeling
In the second phase, brand managers must collaborate with their internal analytics staff to discuss statistical details, specifications, and methods.
We noted earlier that a multi-linear regression is commonly used, but other methods such as time-series regression are also used.
Ultimately, the method chosen will depend on the organizationโs goals, data quality, and in some cases the entity providing the statistical analysis on behalf of the client.
Phase 3: Model-based business measures
Once the statistical analysis has been performed, it will produce output data that measures how each tactic impacts sales.
The data must also answer or address the overarching purpose of the project, with many organizations choosing to frame project purpose as questions such as:
- What is the best marketing plan to maximize future net profits with respect to the current and future budget?
- For a particular demographic, what are the most efficient or effective marketing tactics?
- What is the impact of advertising on consumer price sensitivity?
- Which competitor advertising campaign is having the most negative impact on sales?
Most MMM projects will also feature a pie chart showing the decomposition of sales where sales volume is broken down according to each tactic.
These charts separate two types of tactics
- Core tactics โ or those not controlled by the marketing team such as seasonality, distribution, weather, and competitive trade. Core tactics can also encompass the sales that would occur in the total absence of any promotional effort.
- Incremental tactics โ or those that are controlled by the marketing team.
Once a decomposition of sales has been performed, the organization can calculate three important metrics:
- Effectiveness โ which is determined by dividing the number of incremental sales by each marketing effort.
- Efficiency – where incremental sales are divided by the expenditure of each tactic. This is normally the total media spend, and
- Marketing return on investment โ the MROI can be calculated by dividing the gross profit of each tactic by its total spend.
Phase 4: Optimization and simulation
In the final phase, MMM outputs are transformed into inputs for future marketing campaigns.
Simulations help the organization model the impact of a new tactic before it is used in a real-world scenario.
They also enable teams to determine the best combination of tactics that will enable them to achieve campaign goals.
Marketing mix modeling examples
In the past few decades, marketing mix modeling has been adopted by several Fortune 500 companies such as Kraft, The Coca-Cola Company, Pepsi, AT&T, and Proctor & Gamble.
While there has been particular interest from consumer packaged goods (CPG) companies, others now use MMM because of the increased prevalence of companies providing these specialist services.
Indeed, marketing mix modeling is popular in the retail and pharmaceutical industries because firms like Nielsen can provide syndicated data on stores, product categories, geographic markets, and distribution channel โ as explored in how AI is restructuring the traditional value chain โ s.
Whatโs more, the increased availability of time-series data has also seen MMM incorporated into industries such as telecommunications, financial services, hospitality, and automotive.
However, in these industries, it is acknowledged that marketing mix modeling is still in its infancy and will require further standardization to be effective.
MMM case study for Facebook advertisers
Facebook (now Meta) is one of several modern platforms that offer a family of services and apps that have dynamic and nuanced advertising needs.
Since consumer preferences are in a constant state of flux, this makes it difficult for brands to assess the impact of Facebook advertising compared to traditional channels such as television and print.
A standard marketing mix modeling project assesses data from two or three years. But for online social platforms, data over this time span may become outdated.
To counteract this tendency, Facebook recommends advertisers analyze data over a 6 to 12-month period.
They should then adjust their methods to account for the statistical power that is sacrificed when analyzing a shorter time frame.
Professional services company Accenture ran multiple MMM analyses in 2021 for disruptor brands requiring a reliable and cost-effective system to optimize their promotional efforts and produce actionable and granular results.
How was this achieved?
Tailored data was first sourced from Facebook, Instagram, and Audience Network, which considered standard engagement metrics such as clicks but also paid impressions.
Data were then integrated with machine learning techniques such as the Bayesian belief network to analyze potential synergies between multiple channels.
This involved analyzing the relationship between six independent variables (video, display, Facebook app, organic search, Instagram, and paid search) and their dependent online and offline channels.
The results of the analysis showed how various marketing channels could drive impacts across other channels. A few of the more significant results are listed below:
- Drivers of paid search โ paid search (78%), offline drivers (10.9%), and organic search (5.5%).
- Drivers of Facebook app โ Facebook app (87.6%), offline drivers (7.4%), and display (4.0%).
- Drivers of Instagram โ Instagram direct (87.9%), video (6.0%), and Facebook app (3.7%).
In summary, Accenture found that disruptor brands that focus their resources on social, organic search, and offline channels could better impact paid search and, ultimately, increase their web traffic.
Key highlights on marketing mix modeling
- Marketing mix modeling uses statistical analysis to analyze the past and future impact of different marketing tactics on sales or profit. The approach is based on the popular 4 Ps marketing mix theory.
- Each marketing mix modeling project should have four distinct phases: data collection and integrity, modeling, model-based business measures, and optimization and simulation.
- MMM is popular among consumer packaged goods companies such as Kraft, The Coca-Cola Company, Pepsi. It is also useful for brands advertising on social media platforms such as Facebook where markets and consumer behavior are more dynamic.
Amazon marketing mix case study
How does Amazon balance product, price, promotion, and place to create and sustain its competitive advantage?
Letโs delve into Amazonโs marketing mix below.
Amazon offers a diverse selection of products to maintain its status as the foremost company in online retail.
These products support the companyโs mission and vision and, thanks to continued expansion, can now be found in industries such as cloud infrastructure, database services, content production, artificial intelligence, gaming, and pharmaceuticals.
Amazon’s core product remains its eCommerce platform where the company sells private-label and third-party items to consumers across categories such as consumer electronics, art, home appliances, sports and outdoors, car accessories, jewelry, and home improvement.
Through its highly successful Amazon Prime membership program, the company offered free expedited delivery and discounted priority and residential express delivery.
Prime members also receive access to exclusive discounts and Amazonโs video, music, and e-book platforms.
Amazon primarily uses market-oriented pricing to attract customers to its eCommerce platform.
Prices for the companyโs private label Amazon Basics range are based on similar products sold by competitors.
As a retailer with a near-global presence, Amazon also uses the price discrimination strategy to vary prices for identical products according to region.
For example, the price of a Samsung television in Spain may be different to the price offered to consumers in the USA.
This enables the company to adjust prices based on local market conditions, consumer preferences, and perceived product value.
More generally speaking, Amazon uses technology to set and adjust prices based on the time of day, season, and competitor activity.
It also cleverly prices its Prime membership option to attract customers who want to take advantage of deals and discounts.
In addition to marketing to broader audiences, Amazon also markets to individuals by analyzing their shopping habits and purchase behavior.
Using this information, it strives to turn one-time visitors or buyers into repeat, high-value, long-term customers.
To attract repeat purchasers, the company frequently promotes its fast delivery.
Amazon promotes is various products and services with ads on other websites, newspapers, billboards, television, and social media.
Amazon is primarily an online business that reaches customers on Amazon.com and its various region-specific derivatives.
However, the company does operate in the real world to some extent. Its acquisition of Whole Foods Market in 2017 allowed it to establish a bricks-and-mortar supermarket presence.
Amazon also operates several Amazon Fresh and Amazon Go stores, with the latter a chain of convenience outlets without cashiers where consumers pay for goods using an app.
In August 2021, Amazon announced it would open several new physical retail stores to extend its reach across electronics, home goods, and clothes.
Many see this move as a way for the company to own as much of the retail industry as possible.
Case Studies
- Consumer Electronics (e.g., Apple):
- Product: High-quality smartphones, laptops, and wearables with sleek designs.
- Price: Premium pricing strategy for a perception of exclusivity.
- Place: Apple Stores, authorized retailers, and online store.
- Promotion: Creative advertising campaigns and product launches.
- Fast Food Chain (e.g., McDonald’s):
- Product: A menu of burgers, fries, and beverages.
- Price: Value meals, combo pricing, and occasional promotions.
- Place: A network of drive-thru outlets, dine-in restaurants, and delivery services.
- Promotion: Television ads, social media campaigns, and Happy Meal toys.
- Automobile Industry (e.g., Toyota):
- Product: A range of vehicles from compact cars to SUVs and hybrids.
- Price: Competitive pricing with options for customization.
- Place: Dealerships, showrooms, and online configurators.
- Promotion: Television and digital advertising, sponsorships, and test drive events.
- Fashion Retail (e.g., Zara):
- Product: Trendy clothing and accessories for men, women, and children.
- Price: Competitive pricing with seasonal sales and discounts.
- Place: Brick-and-mortar stores in prime locations and an online store.
- Promotion: Seasonal fashion shows, social media marketing, and email newsletters.
- Banking Services (e.g., Chase):
- Product: A range of banking services including checking accounts, savings accounts, loans, and credit cards.
- Price: Fee structures, interest rates, and introductory offers.
- Place: Physical branches, ATMs, and online banking platforms.
- Promotion: Advertising financial products, referral programs, and online tutorials.
- Hotel Industry (e.g., Marriott):
- Product: Various types of accommodations from luxury resorts to budget-friendly hotels.
- Price: Room rates, loyalty programs, and seasonal discounts.
- Place: Hotel locations, booking websites, and travel agencies.
- Promotion: Online advertising, partnerships with travel websites, and loyalty rewards.
- Tech Software (e.g., Microsoft Office):
- Product: Software suites for productivity, collaboration, and communication.
- Price: Subscription-based pricing models and one-time purchases.
- Place: Online stores, authorized retailers, and corporate licensing.
- Promotion: Product demos, webinars, and advertising tailored to specific business needs.
- Beverage Industry (e.g., Coca-Cola):
- Product: A wide range of beverages including carbonated soft drinks, juices, and bottled water.
- Price: Various pricing strategies, including premium pricing for specialty products.
- Place: Distribution through supermarkets, convenience stores, and vending machines.
- Promotion: Extensive advertising campaigns, sponsorships, and product placements.
- Healthcare Services (e.g., Mayo Clinic):
- Product: Comprehensive medical services, research, and patient care.
- Price: Transparent pricing for medical procedures and insurance coverage.
- Place: Hospitals, clinics, telehealth platforms, and partnerships.
- Promotion: Healthcare seminars, educational content, and patient testimonials.
- E-commerce Platform (e.g., Amazon):
- Product: An extensive online marketplace offering a wide range of products.
- Price: Competitive pricing, discounts, and subscription services (e.g., Amazon Prime).
- Place: Online platform accessible worldwide.
- Promotion: Personalized recommendations, customer reviews, and Prime Day sales events.
- Marketing Mix Fundamentals:
- The marketing mix encompasses a comprehensive strategy for effective marketing planning.
- Traditionally, it consisted of the four Ps: Product, Price, Promotion, and Place.
- Additional elements have been introduced, including Physical Evidence, People, Process, and even Politics.
- Understanding Marketing Mix:
- A well-rounded marketing mix involves creating plans for each element to address strengths and weaknesses.
- It ensures that marketing efforts align with the target audience and the problem the product or service solves.
- Four Ps of Marketing Mix:
- Product: Tangible goods or intangible services that address specific problems and target audiences.
- Price: Directly affects sales and is linked to perceived value in the consumer’s mind.
- Promotion: Includes marketing communication strategies like advertising, sales promotions, and public relations.
- Place: Refers to the physical location where customers can access or purchase the product.
- Additional Elements in Marketing Mix:
- People: Refers to staff involved in marketing the brand, influencing its direction and values.
- Process: Encompasses customer service and ensures effective interactions and purchasing experiences.
- Physical Evidence: Anything consumers see when interacting with the brand, including packaging, branding, and more.
- Marketing Mix Modeling:
- Marketing Mix Modeling (MMM) is a statistical method to evaluate marketing campaign effectiveness.
- It quantifies the impact of various marketing inputs on market share or sales to optimize resource allocation.
- MMM involves four phases: data collection and integrity, modeling, model-based business measures, and optimization and simulation.
- MMM Case Study for Facebook Advertisers:
- Facebook used MMM to analyze its advertising impact compared to traditional channels.
- Analyzing 6-12 months of data, Facebook adjusted methods to account for the dynamic nature of social media.
- Accenture ran MMM analyses, integrating data from Facebook and other channels to optimize promotional efforts.
- Amazon’s Marketing Mix Case Study:
- Product: Amazon offers a wide range of products and services, including eCommerce, cloud infrastructure, content production, and more.
- Price: Utilizes market-oriented pricing and price discrimination based on regions and market conditions.
- Promotion: Targets individuals by analyzing shopping habits and uses ads, promotions, and affiliate programs.
- Place: Primarily operates online but also has physical retail presence, such as Whole Foods and Amazon Fresh stores.
Key Takeaways
- The marketing mix is a term to describe the multi-faceted approach to a complete and effective marketing plan.
- While many understand marketing as โputting the right product in the right place, at the right price, at the right time,โ few know how to implement…
- Conventional marketing mixes are product -centric, but services and other intangible goods are also commonplace for many businesses.
- Marketing mix modeling (MMM) is a statistical method for evaluating marketing campaign effectiveness.
- How does Amazon balance product, price, promotion, and place to create and sustain its competitive advantage?
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