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    Adaptive, Inc.
    Adaptive, Inc.
    Visibility0
    Vibe67
    Businesses/Enterprise Software/Adaptive, Inc.
    Adaptive, Inc.
    AI Visibility & Sentiment

    Adaptive, Inc.

    Adaptive, Inc. is a global enterprise software company that provides a semantic, graph-based platform for metadata management, data governance, and IT portfolio management. The company helps large, highly regulated organizations gain a unified understanding of their complex data supply chains to ensure compliance and operational transparency.

    Active Monitoring
    adaptive.com
    Enterprise SoftwareStartups
    AI Visibility Score
    0/100

    Invisible

    Sentiment Score
    67/100
    Score by Priority

    How often this business is recommended to users across different types of conversations — from direct product queries to broader open-ended conversations where AI could recommend this company's products and services

    core
    0
    adjacent
    0
    aspirational
    0
    visionary
    0
    OverviewLandscapeInsights & ActionsConversationsCitations

    Is this your business?

    AI Perception

    Key Takeaways

    How AI platforms collectively perceive and describe Adaptive, Inc. today.

    Adaptive, Inc. is currently absent from the critical decision-making conversations where enterprise software buyers evaluate metadata management and data governance tools. While the brand maintains a clear, accurate identity in basic corporate background inquiries, it has yet to secure a foothold in the high-intent research queries dominated by competitors like Collibra and Alation.

    Working in your favor

    Successfully established a strong brand narrative for direct company-specific queries across ChatGPT, Claude, and Gemini.

    Maintained consistent positive sentiment and brand clarity in fundamental information requests.

    Gaps to close

    Total absence from high-intent category research including metadata management and data governance selection.

    Failure to intercept key buyer personas—such as Infrastructure Modernization Architects and Regulatory Compliance Specialists—during their search for IT portfolio and data supply chain mapping solutions.

    Competitive disadvantage against market leaders like Collibra and Alation who occupy the primary search results for core enterprise software evaluation queries.

    Opportunities

    Capture influence by optimizing content for queries related to 'graph-based metadata management' and 'enterprise data supply chain mapping'.

    Develop specialized thought leadership content that explicitly addresses the needs of Data Governance Leads and IT Portfolio Architects.

    Establish authoritative content pillars around 'operational transparency' to align with emerging enterprise framework search trends.

    Highest-Impact Actions
    1

    Implement a targeted content strategy for core product category queries like 'best metadata management platforms for banks'.

    The data shows zero visibility in the 'Core' reach category, meaning potential customers are currently evaluating competitors exclusively.

    2

    Create technical collateral that explicitly compares Adaptive, Inc.’s offerings against graph-based data governance frameworks.

    Competitors are successfully positioning themselves in these comparative searches; Adaptive, Inc. needs to enter this consideration set immediately.

    3

    Develop persona-driven case studies mapped to the specific pain points of Regulatory Compliance Specialists and Infrastructure Architects.

    Building relevance with these specific roles will move the brand from invisible to a viable alternative in professional search workflows.

    Value Proposition

    Adaptive uses advanced graph-based technology to connect disparate data assets without requiring a complete infrastructure overhaul, significantly accelerating time-to-value for regulatory compliance and data governance through industry-standard models.

    Overview

    Adaptive, Inc. is a global enterprise software company that provides a semantic, graph-based platform for metadata management, data governance, and IT portfolio management. The company helps large, highly regulated organizations gain a unified understanding of their complex data supply chains to ensure compliance and operational transparency.

    Mission

    To help organizations realize that they do not need to reinvent themselves, rather, they can benefit from leveraging what they have in the most effective manner.

    Products & Services
    Adaptive Metadata ManagerAdaptive Bank in a BoxAdaptive Business Information ModelAdaptive IT Portfolio ManagerAdaptive Business Function Model
    Current State

    Visibility Landscape

    A high-level view of how Adaptive, Inc. performs across AI platforms, broken down by strategic priority level — from core brand queries to growth opportunities.

    ChatGPTChatGPT
    ClaudeClaude
    GeminiGemini
    AI OverviewsAI Overviews

    Reputation1q

    Brand recognition & direct queries

    97
    97
    97
    —

    Core5q

    Product/service category queries

    0
    0
    0
    —

    Growth Areas4q

    Adjacent, aspirational & visionary

    0
    0
    0
    —
    ChatGPT
    Claude
    Gemini
    AI Overviews
    Competitive Landscape
    1Alation53 mentions
    2Collibra49 mentions
    3Snowflake41 mentions
    4Atlan40 mentions
    5dbt26 mentions
    6Databricks24 mentions
    7DataHub18 mentions
    8SAP18 mentions
    9Apache Atlas17 mentions
    10Solidatus15 mentions
    11Adaptive, Inc.0 mentions
    Analysis

    Insights & Recommended Actions

    What's working, what's not, and specific steps to improve Adaptive, Inc.'s AI visibility.

    Key Findings

    Strength

    Successfully established a strong brand narrative for direct company-specific queries across ChatGPT, Claude, and Gemini.

    Strength

    Maintained consistent positive sentiment and brand clarity in fundamental information requests.

    Gap

    Total absence from high-intent category research including metadata management and data governance selection.

    Recommended Actions

    1

    Implement a targeted content strategy for core product category queries like 'best metadata management platforms for banks'.

    The data shows zero visibility in the 'Core' reach category, meaning potential customers are currently evaluating competitors exclusively.

    2

    Create technical collateral that explicitly compares Adaptive, Inc.’s offerings against graph-based data governance frameworks.

    Competitors are successfully positioning themselves in these comparative searches; Adaptive, Inc. needs to enter this consideration set immediately.

    3

    Develop persona-driven case studies mapped to the specific pain points of Regulatory Compliance Specialists and Infrastructure Architects.

    Building relevance with these specific roles will move the brand from invisible to a viable alternative in professional search workflows.

    Programmatic Testing

    Sample Conversations

    We programmatically analyze questions that real customers are asking to AI agents and chatbots, extract brand mentions and sentiment, analyze every response, and synthesize the data into an action plan to increase AI visibility.

    ChatGPTChatGPTClaudeClaudeGeminiGeminiAI OverviewsAI Overviews
    Metadata Management & Data Governance Selection(3 queries)

    “what are the best metadata management platforms for banks that need to handle complex data supply chains”

    0/3 platforms mentioned

    Core
    ChatGPTChatGPT
    1.Collibra
    2.Informatica Intelligent Data Management Cloud (IDMC)
    3.Alation (Alation Agentic Data Intelligence Platform)
    4.Atlan
    5.Snowflake

    +5 more

    ClaudeClaude
    1.Collibra
    2.Alation
    3.Informatica Intelligent Data Management Cloud
    4.Atlan
    5.Solidatus

    +5 more

    GeminiGemini
    1.Informatica (Intelligent Data Management Cloud, CLAIRE AI)
    2.Collibra (Data Intelligence Cloud)
    3.IBM (watsonx.data intelligence, Knowledge Catalog)
    4.Manta
    5.Solidatus

    +9 more

    “compare colibra and informatica with other graph-based metadata management tools”

    0/3 platforms mentioned

    Core
    ChatGPTChatGPT
    1.Collibra
    2.Informatica (Enterprise Data Catalog, IDMC, Reference 360, CLAIRE AI)
    3.Databricks
    4.Snowflake
    5.SAP

    +8 more

    ClaudeClaude
    1.Collibra (Collibra AI)
    2.Informatica (IDMC, Axon, EDC, PowerCenter, IICS, CLAIRE)
    3.dbt
    4.Tableau
    5.Snowflake

    +13 more

    GeminiGemini
    1.Collibra
    2.Informatica
    3.Data.world
    4.Stardog
    5.Apache Atlas

    +4 more

    “can you recommend some software that helps with data governance without requiring a total infrastructure overhaul”

    0/3 platforms mentioned

    Core
    ChatGPTChatGPT
    1.Azure
    2.Alation
    3.Atlan
    4.Snowflake
    5.Databricks

    +3 more

    ClaudeClaude
    1.Alation
    2.DataGalaxy
    3.Atlan
    4.Microsoft Purview
    5.Collate

    +5 more

    GeminiGemini
    1.Snowflake
    2.Databricks
    3.BigQuery
    4.Atlan
    5.Secoda

    +14 more

    Source Intelligence

    Citations

    The sources AI platforms cite when recommending this brand. Pendium reverse-engineers what's already proven to be catnip to AI agents, then engineers content that fills gaps and helps agents do their job — which means more citations for you.

    PeerSpot

    peerspot.com

    Web1 ref

    Gartner

    gartner.com

    Web1 ref

    Reddit

    reddit.com

    Forum1 ref

    Cotocus

    cotocus.com

    Web1 ref

    Infintel

    infintel.co

    Web1 ref

    Galaxy

    getgalaxy.io

    Web1 ref

    Hygraph

    hygraph.com

    Web1 ref

    Atlan

    atlan.com

    Web1 ref

    Reddit

    reddit.com

    Forum1 ref

    Wikipedia

    en.wikipedia.org

    Wiki1 ref

    Reddit

    reddit.com

    Forum1 ref

    The 12 Best Data Governance Tools for Financial Services for 2025

    solutionsreview.com

    Web1 ref

    11 Best Metadata Management Tools for 2026

    domo.com

    Web1 ref

    Best Metadata Management Tools for Analytics and AI | Select Star

    selectstar.com

    Web1 ref

    Data Governance Software for Banking & Financial Services

    actian.com

    Web1 ref
    Backing

    Investors

    W
    Weekend Fund

    Engineer content that makes AI agents recommend you

    Pendium analyzes how AI platforms perceive your brand, reverse-engineers what they already cite, and continuously publishes content designed to fill gaps and earn more mentions — on autopilot, with you in the loop.

    Data generated by Pendium.ai AI visibility scanning. Last scanned March 20, 2026.

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    Frequently asked questions

    Don't see your question? Book a demo and we'll walk you through it.

    Adaptive, Inc. is a global enterprise software company that provides a semantic, graph-based platform for metadata management, data governance, and IT portfolio management. The company helps large, highly regulated organizations gain a unified understanding of their complex data supply chains to ensure compliance and operational transparency.

    Adaptive uses advanced graph-based technology to connect disparate data assets without requiring a complete infrastructure overhaul, significantly accelerating time-to-value for regulatory compliance and data governance through industry-standard models.

    AI Visibility Score

    Adaptive, Inc. has an AI visibility score of 0/100, rated as invisible. This score reflects how often and how prominently Adaptive, Inc. appears in responses from AI assistants like ChatGPT, Claude, and Gemini.

    AI Perception Summary

    Adaptive, Inc. is currently absent from the critical decision-making conversations where enterprise software buyers evaluate metadata management and data governance tools. While the brand maintains a clear, accurate identity in basic corporate background inquiries, it has yet to secure a foothold in the high-intent research queries dominated by competitors like Collibra and Alation.

    Strengths

    • Successfully established a strong brand narrative for direct company-specific queries across ChatGPT, Claude, and Gemini.
    • Maintained consistent positive sentiment and brand clarity in fundamental information requests.

    Visibility Gaps

    • Total absence from high-intent category research including metadata management and data governance selection.
    • Failure to intercept key buyer personas—such as Infrastructure Modernization Architects and Regulatory Compliance Specialists—during their search for IT portfolio and data supply chain mapping solutions.
    • Competitive disadvantage against market leaders like Collibra and Alation who occupy the primary search results for core enterprise software evaluation queries.

    Competitors in AI Recommendations

    • Alation: 53 mentions
    • Collibra: 49 mentions
    • Snowflake: 41 mentions
    • Atlan: 40 mentions
    • dbt: 26 mentions
    • Databricks: 24 mentions
    • DataHub: 18 mentions
    • SAP: 18 mentions
    • Apache Atlas: 17 mentions
    • Solidatus: 15 mentions
    • Microsoft Purview: 15 mentions
    • BigID: 14 mentions
    • Neo4j: 13 mentions
    • ServiceNow: 13 mentions
    • AWS: 12 mentions

    Categories: Enterprise Software

    Tags: Startups