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AI & Analytics

2026-06-18

Can AI Tell If Analytics Data Is Synthetic? 10 New LLMs Tested

We tested 10 newer frontier models on whether they could determine if a GA4 demo dataset was real or synthetic. Gemini 3.5 Flash gave the best evidence-backed audit, Grok 4.3 was fastest, and GPT-5.5 was useful but expensive.

Alex Schlee

Product Manager

Previous Posts

Product Data Interview: Audris Wong
Interviews

2026-06-17

Audris Wong, an independent consultant at Snowpack Data and former product manager at The Browser Company, shares how she approaches product decisions, measurement confidence, data access, and turning product data into action.

Your AI Analyst Should Show Its Work: Why AI Analytics Needs Citations
AI & Analytics

2026-02-16

AI analytics tools that don't show their data sources are a governance risk. Learn why AI observability, data citations, and audit trails are essential to prevent hallucinated metrics from reaching leadership decisions.

The Best LLM for Analytics in 2026 (Tested on Real Data)
AI & Analytics

2026-02-12

We tested 26 AI models across 58 runs on connected Google Analytics data. MiniMax M2.5 is still the best everyday analytics model, while Gemini 3.5 Flash was best for synthetic-data audits.

LLM Analytics Benchmark: The Definitive Leaderboard
AI & Analytics

2026-02-12

26 AI models tested across 3 rounds on real Google Analytics data. The most comprehensive real-world LLM analytics benchmark, updated with each new round. Find the right model for your analytics needs.

6 New LLMs, 3 Runs Each: The Best AI for Analytics Costs $0.06
AI & Analytics

2026-02-12

We tested 6 new AI models 3 times each on the same marketing attribution query. MiniMax M2.5 delivered excellent results at $0.06 total, outperforming Claude Opus 4.6 at $1.35. One model couldn't even start.

I Benchmarked 10 LLMs on Broken Analytics Data. Only 30% Delivered Value.
AI & Analytics

2026-01-28

All 10 leading AI models achieved perfect API syntax. But when given intentionally broken GA4 data with 100% attribution failure, their analytical judgment varied dramatically. Here's the complete breakdown.

Land an Analyst Job with No Experience
Recruiting

2024-10-16

Discover practical steps to break into an analyst career, from picking the right role and building a standout resume to finding job leads and nailing the interview—no prior experience needed.

What Does it Look Like to Be a Data-Driven Organization?
Business Insight

2024-09-19

Is your business hitting all the key elements of becoming a data-driven organization? Focusing on strategic data use, self-service reporting, methodical testing, and bringing data to the table.

Frontend Data Collection vs Data Warehouse Ingestion
Business Insight

2024-08-19

Should you ingest additional data on the front end or in the database? We'll explain the differences and what the strengths and weaknesses of each are.

Always Scrutinize Legacy KPIs and Processes
Business Insight

2024-06-27

Legacy KPIs and processes can seem benign enough by only reducing efficiency by 2% but enough of them can compound together to create huge inefficiency.

Don't Waste Time, Implement Your Customer Data Platform Correctly The First Time
Data Quality

2024-06-18

Setting up your data plan or tracking plan correctly out-of-the-gate is critical to your company's long term success with a customer data platform (CDP).

How You Can Jumpstart Self-Service Analytics
Business Insight

2024-06-12

The core principles for getting the self-service analytics engine started are document, simplify, tool up, and train. Here are a few ways to get your business' stakeholders on the path to data driven decision-making.

Don't Make These Common Analytics Mistakes
Business Insight

2024-06-05

It’s only natural to fall into the occasional pitfall or two. Hopefully, this list helps your company not fall into some common ones related to analytics.

Analytics Maps Will Turbocharge Your Insights
Mapping

2024-05-27

Analytics is the way that we measure our businesses but if you don't know which measurements you have available it's hard to maximize your company's ability to drive positive change.

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