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Acuity AutoRedact VS mlsql

Compare Acuity AutoRedact VS mlsql and see what are their differences

Acuity AutoRedact

Blur faces in CCTV & redact PDFs instantly. No training required. Designed for DSARs. Start Free Account Today with 200 Pages.

Rating
0 reviews
Pricing
Freemium £370 / Annually (10,000 pages a year and 5 videos per month)
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Alternatives Is it good?
mlsql

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

Rating
0 reviews
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Alternatives Is it good?
Calcumber
Calculate in a notebook and share — from everyday math to engineering. 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
Pdf Redaction popularity
100% vs 0%
alternatives listed
28 vs 1

Base details

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

Acuity AutoRedact
mlsql
Website acuityautoredact.com github.com
Pricing
Freemium £370 / Annually (10,000 pages a year and 5 videos per month) Official pricing
—
Company Startup from the United Kingdom · 1 - 9 employees · 2026 —
Listed in
Pdf Redaction Video Redaction Data Protection Redaction +1
Education LMS Online Learning Web App +1

About Acuity AutoRedact and mlsql

In their own words, as submitted to SaaSHub.

Acuity AutoRedact
mlsql

Acuity AutoRedact, developed by Acuity AI Education Ltd., is a specialized, GDPR-compliant software platform designed to automate the secure removal of personally identifiable information and sensitive data from documents. By replacing time-consuming and error-prone manual redaction with a fast,...

Read more about Acuity AutoRedact

No description of mlsql yet.

Features and specs

What each product offers, as listed by its team.

Acuity AutoRedact 7 features
mlsql 0 features
  • UK GDPR Compliant Text and Video Redaction
    Automatically identifies and redacts Personally Identifiable Information (PII), Special Category Data, facial imagery, and other sensitive identifiers from text, documents, and video/CCTV media in accordance with UK data protection laws.
  • Multi-Format Document Support
    Allows users to securely and accurately redact a wide variety of file types, including PDFs, Microsoft Office documents, scanned files, and PST/MBOX email archives.
  • Advanced Video Redaction
    Offers specialized capabilities to redact faces and sensitive identifiers in video files and CCTV footage (available on Small, Large, or Enterprise plans).
  • Zero AI Model Training Policy
    Ensures complete data privacy and security by strictly operating a Zero Model Training policy. Personal Data processed via the platform or Enterprise API is never used to train foundational AI models (such as Large Language Models or Computer Vision models).
  • Secure 24-Hour Data Retention
    Protects sensitive information by adhering to a strict 24-hour retention policy. All uploaded data and processed files are automatically and securely deleted from their servers after processing.
  • Enterprise API Credentials
    Provides API access for Enterprise users, allowing organizations to seamlessly integrate automated text and video redaction into their existing workflows and systems.
  • Free Tier Access
    Offers a genuinely free account that includes 200 pages of document redaction at no cost. The free tier does not require payment information and guarantees that user data is deleted after processing without adding users to marketing mailing lists.

No features have been listed yet.

Analysis

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

Acuity AutoRedact
mlsql

No analysis of Acuity AutoRedact 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

Videos

Walkthroughs and reviews on video.

Acuity AutoRedact 1 video + Add
mlsql 0 videos + Add

Watch How Acuity AutoRedact Works

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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
Acuity AutoRedact
mlsql
100% 100%
Pdf Redaction
0% 0%
0% 0%
Online Learning
100% 100%
100% 100%
Redaction
0% 0%
0% 0%
Web App
100% 100%

Questions & Answers

As answered by people managing Acuity AutoRedact and mlsql.

Why should a person choose your product over its competitors?

Acuity AutoRedact's answer

True, Irreversible Redaction: Many basic tools create "false redactions" (essentially just drawing a black box over text), which leaves the underlying metadata and code intact and can lead to hefty ICO (Information Commissioner's Office) fines. Acuity AutoRedact scrubs the underlying code, metadata, and revision histories, ensuring the data is genuinely destroyed.

Massive Cost Reduction: Manual redaction can cost UK businesses a huge amount of time or external expertise per Data Subject Access Request (DSAR). Acuity AutoRedact automates this process, bulk-redacting thousands of pages of unstructured data in minutes.

All-in-One Format Support: Instead of using separate tools, it handles PDFs, Office documents, email archives (PST/MBOX), and even CCTV/video redaction in a single platform.

What makes your product unique?

Acuity AutoRedact's answer

Acuity AutoRedact stands out primarily due to its strict data privacy safeguards. It operates a "Zero AI Model Training" policy, meaning that uploaded client data is never used to train foundational AI models, Large Language Models (LLMs), or computer vision systems. Additionally, it implements a rigid 24-hour data retention policy, ensuring all uploaded and processed files are automatically and permanently deleted from their servers within a day.

Which are the primary technologies used for building your product?

Acuity AutoRedact's answer

The platform is powered by AI-driven automation technologies tailored for document processing. This includes:

  • Optical Character Recognition (OCR) for extracting text from scanned documents and images.

  • Google Gemini (Enterprise Edition) and advanced pattern-matching to automatically identify Personally Identifiable Information (PII) and Special Category Data in unstructured text.

  • Computer Vision algorithms for identifying and masking facial imagery and sensitive identifiers in video/CCTV files.

  • It also features an Enterprise API for seamless integration into existing business workflows and systems.

What's the story behind your product?

Acuity AutoRedact's answer

Acuity AutoRedact was built by Andrew Walls, the Founder and CEO of its parent company, Acuity AI Education Ltd. The platform was developed to address a specific, expensive problem in the UK compliance sector: the escalating costs and legal risks of manual DSAR processing. It was created to transition privacy teams from slow, error-prone manual reviews to secure, AI-driven automation without compromising on data privacy.

The vision of Acuity AutoRedact is to ensure that document and CCTV redaction is affordable and accessible to anyone who needs it and not locked behind prohibitively expensive subscriptions.

How would you describe the primary audience of your product?

Acuity AutoRedact's answer

The primary audience consists of UK businesses, specifically Data Protection Officers (DPOs), compliance teams, privacy officers, and legal counsel. It is designed for professionals tasked with fulfilling high-volume Data Subject Access Requests (DSARs) while ensuring strict adherence to the UK GDPR and the Data (Use and Access) Act 2025.

Who are some of the biggest customers of your product?

Acuity AutoRedact's answer

Acuity AutoRedact's customer base primarily includes UK organisations, legal firms, corporate privacy offices, multi-academy trusts, schools, local authorities, charities, businesses and often any organisation that processes a Data Subject Access Request.

User comments

Share your experience with using Acuity AutoRedact 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.

Acuity AutoRedact 0 mentions
mlsql 2 mentions

Tracking Acuity AutoRedact since Aug 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 Acuity AutoRedact and mlsql

When comparing Acuity AutoRedact and mlsql, you can also consider the following products.

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