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AI & Analytics

2/12/2026

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

We tested 16 AI models on real Google Analytics data to find the best LLM for analytics. MiniMax M2.5 is the best overall. Here are our recommendations by use case, with benchmark evidence.

Alex Schlee

Product Manager

Previous Posts

LLM Analytics Benchmark: The Definitive Leaderboard

AI & Analytics

2/12/2026

16 AI models tested across 2 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

2/12/2026

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

1/28/2026

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

10/16/2024

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

9/19/2024

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

8/19/2024

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

6/27/2024

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

6/18/2024

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

6/12/2024

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

6/5/2024

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

5/27/2024

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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