# QuadSci Blog — LLM Index # Source: https://quadsci.ai/blog # Format: Newest-first index of all blog posts (internal + LinkedIn). RAG-optimized. # Updated: 2026-07-15 --- ## Employee Spotlight: Juan Toledo Date: July 14, 2026 Tag: Culture Page: https://quadsci.ai/blog/juan-toledo-spotlight LLM: https://quadsci.ai/blog/juan-toledo-spotlight/llms.txt Summary: Meet Juan Toledo, a software engineer at QuadSci bringing nine years of problem-solving experience to the platform and the team in Mexico City. ## Employee Spotlight: Karla Regina Esquivel Date: July 6, 2026 Tag: Culture Page: https://quadsci.ai/blog/karla-esquivel-spotlight LLM: https://quadsci.ai/blog/karla-esquivel-spotlight/llms.txt Summary: Meet Karla Regina Esquivel, a full-stack engineer at QuadSci building the Cohorts and Growth applications with a background in chemistry and software engineering. ## How Boomi Turned Product Telemetry Into 90% Churn Prediction Accuracy Date: July 1, 2026 Tag: Customer Story, Insight Page: https://quadsci.ai/blog/boomi-solved-surprise-churn LLM: https://quadsci.ai/blog/boomi-solved-surprise-churn/llms.txt Summary: How Boomi and QuadSci built a predictive intelligence layer on 70 billion telemetry events to surface churn 12 months ahead of renewal, delivering 90% accuracy and 700%+ ROI. ## QuadSci and Salesloft + Clari: From Prediction to Action Date: June 30, 2026 Tag: Partnership Page: https://quadsci.ai/blog/quadsci-salesloft-clari-partnership LLM: https://quadsci.ai/blog/quadsci-salesloft-clari-partnership/llms.txt Summary: How the partnership connects QuadSci's customer intelligence to the workflows revenue teams already run inside Salesloft + Clari. ## QuadSci Named "Machine Learning Company of the Year" in 9th Annual AI Breakthrough Awards Program Date: June 25, 2026 Tag: Press Release Page: https://quadsci.ai/blog/ml-company-of-the-year-2026 LLM: https://quadsci.ai/blog/ml-company-of-the-year-2026/llms.txt Summary: For the second consecutive year, QuadSci wins Machine Learning Company of the Year, recognized for Q-Chat agents and predictive customer intelligence built on 11 trillion telemetry events. ## Why CS Teams Are Always Fighting Last Quarter's Fires Date: June 18, 2026 Tag: Insight Page: https://quadsci.ai/blog/fighting-last-quarters-fires LLM: https://quadsci.ai/blog/fighting-last-quarters-fires/llms.txt Summary: The structural trap that keeps renewal teams reactive and how to get out of it. Why retention is won 9 to 18 months before the renewal queue. ## What Is Product Telemetry and Why Is It Important for Churn Prediction? Date: June 12, 2026 Tag: Insight Page: https://quadsci.ai/blog/what-is-product-telemetry LLM: https://quadsci.ai/blog/what-is-product-telemetry/llms.txt Summary: Product telemetry is the continuous stream of behavioral data from every user interaction. Learn how front-end and back-end telemetry power early, accurate churn and expansion prediction. ## QuadSci vs Hook vs Pendo Predict: Which Customer Intelligence Platform Is Right for Your GTM Team? Date: June 11, 2026 Tag: Research Page: https://quadsci.ai/blog/quadsci-vs-hook-pendo-predict LLM: https://quadsci.ai/blog/quadsci-vs-hook-pendo-predict/llms.txt Summary: A side-by-side comparison of QuadSci, Hook.co, and Pendo Predict across prediction window, telemetry depth, accuracy, and how each platform delivers action. ## What Is the Difference Between Health Scores and Telemetry? Date: June 7, 2026 Tag: Insight Page: https://quadsci.ai/blog/health-scores-vs-telemetry LLM: https://quadsci.ai/blog/health-scores-vs-telemetry/llms.txt Summary: Health scores and telemetry both monitor customer behavior, but they differ in accuracy, lead time, and how they are constructed. Learn why telemetry-based prediction wins. ## What Is Telemetry-Based Churn Prediction? Date: June 6, 2026 Tag: Insight Page: https://quadsci.ai/blog/what-is-telemetry-based-churn-prediction LLM: https://quadsci.ai/blog/what-is-telemetry-based-churn-prediction/llms.txt Summary: Telemetry-based churn prediction uses product usage data and behavioral signals to forecast which customers will cancel or downgrade, months before it happens. ## What Is Growth AI and How Does It Work? Date: April 21, 2026 Tag: Product Page: https://quadsci.ai/blog/what-is-growth-ai LLM: https://quadsci.ai/blog/what-is-growth-ai/llms.txt Summary: Growth AI is QuadSci's supervised machine learning system that predicts customer revenue from product behavior, giving GTM teams forward-looking ARR visibility. ## What Is Cohorts AI and How Does It Work? Date: April 20, 2026 Tag: Product Page: https://quadsci.ai/blog/what-is-cohorts-ai LLM: https://quadsci.ai/blog/what-is-cohorts-ai/llms.txt Summary: Cohorts AI analyzes product telemetry with unsupervised machine learning to group customers by behavior, then connects those patterns to ARR and retention. ## Unlocking Expansion: Growth Starts With Your Customers, Not Your Pipeline Date: April 8, 2026 Tag: Insight Page: https://quadsci.ai/blog/growth-starts-with-customers LLM: https://quadsci.ai/blog/growth-starts-with-customers/llms.txt Summary: Top-performing software companies grow from their existing customer base, not net-new pipeline. Learn how product telemetry reveals expansion before it reaches CRM. ## 7 Customer Intelligence Use Cases That Turn Product Data Into Revenue Date: March 31, 2026 Tag: Insight Page: https://quadsci.ai/blog/customer-intelligence-use-cases LLM: https://quadsci.ai/blog/customer-intelligence-use-cases/llms.txt Summary: Discover 7 AI-driven customer intelligence use cases that connect product telemetry to revenue outcomes including churn prediction, expansion detection, and cohort analysis. ## Cohorts AI vs Growth AI: What's the Difference and Why You Need Both Date: March 26, 2026 Tag: Product Page: https://quadsci.ai/blog/cohorts-vs-growth-ai LLM: https://quadsci.ai/blog/cohorts-vs-growth-ai/llms.txt Summary: Cohorts AI reveals how customers use your product. Growth AI predicts where revenue is headed. Together they create a shared intelligence layer across GTM teams. ## The Clock's Ticking: The Science of Spotting Churn Risk Early Date: March 20, 2026 Tag: Insight Page: https://quadsci.ai/blog/hidden-churn-risk LLM: https://quadsci.ai/blog/hidden-churn-risk/llms.txt Summary: Churn rarely appears suddenly. Learn how product telemetry reveals behavioral risk 3-4 quarters before it becomes obvious in your renewal forecast. ## QuadSci Raises $8 Million in Series A Funding Date: February 18, 2026 Tag: News Page: https://www.thesaasnews.com/news/quadsci-raises-8-million-in-series-a LLM: (external — no LLM mirror) Summary: The SaaS News covers QuadSci's $8M Series A led by Crosslink Capital to accelerate product development and expand go-to-market teams for enterprise customers. ## QuadSci Raises $8M to Predict SaaS Churn Before It Happens Date: February 18, 2026 Tag: News Page: https://alleywatch.com/2026/02/quadsci-customer-intelligence-ai-saas-churn-prediction-product-telemetry-analytics-revenue-retention-sean-murray-dan-harmeson/ LLM: (external — no LLM mirror) Summary: AlleyWatch covers QuadSci's $8M Series A funding round and how its customer intelligence AI predicts churn using product telemetry data. ## QuadSci, the Most Predictive and Prescriptive AI For Customer Intelligence, Raises $8M Series A Date: February 17, 2026 Tag: Press Release Page: https://quadsci.ai/blog/series-a-funding LLM: https://quadsci.ai/blog/series-a-funding/llms.txt Summary: QuadSci secured an $8 million Series A financing round led by Crosslink Capital to accelerate product development and expand go-to-market teams. ## Why Net Revenue Retention Is Falling and How the Best SaaS Teams Are Responding Date: February 5, 2026 Tag: Insight Page: https://quadsci.ai/blog/nrr-falling-response LLM: https://quadsci.ai/blog/nrr-falling-response/llms.txt Summary: Learn why NRR is under pressure across SaaS and how leading teams use AI-powered product usage analytics to engineer predictable growth. ## Product-Centricity: Why the Product Must Lead the Relationship Date: January 28, 2026 Tag: Insight Page: https://quadsci.ai/blog/product-centricity LLM: https://quadsci.ai/blog/product-centricity/llms.txt Summary: Learn why product usage, not CRM data, should be the foundation of your revenue strategy. Discover how AI transforms telemetry into actionable intelligence. ## The Customer Journey You've Never Actually Seen Date: January 27, 2026 Tag: Insight Page: https://quadsci.ai/blog/customer-journey-never-seen LLM: https://quadsci.ai/blog/customer-journey-never-seen/llms.txt Summary: Discover why traditional tools create data silos and how AI-powered telemetry finally reveals the complete customer journey across your organization. ## Separating Signal from Spin in the Age of AI Date: January 6, 2026 Tag: Insight Page: https://quadsci.ai/blog/signal-from-spin LLM: https://quadsci.ai/blog/signal-from-spin/llms.txt Summary: How to properly evaluate revenue and churn predictions without falling for the hype. Learn what to look for in AI/ML solutions from a machine learning expert. ## Humans See Relationships. AI Sees Patterns. Forecasts Need Both Date: December 16, 2025 Tag: Insight Page: https://quadsci.ai/blog/humans-ai-forecasts LLM: https://quadsci.ai/blog/humans-ai-forecasts/llms.txt Summary: Sales forecasts fail because they rely on human perception over customer behavior. Learn how predictive AI with telemetry data improves forecast accuracy. ## The CFO and the Renewal Decision Date: December 11, 2025 Tag: Insight Page: https://quadsci.ai/blog/cfo-renewal-decision LLM: https://quadsci.ai/blog/cfo-renewal-decision/llms.txt Summary: Learn how CFOs are playing a central role in renewal decisions and how AI transforms raw telemetry into compelling value narratives. ## Why is Growth Slowing Down? The Revenue Reality for B2B Software Date: December 10, 2025 Tag: Insight Page: https://quadsci.ai/blog/revenue-reality-b2b LLM: https://quadsci.ai/blog/revenue-reality-b2b/llms.txt Summary: Discover why 58.8% of B2B organizations saw NRR decline and how telemetry-driven AI transforms revenue intelligence. ## Surprise Churn Hits Hard. The Impact Starts Fast Date: November 21, 2025 Tag: Research Page: https://quadsci.ai/blog/surprise-churn LLM: https://quadsci.ai/blog/surprise-churn/llms.txt Summary: How predictive AI powered by telemetry data transforms forecast accuracy and prevents unexpected churn in revenue organizations. ## How Clari Used AI to Predict Churn and Uncover Growth Opportunities Date: November 18, 2025 Tag: Customer Story Page: https://quadsci.ai/blog/clari-customer-story LLM: https://quadsci.ai/blog/clari-customer-story/llms.txt Summary: Clari partnered with QuadSci to achieve 94% accuracy in predicting churn 12 months in advance and uncover hidden growth signals. ## Reflections from BayLearn 2025: A Day of Machine Learning Insights and Inspiration Date: November 4, 2025 Tag: Culture, Product Page: https://quadsci.ai/blog/baylearn-2025 LLM: https://quadsci.ai/blog/baylearn-2025/llms.txt Summary: A QuadSci DataML Engineer shares insights from the BayLearn symposium on LLMs, agentic AI, and the future of machine learning. ## Telemetry Over Talk: How AI Predicts Churn and Unlocks Growth Date: October 29, 2025 Tag: Research Page: https://quadsci.ai/blog/telemetry-over-talk LLM: https://quadsci.ai/blog/telemetry-over-talk/llms.txt Summary: Analysis of 9,100 SaaS accounts reveals 80% of commercial outcomes are predicted by product usage. ## New SBI and QuadSci Study Exposes Costly SaaS Retention Crisis—And How AI Can Predict Who Churns Next Date: October 22, 2025 Tag: Press Release Page: https://quadsci.ai/blog/sbi-quadsci-study LLM: https://quadsci.ai/blog/sbi-quadsci-study/llms.txt Summary: Analysis of 9,100 accounts and 160 billion data points reveals six usage patterns that determine renewal and expansion outcomes. ## From Latin America's Startup Ecosystem to the Forefront of AI, the journey of Hermes Date: July 9, 2025 Tag: Culture Page: https://www.linkedin.com/pulse/from-latin-americas-startup-ecosystem-forefront-ai-journey-8z4pc/ LLM: (external — no LLM mirror) Summary: Hermes Aguilar shares his journey to QuadSci and what he's working on here. ## From Problems to Product Insights, Eduardo Martinez shares his journey to QuadSci Date: July 2, 2025 Tag: Culture Page: https://www.linkedin.com/pulse/from-problems-product-insights-eduardo-martinez-shares-his-wsq1c/ LLM: (external — no LLM mirror) Summary: Eduardo Martinez, DataML Engineer, shares his journey in data science. ## QuadSci Named Machine Learning Company of the Year Date: June 25, 2025 Tag: News Page: https://www.businesswire.com/news/home/20250625958806/en/ LLM: (external — no LLM mirror) Summary: Prestigious 8th Annual AI Breakthrough Awards Program Recognition. ## Reflections from Bruno Velloso on QuadSci's 2025 Summit Date: June 17, 2025 Tag: Product Page: https://www.linkedin.com/pulse/reflections-from-bruno-velloso-ml-engineer-principal-economist-atixc/ LLM: (external — no LLM mirror) Summary: Bruno shares insights from the 2025 summit and product developments. ## Q-Chat, Clari, and Lucha Libre: Sarah's QuadSci Summit Recap Date: June 16, 2025 Tag: News Page: https://www.linkedin.com/pulse/quadsci-future-gtm-ai-quadsci-ai-0ia4c/ LLM: (external — no LLM mirror) Summary: Sarah Cox shares her perspective on the QuadSci summit. ## Behind the Scenes at Our CDMX Company Summit Date: June 5, 2025 Tag: News Page: https://www.linkedin.com/pulse/behind-scenes-our-cdmx-company-summit-recap-from-niki-makkinejad-vuqpc/ LLM: (external — no LLM mirror) Summary: A recap from Niki Makkinejad, Chief of Staff. ## Back from CDMX: QChat, Connection, and a Growing Team Date: May 22, 2025 Tag: Product Page: https://quadsci.ai/blog/back-from-cdmx LLM: https://quadsci.ai/blog/back-from-cdmx/llms.txt Summary: An update on Q-Chat development and team growth. ## 10 Years and Counting: Aaron Hinojosa at QuadSci Date: May 7, 2025 Tag: Culture Page: https://quadsci.ai/blog/aaron-hinojosa-10-years LLM: https://quadsci.ai/blog/aaron-hinojosa-10-years/llms.txt Summary: Aaron shares his decade-long journey in tech. --- Total: 39 posts