Data

Alibi Detect ML

Open-source ML model monitoring and outlier detection

Visit Alibi Detect ML
★4.2ratingPricing · FreeRising
The FalcoScan Intel PanelAlibi Detect ML · Data
Data updated 2 November 2026
Opportunity
High
Band
Saturation
Open
Band
Wrapper risk
Low
Band
Momentum
Rising
Market trend
Rating
4.2
of 5 · FalcoScan rating

Data AI has a wide moat on average, from the moat scores of its rated products. What protects Data AI tools, and the widest moats

The Brief

What Alibi Detect ML does

Alibi Detect provides open-source algorithms for detecting data drift, outliers, and adversarial examples in ML systems. Data science teams implement robust model monitoring in production with explainable detection methods.

How Alibi Detect ML compares with its closest alternatives

3 of the 5 closest alternatives have a free plan, as Alibi Detect ML does. All 5 offer an API, as Alibi Detect ML does. Alibi Detect ML was founded in 2019; the alternatives were founded between 2010 and 2020, 2 of them earlier. Alibi Detect ML has no single headquarters on record; its alternatives with a known headquarters are in the United States.

Market position · Data

How Alibi Detect ML compares in Data

Alibi Detect ML has high opportunity and sits in the top third of 405 live Data tools on FalcoScan. Across Data, the average opportunity score is 69.2 and the average saturation score 33.3. FalcoScan rates Alibi Detect ML's own market position as open. 128 of the 405 operating Data tools have hot momentum, and FalcoScan has recorded 8 shutdowns in the category.

Alibi Detect ML compared with its closest alternatives
ProductOpportunitySaturationPricingPricing fromFree planAPIPlatformsMomentum
Alibi Detect MLFounded 2019 · Remote-firstHighOpenFree—YesYesAPIRising
Evidently AIFounded 2020HighOpenFree—YesYesWeb, APIHot
Arize AI Model MonitoringFounded 2020 · Berkeley, United StatesHighOpenFreemium—YesYesWeb, APIHot
Great Expectations Data AIFounded 2018 · San Francisco, United StatesHighOpenFreemium—YesYesWeb, APIRising
Datadog AI ObservabilityFounded 2010 · New York, United StatesHighOpenPaid—NoYesWeb, APIHot
Anomalo Data Quality AIFounded 2019 · Palo Alto, United StatesHighOpenPaid—NoYesWeb, APIHot

Exact opportunity and saturation scores for all 6 of these, and where each ranks in Data.

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What it ships with

Capabilities & who uses it

The capabilities Alibi Detect ML exposes to builders and the verticals it currently serves.

AI Capabilities
Anomaly DetectionClassificationData Extraction
Industry Verticals
TechnologyFinancial ServicesResearch
Similar tools · Data

Alternatives to Alibi Detect ML

Products still running that do the same job, from the data market and related ones, closest match first.

See the Data market
Data
Evidently AI

Open-source ML monitoring and testing for production models

★ 4.4Opportunity High
Free
Data
Arize AI Model Monitoring

AI model performance monitoring and explainability platform

★ 4.4Opportunity High
Freemium
Data
Great Expectations Data AI

AI data validation and observability for data pipelines

★ 4.2Opportunity High
Freemium
Data
Datadog AI Observability

AI infrastructure monitoring and anomaly detection at scale

★ 4.5Opportunity High
Paid
Data
Anomalo Data Quality AI

AI automatic data quality monitoring without writing rules

★ 4.4Opportunity High
Paid
Data
Acceldata

Enterprise data observability platform for data pipelines

★ 4.3Opportunity High
Paid
Featured in
Questions

Alibi Detect ML: common questions

Is Alibi Detect ML free?

Yes. FalcoScan lists Alibi Detect ML as free to use.

What are the best alternatives to Alibi Detect ML?

The closest alternatives to Alibi Detect ML that are still running, matched on the AI capabilities, uses and audience they share, are Evidently AI, Arize AI Model Monitoring, Great Expectations Data AI, Datadog AI Observability, and Anomalo Data Quality AI.

Is Alibi Detect ML still running?

Yes. As of 2 November 2026, FalcoScan lists Alibi Detect ML as operating at github.com.

Where is Alibi Detect ML based?

Alibi Detect ML has no single headquarters: FalcoScan's records list it as a distributed, remote-first company.

Does Alibi Detect ML have an API?

Yes. Alibi Detect ML offers an API.

Who is Alibi Detect ML for?

Alibi Detect ML is built for ML engineers, data scientists, and mlops teams.

How do I sign in to Alibi Detect ML?

Sign in on Alibi Detect ML's own website, github.com. FalcoScan reviews Alibi Detect ML but does not run its accounts, so logins, passwords and billing are handled by Alibi Detect ML directly.

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