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Totsum.app VS mlsql

Compare Totsum.app VS mlsql and see what are their differences

Totsum.app

A desktop app for a first look at your data files. You ask in plain language, and the AI runs on your own machine. One-time license.

Rating
0 reviews
Pricing
Paid Free trial €249 / One-off (Personal)
Alternatives Is it good?
mlsql

Infer SQL queries from plain-text questions and table headers.

Rating
0 reviews
Alternatives Is it good?
Usejarvis
Turn business tasks into reusable workflows with company context, AI judgement and human approvals. sponsored
Note: These products don't have any matching categories. If you think this is a mistake, please edit the details of one of the products and suggest appropriate categories.

Which is more popular?

Based on our record, mlsql seems to be more popular. It has been mentioned 2 times since March 2021.

social mentions
0 vs 2
Data Analysis popularity
100% vs 0%
alternatives listed
3 vs 1

Base details

Website, pricing, platforms and company facts side by side.

Totsum.app
mlsql
Website totsum.app github.com
Pricing
Paid Free trial €249 / One-off (Personal) Official pricing
—
Platforms
Windows MacOS
—
Listed in
Data Analysis AI Tools AI
Education LMS Online Learning Web App +1

About Totsum.app and mlsql

In their own words, as submitted to SaaSHub.

Totsum.app
mlsql

Totsum Data Explorer is a desktop app for a first look at your CSV, Excel, JSON and Parquet files: you ask questions in plain language, an AI that runs locally on your machine answers with previews, and a follow-up report hands your shortlist to an expert for validation. Can work on a computer...

Read more about Totsum.app

No description of mlsql yet.

Features and specs

What each product offers, as listed by its team.

Totsum.app 5 features
mlsql 0 features
  • Questions in plain language
    You ask about your own CSV, Excel, JSON or Parquet file and get a preview: a table or a chart, the rows behind it, and the query written out step by step.
  • AI that runs on your machine
    The model is downloaded once during installation, about 7 GB, and runs locally. Can work on a computer with no network connection.
  • Runs without an account
    No account, no sync, no telemetry, no update check.
  • Shortlist and report
    You shortlist what deserves a closer look, and a follow-up report hands that shortlist to an expert for validation.
  • Hardware
    Totsum requires a GPU with roughly 12 GB of VRAM, or a Mac with an M4 Pro chip or better (an M3 Max or M3 Ultra also qualifies) and at least 18 GB of unified memory. The free trial runs the real model on your own hardware.

No features have been listed yet.

Analysis

An editorial look at what each product does well and who it suits.

Totsum.app
mlsql

No analysis of Totsum.app yet.

Overall verdict

  • MLSQL is a solid open-source unified platform that blends SQL with machine learning, making data engineering and ML workflows accessible through a single, declarative language. It's a good choice for teams looking to streamline big data and ML pipelines without switching between multiple tools.

Why this product is good

  • It unifies data processing and machine learning under a single SQL-like syntax, lowering the learning curve for data teams.
  • Built on top of Apache Spark, it leverages a proven distributed computing engine for handling large-scale data.
  • Open-source and actively developed, allowing customization and community-driven improvements.
  • Supports the full ML lifecycle including data preprocessing, training, and deployment within one workflow.
  • Reduces the need to context-switch between separate ETL, analytics, and ML tools.

Recommended for

  • Data engineers and data scientists who prefer SQL-centric workflows
  • Teams working with big data on Apache Spark
  • Organizations wanting to unify ETL and machine learning pipelines
  • Companies seeking an open-source alternative to fragmented ML tooling
  • Analysts looking to build ML models without deep programming expertise

Category popularity

How often each product is chosen within a category, 0–100% relative to the other.

Score bands 0–20 21–40 41–50 51–60 61–100
Totsum.app
mlsql
100% 100%
Data Analysis
0% 0%
0% 0%
LMS
100% 100%
100% 100%
AI
0% 0%
0% 0%
Education
100% 100%

Questions & Answers

As answered by people managing Totsum.app and mlsql.

What makes your product unique?

Totsum.app's answer

The AI runs on your own machine, and the answers leave as a report built to be checked by a person: the rows behind every chart, the query written out step by step, and a shortlist an expert can validate.

How would you describe the primary audience of your product?

Totsum.app's answer

People who work on data files they cannot upload: consultants and independent professionals under confidentiality agreements, and anyone who wants a first look at a file before handing it to an analyst.

Which are the primary technologies used for building your product?

Totsum.app's answer

DuckDB for the data and llama.cpp for the model, both running inside the app on your own machine.

User comments

Share your experience with using Totsum.app and mlsql. For example, how are they different and which one is better?

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Social recommendations and mentions

Recommendations tracked on public social media and blogs since March 2021.

Totsum.app 0 mentions
mlsql 2 mentions

Tracking Totsum.app since Sep 2026.

  • Download the files from Docker Container and locally edit them
    I am working on a project that requires me to take user input (as English) and return SQL queries. We will eventually be working with multiple datasets, which is why the valuenet over at https://github.com/paulfitz/mlsql ended up being... Source: over 4 years ago
  • Clone and edit Docker Projects hosted on Github
    I found this great resource here: https://github.com/paulfitz/mlsql. Source: almost 5 years ago

Alternatives to Totsum.app and mlsql

When comparing Totsum.app and mlsql, you can also consider the following products.

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