Sturdy Statistics for
Data Scientists & ML Engineers

Your Challenge

You need high-quality structured data from messy, unstructured text. But manual labeling, feature engineering, and unreliable embeddings slow down your workflow. You need to extract structured features that improve your models.

How can you build robust, explainable models from unstructured text — without costly annotation or tedious preprocessing?

How Sturdy Statistics Helps

Sturdy Statistics structures unstructured text into model-ready features using sparse, interpretable methods. With our API, you have:

Structured Feature Extraction

Automatically generate structured representations of text that integrate seamlessly with ML models.

Sparse Coding for Small Data

Separate signal from noise and improve generalization in low-data regimes using sparse, explainable priors.

Explainable AI & Topic Modeling

Go beyond black-box embeddings — get structured, human-readable topic representations and classifications.

Managed Data Lake

We store, organize, encrypt, and back up your data. You worry about data analysis, not data wrangling.

How could structured text improve your machine learning models?

Key Features & Benefits

Model-Ready Features

Generate structured data that integrates directly into your ML pipelines.

Sparse & Interpretable Representations

Improve generalization with feature representations that are sparse and explainable.

Explainable AI

Extract insights from structured text with transparent, auditable logic.

Learn more about Sturdy Statistics

What Our Users Say About Us

Washington University in St. Louis: Ramiz Somjee, Research Assistant

Sturdy Statistics is a game-changer for single-cell RNA sequencing. Its ability to incorporate prior biological knowledge, as well as its ability to tolerate errors in messy data, set it apart from standard methods. I hadn’t realized how fragile conventional techniques were—until I saw how much more reliable the results were with Sturdy Stats.

Carpe Data: Ben Seitz-Sitek, Data Lead

The Sturdy Statistics Text Analysis API is like having a full data science team at your disposal. It automatically turns raw, unstructured text into structured, machine-readable insights—and the results are incredible. With the analysis handled, I can focus entirely on building features and shipping products.

Slack: Naman Kedia, Lead Design Engineer

Sturdy Statistics is hands-down the most practical tool for large-scale text mining. It handles any volume of text, delivers insights you won’t find anywhere else, and avoids the unpredictability of LLMs. The fixed-cost pricing is icing on the cake—it’s built for production use.

Harvard University: Armand Armini, Research Assistant

Sturdy Statistics' Deep Dive Search has completely changed how I do literature reviews. It maps out an entire field by crawling the citation network, surfaces the key research themes, and organizes them for easy exploration. I used to spend so much time combing through bibliographies and citation lists. I’ve saved countless hours—and found better papers—thanks to Sturdy Stats.

Enhance Your AI with Structured Insights

Stop relying on black-box embeddings — structure your text for better models.