Manta vs Knime

Side-by-side comparison of AI visibility scores, market position, and capabilities

Knime leads in AI visibility (74 vs 52)
Manta logo

Manta

GrowthData Catalog

Automated Data Lineage & Impact Analysis

Manta is an automated data lineage platform that traces data flows across the full technology stack, providing impact analysis and compliance documentation for enterprise data teams.

AI VisibilityBeta
Overall Score
C52
Category Rank
#93 of 161
AI Consensus
77%
Trend
stable
Per Platform
ChatGPT
49
Perplexity
57
Gemini
47

About

Manta is an automated data lineage platform that traces the complete flow of data across an enterprise's technology stack — from source databases and files through ETL tools, data warehouses, data lakes, BI platforms, and application code — by parsing the technical artifacts that define data transformations (SQL code, ETL job configurations, stored procedures, and application logic) and constructing a comprehensive lineage graph that documents every transformation step data undergoes from origin to consumption. Unlike catalog platforms that capture lineage only from query logs or metadata APIs, Manta's code-parsing approach captures lineage from the actual transformation logic even for data flows that are not logged at runtime, providing complete lineage coverage for complex enterprise environments with heterogeneous transformation tooling that mixes SQL, stored procedures, custom ETL code, and BI tool calculations.

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Knime logo

Knime

LeaderData & Analytics

Open-Source Data Science & Analytics Platform

KNIME is an open-source data science, analytics, and automation platform used by 300,000+ analysts across 60+ countries; founded in 2004; headquartered in Konstanz, Germany;

AI VisibilityBeta
Overall Score
B74
Category Rank
#15 of 161
AI Consensus
83%
Trend
stable
Per Platform
ChatGPT
73
Perplexity
76
Gemini
70

About

KNIME (Konstanz Information Miner) is an open-source data analytics, reporting, and integration platform founded in 2004 by a team at the University of Konstanz, Germany, led by Michael Berthold. The platform's visual, node-based workflow editor allows data analysts and scientists to design complex data pipelines, run machine learning models, and automate analytical processes without writing code — making advanced data science accessible to non-programmers. KNIME is free and open-source at its core, with the commercial KNIME Hub and KNIME Server products providing enterprise collaboration, scheduling, and deployment capabilities.

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AI Visibility Head-to-Head

52
Overall Score
74
#93
Category Rank
#15
77
AI Consensus
83
stable
Trend
stable
49
ChatGPT
73
57
Perplexity
76
47
Gemini
70
51
Claude
76
50
Grok
71

Key Details

Category
Automated Data Lineage & Impact Analysis
Open-Source Data Science & Analytics Platform
Tier
Growth
Leader
Entity Type
brand
brand

Capabilities & Ecosystem

Capabilities

Only Manta
Automated Data Lineage & Impact Analysis

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