--- title: Tingono's Blog (4) description: Learn how to use automation and machine learning to improve revenue retention, customer retention, and recurring revenue. (4) --- 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) April 04, 2023 [Customer Retention](https://tingono.ai/blog/topic/customer-retention) [Customer Expansion](https://tingono.ai/blog/topic/customer-expansion) [GTM](https://tingono.ai/blog/topic/gtm) ## [10 Must Read LinkedIn Posts: Customer Success (Mar 2023)](https://tingono.ai/blog/10-must-read-linkedin-posts-customer-success-mar-2023) Good management is important. [![Lizzy Lane](https://tingono.ai/hs-fs/hubfs/Lizzy.jpeg?width=20&name=Lizzy.jpeg) Lizzy Lane](https://tingono.ai/blog/author/lizzy-lane) [**](https://www.facebook.com/sharer/sharer.php?u=https%3A%2F%2Ftingono.ai%2Fblog%2F10-must-read-linkedin-posts-customer-success-mar-2023) [**](http://www.linkedin.com/shareArticle?mini=true&url=https://tingono.ai/blog/10-must-read-linkedin-posts-customer-success-mar-2023) [**](https://www.twitter.com/share?url=https%3A%2F%2Ftingono.ai%2Fblog%2F10-must-read-linkedin-posts-customer-success-mar-2023) March 31, 2023 [Revenue Growth](https://tingono.ai/blog/topic/revenue-growth) [GTM](https://tingono.ai/blog/topic/gtm) ## [Customer-Led Growth: Could it be Your New Growth Strategy?](https://tingono.ai/blog/customer-led-growth-could-it-be-your-new-growth-strategy) There are all types of different approaches to drive revenue for software product development. [![Lizzy Lane](https://tingono.ai/hs-fs/hubfs/Lizzy.jpeg?width=20&name=Lizzy.jpeg) Lizzy Lane](https://tingono.ai/blog/author/lizzy-lane) [**](https://www.facebook.com/sharer/sharer.php?u=https%3A%2F%2Ftingono.ai%2Fblog%2Fcustomer-led-growth-could-it-be-your-new-growth-strategy) [**](http://www.linkedin.com/shareArticle?mini=true&url=https://tingono.ai/blog/customer-led-growth-could-it-be-your-new-growth-strategy) [**](https://www.twitter.com/share?url=https%3A%2F%2Ftingono.ai%2Fblog%2Fcustomer-led-growth-could-it-be-your-new-growth-strategy) March 29, 2023 [AI / ML](https://tingono.ai/blog/topic/ai-ml) [Business Data](https://tingono.ai/blog/topic/business-data) ## [Democratizing ML](https://tingono.ai/blog/democratizing-ml) Voting. Finance. Information. Drones. Software Development. AR/VR… [![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%2Fdemocratizing-ml) [**](http://www.linkedin.com/shareArticle?mini=true&url=https://tingono.ai/blog/democratizing-ml) [**](https://www.twitter.com/share?url=https%3A%2F%2Ftingono.ai%2Fblog%2Fdemocratizing-ml) March 23, 2023 [GTM](https://tingono.ai/blog/topic/gtm) [Business Data](https://tingono.ai/blog/topic/business-data) ## [4 Signs You Aren’t As Data-Driven As You Think: Part 3- Decisions Have...](https://tingono.ai/blog/4-signs-you-arent-as-data-driven-as-you-think-part-3-decisions-have-too-much-gut) Human experiences shape who we are. [![Lizzy Lane](https://tingono.ai/hs-fs/hubfs/Lizzy.jpeg?width=20&name=Lizzy.jpeg) Lizzy Lane](https://tingono.ai/blog/author/lizzy-lane) [**](https://www.facebook.com/sharer/sharer.php?u=https%3A%2F%2Ftingono.ai%2Fblog%2F4-signs-you-arent-as-data-driven-as-you-think-part-3-decisions-have-too-much-gut) [**](http://www.linkedin.com/shareArticle?mini=true&url=https://tingono.ai/blog/4-signs-you-arent-as-data-driven-as-you-think-part-3-decisions-have-too-much-gut) [**](https://www.twitter.com/share?url=https%3A%2F%2Ftingono.ai%2Fblog%2F4-signs-you-arent-as-data-driven-as-you-think-part-3-decisions-have-too-much-gut) March 17, 2023 [Customer Retention](https://tingono.ai/blog/topic/customer-retention) [GTM](https://tingono.ai/blog/topic/gtm) ## [Time to get meshy! How successful CSMs drive massive impact.](https://tingono.ai/blog/time-to-get-meshy-how-successful-csms-drive-massive-impact) Don’t we all aspire to be champions in our everyday lives? [![Lizzy Lane](https://tingono.ai/hs-fs/hubfs/Lizzy.jpeg?width=20&name=Lizzy.jpeg) Lizzy Lane](https://tingono.ai/blog/author/lizzy-lane) [**](https://www.facebook.com/sharer/sharer.php?u=https%3A%2F%2Ftingono.ai%2Fblog%2Ftime-to-get-meshy-how-successful-csms-drive-massive-impact) [**](http://www.linkedin.com/shareArticle?mini=true&url=https://tingono.ai/blog/time-to-get-meshy-how-successful-csms-drive-massive-impact) [**](https://www.twitter.com/share?url=https%3A%2F%2Ftingono.ai%2Fblog%2Ftime-to-get-meshy-how-successful-csms-drive-massive-impact) March 09, 2023 [GTM](https://tingono.ai/blog/topic/gtm) [SaaS](https://tingono.ai/blog/topic/saas) ## [10 Must Read LinkedIn Posts: Customer Led Growth (Feb 2023)](https://tingono.ai/blog/10-linkedin-posts-you-need-to-check-out-customer-led-growth-february-2023) Curious about what’s making us tick and think a little deeper here at Tingono? [![Lizzy Lane](https://tingono.ai/hs-fs/hubfs/Lizzy.jpeg?width=20&name=Lizzy.jpeg) Lizzy Lane](https://tingono.ai/blog/author/lizzy-lane) [**](https://www.facebook.com/sharer/sharer.php?u=https%3A%2F%2Ftingono.ai%2Fblog%2F10-linkedin-posts-you-need-to-check-out-customer-led-growth-february-2023) [**](http://www.linkedin.com/shareArticle?mini=true&url=https://tingono.ai/blog/10-linkedin-posts-you-need-to-check-out-customer-led-growth-february-2023) [**](https://www.twitter.com/share?url=https%3A%2F%2Ftingono.ai%2Fblog%2F10-linkedin-posts-you-need-to-check-out-customer-led-growth-february-2023) March 03, 2023 [Customer Retention](https://tingono.ai/blog/topic/customer-retention) [GTM](https://tingono.ai/blog/topic/gtm) [SaaS](https://tingono.ai/blog/topic/saas) ## [Introducing The Insidious Customer Success Fallacy You Must Know About](https://tingono.ai/blog/introducing-the-insidious-customer-success-fallacy-you-should-know-about) Is your Customer Success (CS) team primarily measured against an NPS or CSAT score? [![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%2Fintroducing-the-insidious-customer-success-fallacy-you-should-know-about) [**](http://www.linkedin.com/shareArticle?mini=true&url=https://tingono.ai/blog/introducing-the-insidious-customer-success-fallacy-you-should-know-about) [**](https://www.twitter.com/share?url=https%3A%2F%2Ftingono.ai%2Fblog%2Fintroducing-the-insidious-customer-success-fallacy-you-should-know-about) March 03, 2023 [GTM](https://tingono.ai/blog/topic/gtm) [SaaS](https://tingono.ai/blog/topic/saas) ## [Ever Had "Dashboard Fatigue"? Why More Isn't Always Best](https://tingono.ai/blog/the-world-doesnt-need-another-dashboard-portal-or-console) Here’s a question for you: how many monitors do you have? 1? 2? 🤔 [![John Bussiere](https://tingono.ai/hs-fs/hubfs/John-min.jpeg?width=20&name=John-min.jpeg) John Bussiere](https://tingono.ai/blog/author/john-bussiere) [**](https://www.facebook.com/sharer/sharer.php?u=https%3A%2F%2Ftingono.ai%2Fblog%2Fthe-world-doesnt-need-another-dashboard-portal-or-console) [**](http://www.linkedin.com/shareArticle?mini=true&url=https://tingono.ai/blog/the-world-doesnt-need-another-dashboard-portal-or-console) [**](https://www.twitter.com/share?url=https%3A%2F%2Ftingono.ai%2Fblog%2Fthe-world-doesnt-need-another-dashboard-portal-or-console) February 21, 2023 [AI / ML](https://tingono.ai/blog/topic/ai-ml) [Business Data](https://tingono.ai/blog/topic/business-data) ## [How to make business data more accessible with Dynamic ETL Pipelines](https://tingono.ai/blog/how-to-make-business-data-more-accessible-dynamic-etl-pipelines/) We live in a world of big data. Data is created, updated, and deleted at a pace not imaginable just a decade ago. [![Sumit Raj](https://tingono.ai/hs-fs/hubfs/Sumit.png?width=20&name=Sumit.png) Sumit Raj](https://tingono.ai/blog/author/sumit-raj) [**](https://www.facebook.com/sharer/sharer.php?u=https%3A%2F%2Ftingono.ai%2Fblog%2Fhow-to-make-business-data-more-accessible-dynamic-etl-pipelines%2F) [**](http://www.linkedin.com/shareArticle?mini=true&url=https://tingono.ai/blog/how-to-make-business-data-more-accessible-dynamic-etl-pipelines/) [**](https://www.twitter.com/share?url=https%3A%2F%2Ftingono.ai%2Fblog%2Fhow-to-make-business-data-more-accessible-dynamic-etl-pipelines%2F) February 17, 2023 [Business Metrics](https://tingono.ai/blog/topic/business-metrics) [Revenue Growth](https://tingono.ai/blog/topic/revenue-growth) [GTM](https://tingono.ai/blog/topic/gtm) ## [The future of Revenue Operations (RevOps)](https://tingono.ai/blog/the-future-of-revops) If you’ve helped drive revenue in your company the last few years, you've probably discussed how to make revenue more predictable. [![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-future-of-revops) [**](http://www.linkedin.com/shareArticle?mini=true&url=https://tingono.ai/blog/the-future-of-revops) [**](https://www.twitter.com/share?url=https%3A%2F%2Ftingono.ai%2Fblog%2Fthe-future-of-revops) [Previous](https://tingono.ai/blog/page/3) [All posts](https://tingono.ai/blog/all) [Next](https://tingono.ai/blog/page/5) ### 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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