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Overview: AI in Practice This article from Revology Analytics explains AI in the context of modern pricing analytics and revenue growth management. It draws on
Have a Revenue Growth Analytics pain point, a question, or a content suggestion?
Discover how Revology Analytics propels mid-market businesses to sustainable, profitable growth by building advanced, in-house Revenue Growth Analytics & Management (RGM) capabilities—fast.
Our senior expert-led, hands-on approach ensures you own the tools, insights, strategy and processes needed to thrive long-term.
Gain exclusive access to the latest insights from over 150 commercial leaders on the state of Revenue Growth Analytics in 2025, based on our expanded Revenue Growth Analytics Maturity Scorecard™.
Access our comprehensive advisory services, where Pricing and Revenue Growth Management transformations are at the core.
We also specialize in Sales & Marketing AI Enablement and Commercial Analytics transformations. In 90–120 days, our senior practitioners embed advanced solutions, equipping organizations with enduring, in-house growth engines that drive measurable results.
Discover how Revology Analytics propels mid-market businesses to sustainable, profitable growth by building advanced, in-house Revenue Growth Analytics & Management (RGM) capabilities—fast.
Our senior expert-led, hands-on approach ensures you own the tools, insights, strategy and processes needed to thrive long-term.
Explore Revology Analytics’ curated thought leadership on various Revenue Growth Analytics and Management topics.
Our case studies, white papers, webinars, and toolkits illuminate best practices and emerging trends. Gain actionable insights to refine your holistic Revenue Growth Management strategies and capabilities, fueling sustainable, profit-focused decisions across your organization.
Discover how Revology Analytics propels mid-market businesses to sustainable, profitable growth by building advanced, in-house Revenue Growth Analytics & Management (RGM) capabilities—fast.
Our senior expert-led, hands-on approach ensures you own the tools, insights, strategy and processes needed to thrive long-term.
Gain exclusive access to the latest insights from over 150 commercial leaders on the state of Revenue Growth Analytics in 2025, based on our expanded Revenue Growth Analytics Maturity Scorecard™.
Access our comprehensive advisory services, where Pricing and Revenue Growth Management transformations are at the core.
We also specialize in Sales & Marketing AI Enablement and Commercial Analytics transformations. In 90–120 days, our senior practitioners embed advanced solutions, equipping organizations with enduring, in-house growth engines that drive measurable results.
Discover how Revology Analytics propels mid-market businesses to sustainable, profitable growth by building advanced, in-house Revenue Growth Analytics & Management (RGM) capabilities—fast.
Our senior expert-led, hands-on approach ensures you own the tools, insights, strategy and processes needed to thrive long-term.
Explore Revology Analytics’ curated thought leadership on various Revenue Growth Analytics and Management topics.
Our case studies, white papers, webinars, and toolkits illuminate best practices and emerging trends. Gain actionable insights to refine your holistic Revenue Growth Management strategies and capabilities, fueling sustainable, profit-focused decisions across your organization.

Overview: AI in Practice This article from Revology Analytics explains AI in the context of modern pricing analytics and revenue growth management. It draws on

Revology Analytics recently had the opportunity to collaborate with Sales & Marketing experts from the Alexander Group, a leading Revenue Growth Strategy consultancy, where we discussed the impact of AI on B2B Sales Teams.

It’s easy for us to get caught in the hype surrounding the latest and greatest tech advancements. Currently, AI is at the forefront of this phenomenon (what Gartner calls “peak of inflated expectations”). While AI certainly holds transformative potential, companies must approach its adoption with a measured perspective, especially in the mid-market sector (think $100MM-$1B in revenues).

Discover how strategic discounting transforms customer engagement and drives profitability in this week’s Revology Analytics Insights video. Learn to tailor discounts effectively, ensuring sales growth and customer loyalty without compromising your bottom line.

Discover the latest insights in our newest video: The State of Promotion Analytics & Optimization. A must-watch for this week!

AI and ML have been reshaping industries, and Sales and Marketing Executives stand at a pivotal crossroads as capabilities from leading tech platforms accelerate.
The key to a competitive edge and increased profitability is leveraging popular tech stacks like Microsoft and Google. However, navigating through an oversaturated market of ~ 10,000 “turnkey” software products for Sales & Marketing Enablement is daunting.
Enter In-Sourcing, the strategic approach that elevates your company’s analytics maturity, using popular tools like Microsoft’s Power Platform and Azure or Google Cloud AI. In-sourcing your Revenue Growth Analytics capabilities highlights the transformation from vendor-reliance to an empowered, insights-driven organization, offering a path for executives to transform their companies to truly data and insights-driven.

In our recent webinar titled “Supercharge Your Revenue Growth Strategy with Knowledge Graphs,” we discussed how this unique commercial analytics approach makes understanding multi-dimensional business data more accessible and substantially faster, helping you make smarter decisions and drive Profitable Growth quicker.

Revology Analytics had the opportunity to join 25 leading Revenue Growth Management executives in CPG and Manufacturing in St. Louis earlier this week. We discussed the state of Revenue Growth Analytics in the CPG industry and the significant opportunity to in-source and own many of the advanced analytics capabilities foundational to a successful RGM and Pricing strategy.
In many ways, the state of Revenue Growth Management and its associated analytics capabilities have not changed meaningfully in the last ten years for Consumer Goods companies. There’s still a heavy reliance on data and information providers like Nielsen and IRI to carry out foundational Pricing & Promotional Analytics efforts, including Price Elasticity and Marketing Mix Modeling, or a heavy reliance on 3rd party software for price analytics, scenario analyses, and optimization efforts.
However, the world is changing….fast.

Industry:
Med-Tech | Area: Margin Analytics & Optimization
This case study explores how a prominent med-tech company revolutionized its margin management by developing an in-house Dynamic B2B Margin Analytics Platform. Faced with challenges such as limited visibility into pricing and margin drivers and inconsistent discounting practices, the company recognized the need for advanced pricing analytics capabilities. Partnering with Revology Analytics, they embarked on a strategic journey to enhance their pricing analytical acumen, aiming to improve net price realization and address revenue leakages. The case details the transformative impact of this initiative, demonstrating the effectiveness of co-creating an in-sourced solution with internal stakeholders, using an existing tech stack like Tableau for powerful visualization and scenario analysis capabilities.

In this case study, we explore how a $1.5B privately-held Consumer Packaged Goods manufacturer successfully navigated the challenges of a competitive market. Facing declining market share and profitability, the company struggled with ineffective promotional strategies, leading to eroded gross margins in the face of increased promotional spending. The company collaborated with Revology Analytics to develop the Promotion Effectiveness and Optimization platform using the client’s existing tech stack. This included the development of a Pricing & Promotions data warehouse in Azure and Diagnostic and Predictive Analytics capabilities for Pricing & Promotions using Tableau and R. The case study offers valuable insights into overcoming obstacles in planning and profitability, showcasing the significant improvements in retail buyer engagement, gross profit, promotional ROI, and market share.

Two decades later, Promotion Effectiveness & Optimization is still a substantial business problem for companies; at least 50% struggle in this arena.
When we asked ~ 150 commercial leaders about their organization’s Promotion Effectiveness & Optimization capabilities, the Consumer Goods industry emerged with a high score of 3.3 (a little better than Average). This is unsurprising since this is one industry where Promotional spending is routinely 15-30% of Gross Revenues and where the Trade Promotion Management, Effectiveness & Optimization (TPX) software industry grew the fastest.

Why Price Realization Matters: Key Findings from our Inaugural Revenue Growth Analytics Survey.
A company’s ability to consistently measure and manage its Net Price Realization is a crucial, yet often overlooked, element of a robust Profit Growth Strategy.
Price Realization – the difference between your List Price and Actual Price (after discounts, rebates, and other incentives/concessions) impacts your bottom line in a significant way.
Over 125 commercial leaders have taken our Revenue Growth Analytics Maturity Quiz, which measured maturity/competency scores across three major areas:
1) Margin Analytics & Optimization
2) Promotion Effectiveness & Optimization
3) Sales & Customer Growth Analytics
The first question in the “Margin Analytics & Optimization” section asked respondents, “How frequently is pricing performance (net price realization) measured and reported to company leaders?”.
Have a Revenue Growth Analytics pain point, a question, or a content suggestion?
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