Latest articles on Sales, Marketing, Customer Success and Revenue Operations.
Everyone has a data strategy until they hit capacity limits or create a "copy-storm." In Part 2 of our series, we move from theory to the technical blueprint for Microsoft Fabric . From the "7-Workspace" operating model to using Materialized Lakeviews for declarative pipelines, here is exactly how to build a governed, AI-ready "Revenue Brain" without breaking the bank.
Renat ZubayrovEvery company today wants to be an AI company. Leaders are pushing for predictive churn models, generative agents for customer success, and automated forecasting. But there is a silent killer stalling these initiatives before they even launch: The Data Mess. Most data platforms don’t fail because of the tooling. They stall because raw, messy inputs are rushed straight into analytics, teams patch problems locally in spreadsheets, and every dashboard bakes in a different "truth". In this four-part series, we are going to break down how to build a data foundation that actually works. We will eventually cover specific implementation paths — using Microsoft Fabric , Databricks , or an Open Source DIY approach
Renat ZubayrovEvery company is collecting more data than ever — but how much of it can actually predict the future? Discover how to assess whether your data is truly ready for AI and why models like ChatGPT can’t replace the work of understanding data quality, relevance, and predictive power.
Anastasia NedelkoThe EU Data Act is about to flip the SaaS model on its head: contracts can be cancelled with 2 months’ notice, data exports become mandatory, and switching fees vanish by 2027. Is your ARR truly safe—or will your customers walk the moment they see more value elsewhere? Discover why this legislation is more than compliance—it’s a wake-up call for SaaS leaders.
Renat ZubayrovGenerative AI has become the hottest topic in tech, hailed as the breakthrough that will revolutionize industries and unlock unimaginable potential. With large language models (LLMs) at the core of this revolution, the stage seems set for unprecedented innovation. But here’s the twist: while the narrative often champions scrappy startups as the engines of innovation, the real winners might already be crowned.
Renat ZubayrovIn our article, we will open essential KPIs for a confident forecast. It can be a foundation of sustainable and predictable growth for B2B companies. We will talk about top-down and bottom-up planning, and how to use metrics like Churn, Expansion, Pipeline Coverage, Deal Velocity, and many others for reliable planning.
Renat ZubayrovBoosting Net Revenue Retention (NRR) is essential for sustainable SaaS growth in 2024. With customer acquisition costs rising, optimizing NRR through proactive customer success strategies, personalized upselling, and reducing churn ensures long-term success. Companies that prioritize NRR see higher growth, making it a critical metric in today’s competitive SaaS market. Learn how to leverage NRR for scalable, efficient growth.
Renat ZubayrovCompanies have structured their business strategies around the funnel for years, but not anymore. Find out why the funnel is failing companies and how the flywheel model can help your business grow better.
A Quarterly Business Review (QBR) is a 60–90 minute strategic meeting held once per quarter to review the previous quarter’s performance, demonstrate ROI, and align on next-quarter goals. This 2026 guide covers what to put in a QBR, the standard agenda template, internal vs. customer-facing QBRs, who should attend, and best practices.
Renat ZubayrovThe DAU/MAU ratio measures product stickiness — the share of monthly active users who also engage on any given day. Formula, B2B SaaS benchmarks, and when to use it instead of WAU/MAU.
Renat ZubayrovCustomer Health Score is an important concept that should help customer success and account management to prioritise customer outreach and communication. It’s a simple to grasp but complex to calculate. Here are some actionable list on how to create a good Health Score...
Renat ZubayrovFirst Contact Resolution (FCR) is a customer-support metric calculated as (Resolved on first contact / Total contacts) x 100. The industry standard is 70-79% healthy, 80%+ world-class. Paired with CSAT, NPS, CES, and time-to-full-resolution, FCR is one of the four front-line support inputs into a composite customer health score.
Renat ZubayrovOne of the criteria that can be used for lead or deal scoring is job seniority. This could involve assigning a higher score to leads that hold higher-level positions within a company, such as a C-level executive or vice president, as they may have more decision-making power and budget authority. Conversely, leads with lower-level positions, such as entry-level employees, may be assigned a lower score.
Renat ZubayrovThe number of activated integrations in a software or SaaS product can indicate that the customer is fully utilizing the product and finding value in it. Additionally, a high number of activated integrations can also suggest that the customer has a high level of engagement with the product. This metric can be an important factor in determining a Customer's Health Score.
Renat ZubayrovCustomer Effort Score (CES) is a single-question CX metric calculated as (Sum of ratings ÷ Number of responses) on the 1–7 “made it easy” scale. Healthy CES is ≥5.0 average or 70%+ Top-2 Box. This guide covers the formula, the 1–7 scale, 2026 B2B SaaS benchmarks, how CES compares to NPS and CSAT, and how to combine it with other signals in a composite customer health score.
Renat ZubayrovTime to Full Resolution (TTR) is the total elapsed time from ticket open to close, calculated as Total resolution time / Resolved tickets. Median B2B SaaS TTR is ~10-24 hours depending on priority. TTR feeds the support-velocity slice of a composite customer health score.
Renat ZubayrovLicense Utilization is the percentage of purchased SaaS seats actually being used, calculated as (Active Users / Licensed Seats) x 100. The healthy range for mature B2B SaaS is 60-85% — below 50% signals churn risk, above 90% signals expansion opportunity. This guide covers the formula, 2026 benchmarks by segment, how it feeds a composite customer health score, and how it affects renewals.
Renat ZubayrovSeveral companies are making significant investments in platforms such as Salesforce or ServiceNow, but are they truly seeing the benefits? In our article, we will talk about valuable insights on which KPIs matter, how to measure platform success, and how to reduce churn with Michael Reiserer.
Renat ZubayrovTime to First Reply (FRT), also called First Response Time, is the median time between a customer ticket and an agent's first human reply. 2026 benchmarks: < 4 hours for B2B SaaS email, < 1 hour for enterprise tiers, < 1 minute for live chat.
Renat ZubayrovThe WAU/MAU ratio measures product stickiness — the share of monthly active users who also return within any 7-day window. Formula, B2B SaaS benchmarks, and when to use it instead of DAU/MAU.
Renat ZubayrovCustomer Satisfaction Score (CSAT) is calculated as (Positive Responses / Total Responses) x 100 on a 1-5 satisfaction scale. The benchmark range is 75-85% healthy, with the cross-industry average around 78%. This guide covers the formula, 2026 B2B SaaS benchmarks, how CSAT compares to NPS and CES, and the most common pitfalls.
Renat ZubayrovNet Promoter Score (NPS) is calculated as % Promoters − % Detractors. This 2026 guide covers the formula, the −100 to +100 scale, B2B SaaS benchmarks (good 30–50, excellent 50+, world-class 70+), and how to use NPS alongside CSAT and CES in your customer health score.
Renat ZubayrovIn our article, we'll go deeper into five specific metrics to Predict Customer Churn. We will highlight the changes in the traditional approach of customer health scoring and how modern companies are actually solving these changes in innovative ways today. Also, you will see the Pros and Contras of each metric.
Renat ZubayrovRevenue operations (RevOps) is a modern operating model for fast-forward companies that aligns businesses’ goals, processes, tools, and people to supercharge revenue. Effective RevOps crush the misalignment across the sales, marketing, and customer success and set up a perform experience through every customer journey stage.
Renat ZubayrovThe most important and effective way to build a high-performing team is by communicating business goals for all employees. Misalignment between sales and marketing is the biggest challenge for many companies to connect teams from strategy to process - according to a LinkedIn survey, more than 60% of global respondents believed that. But what are the typical problems that we see in practice, and what solutions for that problems exist?
Renat ZubayrovBuyer’s Remorse is an important topic for companies to ensure that customers stay longer and will rebuy products out of the company. Even though many people expect Buyer’s Remorse only to happen in B2C companies it also has a big impact on the B2B companies. In the following article, we will give B2B companies a little sneak into helpful tips to reduce Buyer’s Remorse
Renat ZubayrovAfter spending the last 20 years working in data and application integration technology in amazing companies like DHL, Talend or elastic.io (company we started in 2013 and exited last year) I am starting a new company...
Renat Zubayrov