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AI Analytics
05/03/2026
4 min
4 Type-Safety Patterns for Production AI — Lessons from Toucan's Backend
How Toucan treats LLMs as typed boundaries: 4 patterns for typed context, tools, outputs, and events in a real production AI backend.
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AI Analytics
27/02/2026
3 min
Generative AI in Analytics: The 3 Best Capabilities
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AI Analytics
26/02/2026
3 min
Natural Language Query in Analytics: From SQL Fatigue to Self-Service Insights
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AI Analytics
25/02/2026
4 min
Multi-Agent System: 5 Lessons from Running One in Production
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AI Analytics
4 Type-Safety Patterns for Production AI — Lessons from Toucan's Backend
LLM integrations don’t have to be piles of JSON strings and “we’ll see what comes back”. In our backend at Toucan, we treat LLMs as typed, observable...
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AI Analytics
Generative AI in Analytics: The 3 Best Capabilities
Everyone is adding "AI" to their analytics product right now. But there's a difference between slapping a chatbot on top of a dashboard and actually...
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AI Analytics
Natural Language Query in Analytics: From SQL Fatigue to Self-Service Insights
Most analytics tools were built for data analysts. And that's kind of the problem. If you're a product manager, a sales director, or an operations...
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AI Analytics
Multi-Agent System: 5 Lessons from Running One in Production
LLM systems rarely fail “cleanly.” When you add multiple agents, tools, and tenants, errors become a systems problem, not a single try/catch. This is...
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AI Analytics
From AI Hype to Real Impact: LeadSeed's Strategic Approach
This article is part of our CPO x AI interview series, where we explore how product leaders across the tech industry are integrating artificial...
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AI Analytics
Building AI-First Products at Scale - Manoj Donga, MD at Tuvoc Interview
This article is part of our CPO x AI interview series, where we explore how product leaders across the tech industry are integrating artificial...
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AI Analytics
From Monolith to Multi-Agent: How We Scaled Our LLM Architecture
We hit a wall with the "one LLM does everything" approach. Here's what we learned and how we rebuilt our AI assistant around a team of specialists...
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AI Analytics
3 Ways a Semantic Layer Fixes Embedded AI Analytics
Self-service AI analytics has always been the promise. Let users ask questions, get answers, make better decisions — no analyst required. AI chat...
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AI Analytics
How Manda Scaled Operations with AI - Quentin Caillé, Ex-CPO Interview
This article is part of our CPO x AI interview series, where we explore how product leaders across the tech industry are integrating artificial...
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AI Analytics
The 8 Best AI Embedded Analytics Tools 2026
Product teams face a painful reality: users don't want another dashboard to learn. They want answers—fast, in natural language, right where they work.
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AI Analytics
AI Embedded Analytics vs Traditional BI Analytics
When you're building a SaaS product, the embedded analytics question comes up fast. Your customers are asking for dashboards. Your CS team wants...
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AI Analytics
AI Conversational Analytics: Ask Questions, Get Instant Insights
TL;DR AI conversational analytics transforms how teams and users interact with data. Instead of building dashboards or writing SQL, users simply ask...
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AI Analytics
5 Design Principles That Separate Successful AI Features from Failed Experiments
The AI Feature Paradox Over 60% of enterprise SaaS products now have embedded AI features. Yet here's the uncomfortable truth: most users either...
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AI Analytics
AI in Embedded Analytics: 2026 Guide for SaaS
Embedded analytics is entering a new era. The dashboards you've been embedding in your SaaS application are about to get a lot smarter, and your end...
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AI Analytics
AI-Powered Analytics: Complete Guide for SaaS & ISVs 2026
TL;DR AI-powered analytics transforms how SaaS companies deliver insights. Instead of building complex dashboards, users ask questions in plain text...
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AI Analytics
How TheyDo Transform Customer Journey with AI - Lucile Cazenave, Product Leader Interview
This article is part of our CPO x AI interview series, where we explore how product leaders across the tech industry are integrating artificial...
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AI Analytics
Inside Modjo.ai's Agentic Approach - Laurent Billon, Fractional CPO Interview
This article is part of our CPO x AI interview series, where we explore how product leaders across the tech industry are integrating artificial...
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