Dev tools · alternatives · 2026
24 alternatives to Qualdo-MQX
Monitoring ML-models and data quality performance metrics
Below are 24 products that do a similar job, ranked by how close each is in meaning and then by launch-day votes. Prices are shown for the 1 we have checked on their own sites, 1 of them free or with a free tier. Qualdo-MQX launched in 2021; newer entries below may have overtaken it.
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Anomalofree tier▲302Your data is always talking. Don't miss what it's saying.
Sep 2026 · anomalo.com · its alternatives →
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Monitor ML▲171Real-time production monitoring of ML models, made simple.
2019 · arize.com · its alternatives →
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Avo Inspector▲172Find and fix your data quality issues in minutes, not months
2024 · avo.app · its alternatives →
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Zetta▲141I'd love feedback for our new business intelligence product Zetta (https://zettadata.ai). It's a lightweight, metrics-first approach to analytics that makes it easy to have properly governed dashboards from the jump. We do require registration, but we have a free tier (and I'm happy to give out coupons for the paid tier). To get started: - Connect a database or data warehouse (we support BigQuery, Snowflake, Redshift, Postgres, and MySQL) - Go to the metric builder and set up a data model and metrics. Data models are just references to tables or queries that create the base dataset…
2025 · zettadata.ai · its alternatives →
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Querri 2.0 ▲197Natural‑language data analysis with instant visuals
Nov 2025 · querri.com · its alternatives →
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Machine learning for mobile developers
2018 · developers.google.com · its alternatives →
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Ango Hub▲118All-in-one data labeling platform for AI teams of all sizes
2022 · ango.ai · its alternatives →
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Aquarium▲103Improve ML models by improving datasets they’re trained on
2020 · aquariumlearning.com · its alternatives →
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FiftyOne▲75Accelerate your machine learning experimentation
2020 · docs.voxel51.com · its alternatives →
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Seeknal▲57Data & AI/ML CLI for pipelines and NL queries
Apr 2026 · seeknal.exe.xyz · its alternatives →
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Augmented self-service BI and analytics platform
2021 · zoho.com · its alternatives →
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Hello HackerNews, I am Paul, and I would like to get some feedback on the tool we are releasing as beta today. 3LC is an ML tool that gives detailed insights, real-time data-centric iterative workflows for training/finetuning, and data quality improvements for your Machine Learning datasets and models. 3LC serves as a visualizer, editor, and debugger, focusing on how models learn from the training data. Key Features of 3LC: • Detailed Data Analysis: 3LC enables users to dive into model performance beyond typical labeling errors. It offers the capability to analyze intricate false…
2024 · pypi.org · its alternatives →
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Hi HN! We’re Clemens and Felix from Cito - thrilled to show you what we’ve built to help data engineers stay on top of data quality issues. Think Datadog meets Incident.io. Tests in dbt are great when checking whether specific expectations are true, but don’t work well for use cases where data patterns may change over time. When relying on testing alone, data teams regularly face situations where business stakeholders identify data issues in dashboards first, eroding trust. In such situations, understanding the implications of an issue and debugging can be a very manual and time-consuming…
2022 · citodata.com · its alternatives →
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Soda SQL▲16Data testing and monitoring for SQL-accessible data.
2021 · github.com · its alternatives →
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Improve your ability to comply with quality standards
2020 · discusit.com · its alternatives →
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Ranked by how close each launch is in meaning, then by votes. Prices were read from each product’s own site when checked and can change. Refine with your own description →