AI Analytics
AI for data analysis: LLM, tool, or team?
You can now ask ChatGPT or Claude to analyze your data, and it works well. Upload a file or connect a source, ask a question, and you get a chart and...
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AI Analytics
Embedded analytics security: tenant isolation and RLS explained
Embedded analytics security isn't just about encryption in transit. The harder problem is tenant isolation: ensuring that tenant A never sees tenant...
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AI Analytics
Embedded analytics RLS: When multi-tenancy meets query-layer security
If you're evaluating embedded analytics tools for a customer-facing SaaS product, "does it support RLS?" is almost the wrong question. Every major...
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Product Updates
What's new in Toucan: June 2026 product update
Seven updates are shipping now, the largest of our recent releases. They span the AI agent, the chart library, and the platform controls that keep AI...
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Product Updates
What's new in Toucan: May 2026 product update
Good embedded analytics is not just charts. It is governed metrics, transparent AI, and the platform controls that let you ship analytics to...
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Product Updates
What's new in Toucan: April 2026 product update
Embedded analytics only earns its place if your customers actually use it. For that, the AI layer has to hold up in real sessions: fast answers, the...
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AI Analytics
How to Price AI Features Without Guessing
Pricing is the part of an AI pivot nobody wants to talk about in public, mostly because there's no clean answer yet. Most teams are still testing,...
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AI Analytics
How to Evaluate AI Features Before You Ship (2026) | Toucan
Most SaaS teams ship AI features the way they've always shipped everything else. Build it, test with a few customers, iterate, release. That worked...
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AI Analytics
How to Build an AI Moat Against ChatGPT (2026) | Toucan
There's a question every product team building AI features eventually has to answer, whether they like it or not. A prospect sees the demo, nods...
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Product Updates
Toucan Self-Service: Let Users Build Dashboards by Chat, Without Crossing Tenants
Every product team eventually hears the same request: “Can I just ask a question and get an answer?” Not a ticket to the data team. Not a detour into...
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Product Updates
Toucan's MCP Analytics Agent: Give a Data Brain to your AI Agent
Your favorite LLM can now query your data, build charts, and explore schemas. It runs on the same typed tools that power Toucan’s assistant.
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AI Analytics
How to Pivot to an AI-First Product: Lessons from Two CEOs
Most content about AI pivots comes from consultants. This one comes from two founders who did it, got things wrong, and are still in the middle of it.
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AI Analytics
Vibe Coding Analytics vs. Embedded Analytics: The Real Tradeoff
Executive Summary
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Embedded Analytics
Domo Pricing in 2026: The Complete Cost Breakdown
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Embedded Analytics
Tableau Pricing 2026: The Complete Cost Breakdown
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Embedded Analytics
Power BI Pricing 2026: The Full ISV Cost Breakdown
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AI Analytics
Embedded Analytics: Multi-Tenancy, RLS, Tools & Pricing (2026)
Quick answer:
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AI Analytics
AI Agent Backend Testing: The Pyramid We Use at Toucan
We broke our first AI agent backend in production on a Tuesday.
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AI Analytics
The AI-Augmented Product Manager: 5 Ways the PM Role Is Expanding in 2026
Your backlog is full. Your engineers are busy. Your research team does not exist. And your customers want more, faster.
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Embedded Analytics
White Label Reporting for SaaS: The Practical Guide (2026)
What White Label Reporting for SaaS Actually Means (and What It Does Not) White label reporting for SaaS means deploying a third-party reporting...
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Embedded Analytics
Embedded Analytics for SaaS Companies
What is Embedded Analytics for SaaS? Embedded analytics for SaaS is the integration of customer-facing analytics — dashboards, KPIs, data...
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Embedded Analytics
Embedded Analytics for ISVs: Use Case, Architecture, Implementation
What ISVs Need from Embedded Analytics ISVs operate under a fundamentally different constraint than direct SaaS companies: they build software that...
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Embedded Analytics
What is Embedded Business Intelligence (BI)
What is Embedded BI? Embedded BI (Embedded Business Intelligence) is the integration of business intelligence capabilities — dashboards, reports,...
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Embedded Analytics
Embedded Reporting - Turn Your Users into Report Creators
What is Embedded Reporting? Embedded reporting is the integration of reporting and analytics capabilities directly into an existing software...
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Embedded Analytics
Embedded Analytics: Build vs Buy Guide for SaaS (2026)
The embedded analytics build vs buy decision comes down to one question: is analytics your core product differentiator? For most SaaS companies, the...
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Embedded Analytics
Embedded Analytics vs Traditional BI: Complete Comparison (2026)
What Is Traditional BI? Definition and Core Architecture Traditional Business Intelligence (BI) refers to the set of tools, processes, and systems...
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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
8 Embedded Analytics Tools That Support Natural Language Queries in 2026
The short answer:
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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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