--- title: Tingono's Blog | AI / ML (3) description: AI / ML | Learn how to use automation and machine learning to improve revenue retention, customer retention, and recurring revenue. (3) --- Product Overview Agents Tara, CSM AM Agent (Coming Soon) RM Agent (Coming Soon) Resources Blog Integrations FAQs Security & Compliance About Login [Get Demo](https://www.tingono.com/choose-how-to-see-a-tingono-demo) Product Overview --- Agents Tara, CSM AM Agent (Coming Soon) RM Agent (Coming Soon) --- Resources Blog Integrations FAQs Security & Compliance --- About Login --- [Get Demo](https://www.tingono.ai/book-a-demo) # Tingono's blog Read the latest from Team Tingono ## Latest Stories [![Sami Kaipa](https://tingono.ai/hs-fs/hubfs/Sami.png?width=20&name=Sami.png) Sami Kaipa](https://tingono.ai/blog/author/sami-kaipa) Jan 15, 2026 ## [Preparing Your Database for the AI & Agent Revolution](https://tingono.ai/blog/preparing-your-database-for-the-ai-agent-revolution) [AI / ML](https://tingono.ai/blog/topic/ai-ml) [**](https://tingono.ai/blog/preparing-your-database-for-the-ai-agent-revolution) [![Parry Bedi](https://tingono.ai/hs-fs/hubfs/Parry.jpeg?width=20&name=Parry.jpeg) Parry Bedi](https://tingono.ai/blog/author/parry-bedi) Dec 09, 2025 ## [Tingono’s Reaction to McKinsey’s State of AI 2025](https://tingono.ai/blog/tingonos-reaction-to-mckinseys-state-of-ai-2025) [AI / ML](https://tingono.ai/blog/topic/ai-ml) [Automation](https://tingono.ai/blog/topic/automation) [Data](https://tingono.ai/blog/topic/data) [**](https://tingono.ai/blog/tingonos-reaction-to-mckinseys-state-of-ai-2025) [![Sami Kaipa](https://tingono.ai/hs-fs/hubfs/Sami.png?width=20&name=Sami.png) Sami Kaipa](https://tingono.ai/blog/author/sami-kaipa) Oct 28, 2025 ## [The Hidden Cost of Model Drift: Why Ongoing AI Maintenance Matters](https://tingono.ai/blog/the-hidden-cost-of-model-drift-why-ongoing-ai-maintenance-matters) [AI / ML](https://tingono.ai/blog/topic/ai-ml) [Automation](https://tingono.ai/blog/topic/automation) [Data](https://tingono.ai/blog/topic/data) [**](https://tingono.ai/blog/the-hidden-cost-of-model-drift-why-ongoing-ai-maintenance-matters) ## Featured Stories Filter By Categories - [Revenue Growth](https://tingono.ai/blog/topic/revenue-growth) - [AI / ML](https://tingono.ai/blog/topic/ai-ml) - [Customer Retention](https://tingono.ai/blog/topic/customer-retention) - [GTM](https://tingono.ai/blog/topic/gtm) - [SaaS](https://tingono.ai/blog/topic/saas) August 09, 2022 [AI / ML](https://tingono.ai/blog/topic/ai-ml) ## [Lessons from my summer internship with Tingono](https://tingono.ai/blog/lessons-from-my-summer-internship-with-tingono) I’ve always been fascinated by computers and electronics. [![Tommy Zhuo](https://tingono.ai/hs-fs/hubfs/tommy._small.png?width=20&name=tommy._small.png) Tommy Zhuo](https://tingono.ai/blog/author/tommy-zhuo) [**](https://www.facebook.com/sharer/sharer.php?u=https%3A%2F%2Ftingono.ai%2Fblog%2Flessons-from-my-summer-internship-with-tingono) [**](http://www.linkedin.com/shareArticle?mini=true&url=https://tingono.ai/blog/lessons-from-my-summer-internship-with-tingono) [**](https://www.twitter.com/share?url=https%3A%2F%2Ftingono.ai%2Fblog%2Flessons-from-my-summer-internship-with-tingono) July 14, 2022 [AI / ML](https://tingono.ai/blog/topic/ai-ml) [Business Data](https://tingono.ai/blog/topic/business-data) ## [Data, Data, Data!!!](https://tingono.ai/blog/data-data-data) We’ve all heard that data will drastically change the future of business for the better. We’ve discussed how predictive analytics will drive sustainable bu... [![Tienan Li](https://tingono.ai/hs-fs/hubfs/Tienan.jpeg?width=20&name=Tienan.jpeg) Tienan Li](https://tingono.ai/blog/author/tienan-li) [**](https://www.facebook.com/sharer/sharer.php?u=https%3A%2F%2Ftingono.ai%2Fblog%2Fdata-data-data) [**](http://www.linkedin.com/shareArticle?mini=true&url=https://tingono.ai/blog/data-data-data) [**](https://www.twitter.com/share?url=https%3A%2F%2Ftingono.ai%2Fblog%2Fdata-data-data) July 05, 2022 [Customer Retention](https://tingono.ai/blog/topic/customer-retention) [AI / ML](https://tingono.ai/blog/topic/ai-ml) [SaaS](https://tingono.ai/blog/topic/saas) ## [When surprises aren’t fun: the pain of customer churn](https://tingono.ai/blog/when-surprises-arent-fun-the-pain-of-customer-churn) Surprise! Unless your coworkers are throwing you a birthday party or you’re getting an unexpected raise, surprises are generally not something we embrace i... [![Sai Narendran](https://tingono.ai/hs-fs/hubfs/Sai.png?width=20&name=Sai.png) Sai Narendran](https://tingono.ai/blog/author/sai) [**](https://www.facebook.com/sharer/sharer.php?u=https%3A%2F%2Ftingono.ai%2Fblog%2Fwhen-surprises-arent-fun-the-pain-of-customer-churn) [**](http://www.linkedin.com/shareArticle?mini=true&url=https://tingono.ai/blog/when-surprises-arent-fun-the-pain-of-customer-churn) [**](https://www.twitter.com/share?url=https%3A%2F%2Ftingono.ai%2Fblog%2Fwhen-surprises-arent-fun-the-pain-of-customer-churn) June 28, 2022 [AI / ML](https://tingono.ai/blog/topic/ai-ml) [Business Data](https://tingono.ai/blog/topic/business-data) ## [The best decision-making model for healthy business growth](https://tingono.ai/blog/the-best-decision-making-model-for-healthy-business-growth) Data-driven decision making is all the rage in business. Do you want to fuel growth? Data-driven decision making! But what if there are other viable option... [![Carl Timm](https://tingono.ai/hs-fs/hubfs/Carl.jpg?width=20&name=Carl.jpg) Carl Timm](https://tingono.ai/blog/author/carl) [**](https://www.facebook.com/sharer/sharer.php?u=https%3A%2F%2Ftingono.ai%2Fblog%2Fthe-best-decision-making-model-for-healthy-business-growth) [**](http://www.linkedin.com/shareArticle?mini=true&url=https://tingono.ai/blog/the-best-decision-making-model-for-healthy-business-growth) [**](https://www.twitter.com/share?url=https%3A%2F%2Ftingono.ai%2Fblog%2Fthe-best-decision-making-model-for-healthy-business-growth) June 22, 2022 [Revenue Growth](https://tingono.ai/blog/topic/revenue-growth) [AI / ML](https://tingono.ai/blog/topic/ai-ml) [GTM](https://tingono.ai/blog/topic/gtm) ## [The future of business data and the effect on revenue retention](https://tingono.ai/blog/the-future-of-business-data-and-the-effect-on-revenue-retention) Data is the new oil. [![Parry Bedi](https://tingono.ai/hs-fs/hubfs/Parry.jpeg?width=20&name=Parry.jpeg) Parry Bedi](https://tingono.ai/blog/author/parry-bedi) [**](https://www.facebook.com/sharer/sharer.php?u=https%3A%2F%2Ftingono.ai%2Fblog%2Fthe-future-of-business-data-and-the-effect-on-revenue-retention) [**](http://www.linkedin.com/shareArticle?mini=true&url=https://tingono.ai/blog/the-future-of-business-data-and-the-effect-on-revenue-retention) [**](https://www.twitter.com/share?url=https%3A%2F%2Ftingono.ai%2Fblog%2Fthe-future-of-business-data-and-the-effect-on-revenue-retention) June 14, 2022 [Business Metrics](https://tingono.ai/blog/topic/business-metrics) [Revenue Growth](https://tingono.ai/blog/topic/revenue-growth) [AI / ML](https://tingono.ai/blog/topic/ai-ml) ## [For healthy revenue growth, ditch the proxy business metrics](https://tingono.ai/blog/for-healthy-revenue-growth-ditch-the-proxy-business-metrics) Billy Beane, the protagonist of Michael Lewis’s best seller Moneyball, asked a simple question: Why do we make critical business decisions based on proxy m... [![Sami Kaipa](https://tingono.ai/hs-fs/hubfs/Sami.png?width=20&name=Sami.png) Sami Kaipa](https://tingono.ai/blog/author/sami-kaipa) [**](https://www.facebook.com/sharer/sharer.php?u=https%3A%2F%2Ftingono.ai%2Fblog%2Ffor-healthy-revenue-growth-ditch-the-proxy-business-metrics) [**](http://www.linkedin.com/shareArticle?mini=true&url=https://tingono.ai/blog/for-healthy-revenue-growth-ditch-the-proxy-business-metrics) [**](https://www.twitter.com/share?url=https%3A%2F%2Ftingono.ai%2Fblog%2Ffor-healthy-revenue-growth-ditch-the-proxy-business-metrics) June 09, 2022 [AI / ML](https://tingono.ai/blog/topic/ai-ml) [GTM](https://tingono.ai/blog/topic/gtm) [Business Data](https://tingono.ai/blog/topic/business-data) ## [Finding your path to data science](https://tingono.ai/blog/finding-your-path-to-data-science) Full disclosure, I’m a machine learning engineer by trade. I love data. I believe the world would be a better place if we can truly unlock the power of dat... [![Tienan Li](https://tingono.ai/hs-fs/hubfs/Tienan.jpeg?width=20&name=Tienan.jpeg) Tienan Li](https://tingono.ai/blog/author/tienan-li) [**](https://www.facebook.com/sharer/sharer.php?u=https%3A%2F%2Ftingono.ai%2Fblog%2Ffinding-your-path-to-data-science) [**](http://www.linkedin.com/shareArticle?mini=true&url=https://tingono.ai/blog/finding-your-path-to-data-science) [**](https://www.twitter.com/share?url=https%3A%2F%2Ftingono.ai%2Fblog%2Ffinding-your-path-to-data-science) June 07, 2022 [Revenue Growth](https://tingono.ai/blog/topic/revenue-growth) [AI / ML](https://tingono.ai/blog/topic/ai-ml) [Business Data](https://tingono.ai/blog/topic/business-data) ## [Why product use alone doesn’t necessarily mean revenue growth](https://tingono.ai/blog/why-product-use-alone-doesnt-necessarily-mean-revenue-growth) In various roles in my career, I’ve had to ask myself: “What drives revenue growth for my business?” I think this is explicitly a math question, but I don’... [![Sami Kaipa](https://tingono.ai/hs-fs/hubfs/Sami.png?width=20&name=Sami.png) Sami Kaipa](https://tingono.ai/blog/author/sami-kaipa) [**](https://www.facebook.com/sharer/sharer.php?u=https%3A%2F%2Ftingono.ai%2Fblog%2Fwhy-product-use-alone-doesnt-necessarily-mean-revenue-growth) [**](http://www.linkedin.com/shareArticle?mini=true&url=https://tingono.ai/blog/why-product-use-alone-doesnt-necessarily-mean-revenue-growth) [**](https://www.twitter.com/share?url=https%3A%2F%2Ftingono.ai%2Fblog%2Fwhy-product-use-alone-doesnt-necessarily-mean-revenue-growth) June 06, 2022 [Business Metrics](https://tingono.ai/blog/topic/business-metrics) [Revenue Growth](https://tingono.ai/blog/topic/revenue-growth) [AI / ML](https://tingono.ai/blog/topic/ai-ml) ## [Harness Predictive Analytics to Secure Sustainable Business Growth](https://tingono.ai/blog/harness-predictive-analytics-to-secure-sustainable-business-growth) Someone said, “you can’t manage what you can’t measure”. It’s often credited to W. Edwards Deming, the founder of the Total Quality Management (TQM) practi... [![Steve Peltzman](https://tingono.ai/hs-fs/hubfs/Steve_Peltzman.jpg?width=20&name=Steve_Peltzman.jpg) Steve Peltzman](https://tingono.ai/blog/author/steve-peltzman) [**](https://www.facebook.com/sharer/sharer.php?u=https%3A%2F%2Ftingono.ai%2Fblog%2Fharness-predictive-analytics-to-secure-sustainable-business-growth) [**](http://www.linkedin.com/shareArticle?mini=true&url=https://tingono.ai/blog/harness-predictive-analytics-to-secure-sustainable-business-growth) [**](https://www.twitter.com/share?url=https%3A%2F%2Ftingono.ai%2Fblog%2Fharness-predictive-analytics-to-secure-sustainable-business-growth) [Previous](https://tingono.ai/blog/tag/ai-ml/page/2) [All posts](https://tingono.ai/blog/all) ### Popular Stories [10 Must Read LinkedIn Posts: Customer Success (Mar 2023)](https://tingono.ai/blog/10-must-read-linkedin-posts-customer-success-mar-2023) Apr 04, 2023 [The rise and (totally unnecessary) burnout of Customer Success](https://tingono.ai/blog/the-rise-and-totally-unnecessary-burnout-of-customer-success) Aug 01, 2022 [Reactive to Proactive: How Generative AI Is Reshaping CSM Workflows](https://tingono.ai/blog/reactive-to-proactive-how-generative-ai-is-reshaping-csm-workflows) Jul 11, 2025 ### Popular Tags [Revenue Growth](https://tingono.ai/blog/topic/revenue-growth) [AI / ML](https://tingono.ai/blog/topic/ai-ml) [Customer Retention](https://tingono.ai/blog/topic/customer-retention) [GTM](https://tingono.ai/blog/topic/gtm) [SaaS](https://tingono.ai/blog/topic/saas) [Business Data](https://tingono.ai/blog/topic/business-data) [Customer Expansion](https://tingono.ai/blog/topic/customer-expansion) [Business Metrics](https://tingono.ai/blog/topic/business-metrics) [Automation](https://tingono.ai/blog/topic/automation) [Data](https://tingono.ai/blog/topic/data) [Churn](https://tingono.ai/blog/topic/churn) [startup](https://tingono.ai/blog/topic/startup) [Hiring](https://tingono.ai/blog/topic/hiring) [Risks](https://tingono.ai/blog/topic/risks) [SOC 2](https://tingono.ai/blog/topic/soc-2) [Security](https://tingono.ai/blog/topic/security) > Lorem Ipsum is a simple dummy text used as a dummy text contents. 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