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    From Data Chaos to a Competitive Edge: PXM for B2B Manufacturers

    A Digital Shelf Guide

    Decades-old business practices are colliding with new, digital-first expectations, and you can't win while battling spreadsheets.

    Business-to-business (B2B) manufacturers must update their processes and tech stacks to meet the demands of a digital-first world — one that’s on the brink of its next evolution due to groundbreaking advances in artificial intelligence (AI).

    Modernizing how you manage, optimize, and share product data has never been more critical. “Businesses that invest in AI-powered transformation will redefine their competitive advantage, while those that hesitate risk falling behind,” according to IDC.

    A product experience management (PXM) platform offers industrial manufacturers a strategic advantage, providing capabilities that cut through data chaos, drive operational efficiency, and fuel business growth.

    Salsify PXM for B2B Manufacturers
    Request a demo to see how Salsify PXM can help you cut through data chaos to gain a competitive edge.

    Why Change Now?

    AI is changing the face of B2B operations, and digital expectations are changing. Industrial manufacturers need to evolve their product information management (PIM) processes to keep pace.

    AI Is No Longer a Luxury for B2B Manufacturers

    AI’s impact on business processes and expectations can’t be understated. It’s already transforming how B2B manufacturers operate and determining who will win the AI-powered future of tomorrow.

    Understanding and leveraging AI solutions is a key way for you to get — and stay — ahead of the competition.

    At the heart of a successful AI strategy and implementation lies one critical element: clean data. Without a robust foundation of accurate and well-organized product data, the transformative potential of AI remains untapped.

    Your Internal Transformation

    Your strategy is built for growth — new channels, new buyers, and new products — unlike the legacy data and manual processes that are holding your business together. 

    If you aren’t using AI to improve product data quality and drive operational efficiencies, you’re paying a tangible opportunity cost today in wasted time and resources. 

    Key initiatives like channel expansion, new product introductions, and post-merger integrations are slowed to a crawl by manual data work. Your teams waste countless hours in spreadsheets, creating bottlenecks that throttle your speed-to-market.

    Clean, structured, accessible data empowers AI solutions to:

    • Automate work: Automate manual processes, reducing the significant time and effort traditionally spent on data entry, validation, and maintenance.  
    • Surface insights: AI uses your data and performance metrics to provide visibility into your business performance.
    • Accelerate time to market: AI-powered workflows keep your teams aligned around a source of truth for data, breaking down silos and enhancing collaboration so you can get your products in front of buyers faster.
    Your External Transformation

    You’re at the beginning of a new era of commerce; agentic shopping is here and already disrupting how people buy.

    According to Forrester research, “OK, Boomers And Digital Natives, Let’s Talk B2B Buyer Behavior Changes,” 95% of younger B2B buyers prefer to research a company using generative AI (GenAI) conversational search tools.

    Why should this matter to you? These AI tools must be able to access complete and accurate product information to surface it to buyers. 

    AI-powered discovery engines are pulling information from an expanding universe of sources, including:

    • Google
    • Marketplaces
    • Model context protocols
    • Brand.coms
    • Retailer sites
    • Retrieval-augmented generation pipelines
    • Etc.

    As the manufacturer, you’re the most credible source of product information and must show up like it. If you’re not providing the best-in-class product information, AI agents will move on to different sources to answer buyers’ queries.

    To regain their attention, you must ensure that your distributors also have clean and accurate product information and are sending great content to retailer sites as well. Otherwise, agents won’t find your information or will find it and skip over it, instead recommending competitors’ products to the buyer.

    The faster you can surface, adapt, and optimize product information across channels, the more likely you are to be featured, recommended, and purchased by humans and agents alike.

    Your Buyers, Employees, and Channel Partners Are Digital-First — Are You Ready?

    The B2B industrial landscape is undergoing an accelerated shift toward digital channels, a transformation driven by the need for greater operational efficiency, an enhanced customer experience, and the critical challenge of managing vast and complex product data.

    Your Buyers Are Changing

    Forrester also says that digital natives (millennials and Gen Z) have “distinct preferences shaped by their consumer behaviors and expectations, which often lead to dissatisfaction with outdated marketing and sales practices.”

    Modern B2B customers, accustomed to the seamless experiences of consumer ecommerce, now expect the same level of accessibility, transparency, and efficiency in their professional interactions.

    Meeting these heightened demands requires accurate, complete, and easily accessible product information. These buyers complete 69% of the buying journey before interacting with a seller, according to Forrester. 

    Self-service capabilities, powered by comprehensive product data, are crucial for empowering them to research, compare, and make purchasing decisions independently and at their own pace.

    Your Workforce Is Changing

    A new generation is entering the workforce, bringing with them inherent digital-first expectations.

    Forrester’s research says, “Digital natives have overtaken their baby boomer and Gen X colleagues at every level of the marketing organization, except in the VP and above roles, and it won’t be long before that changes too.”

    Concurrently, legacy knowledge from retiring employees is walking out the door, creating a “brain drain” of knowledge.

    These changes make modernizing and digitizing product information management processes even more urgent to capitalize on today’s opportunities while future-proofing your business. 

    Your Channel Partners Are Changing

    As the market becomes increasingly digital-first, distributors will choose to work with partners who are, well, easy to work with.

    “Many organizations struggle with manual, time-consuming processes [including] managing data through spreadsheets and dealing with messy data and processes … Suppliers see human-driven workflows slow down critical processes … Activities like performance reporting end up requiring manual effort to stitch data together and still result in gaps and inconsistencies,” according to Forrester’s report, B2B Partner Ecosystem Management Solutions: Trends, Challenges, And Strategic Benefits.

    Distributors are feeling intense pressure to modernize their operations and meet digital buyers’ demands for complete, utility-rich information. A manufacturer’s ability to provide accurate, complete, and easily accessible product information directly impacts its standing with distributors.

    For example, if transactional data is received through a direct connection and processed quickly, an item can be purchasable on Grainger.com within five days instead of weeks, Grainger says. Affiliated Distributors’ investments in digital content onboarding have resulted in a 300% decrease in time to market, according to Grainger.

    Industrial manufacturers must demonstrate a commitment to innovation, efficiency, and treating product data as a strategic asset if they want to remain a preferred partner — or to become one.

    This means investing in solutions that enhance operational effectiveness, improve customer experience, and ultimately drive business growth. 

    Turn Mergers and Acquisitions Chaos Into a Strategic Advantage

    In today's industrial landscape, mergers and acquisitions (M&A) for inorganic growth are a core B2B strategy (e.g., Baker Hughes acquiring Chart Industries or Armstrong acquiring 3form), especially in mature sectors.

    These moves have multiplied chaos in the market while also presenting a key growth opportunity for B2B manufacturers looking to increase their assortments for commercial customers or specifiers, or provide products to additional segments of the market that present better margins.

    While the strategic upside is clear, the operational reality of merging two companies is messy. Product catalogs clash. Data is inconsistent. The chaos that follows an acquisition can delay, or even destroy, the very value you sought to create.

    Erica Medfield, senior marketing manager at IPG, shares how IPG — “a company of acquisitions” — leveraged technology to streamline its processes and organize its data.
    With M&A showing no signs of slowing, having complete and clean product data is increasingly critical for realizing growth ambitions and synergies from acquisitions. 

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    The Costs of Inaction

    Maintaining your status quo — hard-to-access spreadsheets and PDFs, manual work, poor data quality — isn't just an operational headache. It's actively costing you revenue and eroding your brand in two critical ways.

    The Cost of Inaccuracy

    When teams can't trust your data, efficiency evaporates. But worse, when an incorrect spec sheet or compliance document reaches a customer, it erodes the brand equity you've spent decades building. This isn't just an error; it's a threat to your promise of quality.

    The Cost of Invisibility

    This is the revenue you never see. The 200 products a distributor never lists because they’re missing a key attribute. The engineer who chooses a competitor because they couldn't find your specs. If your product data is incomplete, your product might as well not exist.

    PXM solutions can help you avoid these consequences and expand your business while driving operational efficiencies and both top and bottom line growth.

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    What Is PXM?

    PXM is a distinct category of technology specifically created to efficiently centralize, enrich, and connect product information to any endpoint.

    PXMs enable B2B businesses to:

    • Increase operational efficiency.
    • Accelerate time to market.
    • Improve channel relationships.

    PXM solutions are a blend of PIM back-office data operations functionality with front-office, market-facing capability. They include security and data privacy capabilities to keep product information secure and governed based on the user’s requirements.

    In addition to data management, many PXM solutions include key capabilities, including workflows to drive automation, digital catalog creation, and business analytics.

    You can use PXM platforms to:

    • Create an organized and structured source of truth for product data.
    • Pair product data with assets like spec sheets and manuals.
    • Enrich your content with additional assets, like images, that help buyers search for and find what they need.
    • Create digital catalogs that allow your distributors and customers to quickly access pricing and inventory information.
    • Connect your data wherever it needs to go, including your own site, distributor sites, internal manuals and systems, or retailer sites and marketplaces.
    • Automate your teams’ workflows with AI-powered content generation, management, and optimization — while keeping humans in the loop throughout the process.

    American Bath Group, as an example, uses PXM to centralize content and automate operations

    “By [creating a] central data repository, teams could easily access accurate, up-to-date product data, eliminating inefficiencies caused by scattered data and manual workarounds. The structured workflow, together with investment in employee training, enforced accountability and significantly improved efficiency.”

    — Randy Clough, Director of Master Data Management, American Bath Group

    PXM Capabilities for B2B Manufacturers

    A Modern PIM Solution

    Build your single source of truth. Centralize all your product data to identify gaps, eliminate inaccuracies, and ensure your teams are always working with trusted, governed information. Easily manage intricate product data, including bill of materials, replacement parts, and complex hierarchies, without relying on spreadsheets.

    Digital Asset Management 

    Manage and share all your assets — from technical drawings and spec sheets to marketing videos — side-by-side with your product data in a single platform.

    AI-Powered Workflows

    Use AI-powered automation to streamline tedious tasks like content enrichment and data validation, freeing up your teams for more strategic initiatives. A built-in human oversight process ensures your team retains control of your data. 

    Digital Catalogs

    Empower partners and internal teams with secure, self-service sites that provide instant access to the product information they need, reducing service requests and sales friction.

    Syndication (Channel Adaptation and Distribution)

    Connect your content to every channel. Quickly publish new and updated product information in the correct format to any destination — from key retail and distributor sites to data pools and your own brand website. Confidently meet the demands of any channel by supporting industry-specific data standards like electro-technical information model (ETIM) for electrical and building supplies.

    Integration Capabilities

    Connect with your existing tech stack, including your enterprise resource planning (ERP), product life cycle management (PLM), ecommerce platforms, and brand-owned sites, to create a truly unified source of truth for your commercial teams.

    Do You Need a PIM, PXM … or Something Else?

    There are many solutions on the market that support product information management, but in several different ways.

    Ask yourself some questions to identify your organization’s goals:

    • Do you only need to centralize your information, or do you also need to transform it for distributors?
    • Do you need to create catalogs?
    • Do you need analytics?
    • Which solutions do you already have in your stack — and which capabilities are you missing?

    The future of industrial manufacturing is data-driven. Prioritizing product data modernization and excellence now sets you up for the next era of commerce.

    Salsify Is Built for the Complexities of Your Industry
    Salsify is designed to handle the unique data challenges of B2B, helping you manage everything from complex product relationships to industry-specific compliance standards.

    FAQs

    What Is AI in B2B?

    AI is helping businesses across all industries become more efficient and strategic. Forrester found that 54% of AI decision-makers in the retail and wholesale segment are focusing their efforts on improving employee productivity in its report “How Large Brands and Retailers Are Using GenAI Now.”

    For B2B manufacturers, AI can be a powerful tool to overcome common challenges like inconsistent product data, manual content creation, and slow time to market. Investing in AI solutions can automate manual, repetitive tasks, allowing your team to shift from time-consuming data tasks to strategic initiatives that lead to real growth.

    Crucially, the AI-driven tools that can solve your internal efficiency problems today require the exact same foundational data and data governance processes that the more advanced agentic commerce of tomorrow will demand.

    By investing in a modern PXM solution now to solve your "data maze," you’re building the essential on-ramp to the future of B2B commerce.

    How Can PXM Help B2B Manufacturers Manage Product Data?

    In today's competitive market, B2B manufacturers can't afford fragmented product data. PXM's foundational use case is centralizing product information from disparate systems like ERPs or PLMs into a single source of truth.

    This isn't just about organization; it's about creating a foundation to win your market. With PXM, you can easily enrich product content, surface and fill gaps, and seamlessly syndicate accurate, compelling information to any downstream channel — from your website to your distributors' digital catalogs.

    What Product Data Tasks Can AI Automate for B2B Manufacturers?

    AI can automate a wide range of product data tasks, helping you get to market faster and drive better customer and end-user experiences. 

    Key AI capabilities include:

    • Content Generation and Optimization: Instantly create and refine product content. This includes translating for different locales, optimizing for keywords, checking spelling and grammar, and even tailoring descriptions to specific buyers.
    • Image and Document Intelligence: Automatically extract valuable data locked away in unstructured files. AI can pull technical specifications from PDF data sheets, generate descriptive metadata and alt text for images, and identify claims or icons on product packaging.
    • Data Governance and Compliance: Enforce your brand and channel standards at scale. AI can proactively validate compliance with industry standards, check content against your internal guidelines, and edit product titles to ensure consistency across your entire catalog.
    • Performance and Insights: Replicate what works best. AI can analyze your top-performing products and apply those best practices to other items, helping to lift performance across the board.
    Do I Need Clean Data Before Implementing AI in My Manufacturing Business?

    Many manufacturers worry that they can't use AI because their data is a mess. Yes, clean data is foundational for any successful AI strategy. But you don't have to have perfect data to start. The first step is getting your data out of scattered systems and into a centralized PXM platform like Salsify.

    This creates the “single source of truth” you need to govern, cleanse, and enrich your information. From there, you can leverage AI to automate content creation and enforce quality at scale. Salsify PXM is the essential first step to becoming AI-ready.

    You can use Salsify's AI capabilities to help cleanse and prepare your data for your broader AI strategy.

    How Does AI in PXM Differ From AI in Other Business Systems?

    The key difference is context and integration. While general AI tools or AI in other systems (like a customer relationship management solution) are powerful, AI within a PXM platform is built directly on top of your product “system of record.”

    This means it has deep, contextual knowledge of your entire product catalog, your channel partner requirements, and your internal data guidelines. It's not just generating text in a vacuum; it's automating the entire go-to-market process — from initial content creation to syndication and governance — all within the unified platform where your product data lives.

    Can AI Help With Industry-Specific Standards or Compliance Requirements Like ETIM?

    Yes, this is a core strength of AI within a PXM platform. AI can proactively search for and surface non-compliant information, helping your teams fix issues before they impact your customers’ experience. This moves your team from a reactive, “fire-fighting” mode to a proactive state of governance, ensuring accuracy before content ever reaches your customers or end users.

    What AI Capabilities Should B2B Manufacturers Prioritize in a PXM Platform?

    For B2B manufacturers, the most impactful AI capabilities are those that solve the biggest bottlenecks in your go-to-market process.

    You should prioritize three areas:

    • Automated content generation to fill data gaps in your catalog and enter new markets faster. Look for AI that can write, translate, and optimize product content.
    • Data extraction to eliminate manual data entry. Prioritize AI that can intelligently pull specs, attributes, and other key data from PDFs and images.
    • Proactive governance to ensure brand consistency and compliance. Look for AI that can automatically audit your content against your business rules and industry standards.

    Solving these challenges to ensure more structured, complete, and accurate data makes your information more discoverable by AI agents and gives your buyers (who are increasingly using AI tools to make decisions) all of the input they need to make a purchase.

    How Does AI Reduce Time To Market for New Product Launches in Manufacturing?

    Traditional product launches are often slowed by manual bottlenecks. Teams spend countless hours chasing down data from spreadsheets, manually writing descriptions, formatting images, and painstakingly checking for compliance. This creates delays, introduces errors, and grinds the go-to-market process to a halt.

    AI transforms this because it can automate manual processes, reducing the significant time and effort traditionally spent on data entry, validation, and maintenance. AI-powered workflows keep teams aligned around a source of truth for data, breaking down silos and enhancing collaboration so products can get in front of buyers faster.

    Salsify's PXM solutions, with AI-powered automation, help reduce time to market by streamlining content creation, maintenance, and distribution. One customer, Wastequip, cut time to market by two to four weeks and grew ecommerce sales by 40% using Salsify PXM.

    Will AI Replace Product Data Teams, or Does It Require Human Oversight?

    AI doesn't eliminate roles; it elevates them. AI acts as a super sharp, inexhaustible new employee who needs guidance and oversight. As a business leader, you add context to the models, design discovery journeys, and shape how future shoppers find products.

    AI excels at scale, but humans provide the critical context, nuance, and oversight.

    Salsify's platform is built on this “human-in-the-loop” principle, using AI-powered workflows to ensure your team always has the final say to guide, approve, and perfect the output. 

    How Can PXM and AI Accelerate M&A Integration for Manufacturers?

    Mergers and acquisitions often create a massive product data challenge: combining two different, complex catalogs from two different companies, each with its own systems and standards. This is where a PXM platform becomes mission-critical.

    PXM provides a central system of record to merge, map, and harmonize the product data from the acquired company. Instead of a chaotic, manual process, you have a structured environment to create a single source of truth.

    AI accelerates this process by automating tedious tasks:

    • Mapping and transforming data: Intelligently mapping the acquired company's data structure and attributes to your own.
    • Content cleansing and standardization: Automatically updating the new data to match your brand's style guides and voice.
    • Enriching content at scale: Generating descriptions, metadata, and alt text for newly acquired products, ensuring they’re quickly ready for your channels.

    By using PXM with AI, you can drastically reduce the time and risk involved in M&A, turning a months-long data integration headache into a streamlined, efficient process that delivers on the promised synergies of inorganic growth.