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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
—
“What do you know about Adaptive, Inc.? What do they do and what's their reputation?”
#1
#1
#1
—

Core5q

Product/service category queries

0
0
0
—
“what are the best metadata management platforms for banks that need to handle complex data supply chains”
No
No
No
—
“compare colibra and informatica with other graph-based metadata management tools”
No
No
No
—
“can you recommend some software that helps with data governance without requiring a total infrastructure overhaul”
No
No
No
—
“what tools should i use to build a comprehensive business function model for a large enterprise”
No
No
No
—
“recommend software for tracking it portfolio management and business function models that integrate with existing data”
No
No
No
—

Growth Areas4q

Adjacent, aspirational & visionary

0
0
0
—
“best enterprise software for mapping data assets to business functions in a highly regulated industry”
No
No
No
—
“what are the top rated enterprise frameworks for achieving operational transparency in government agencies”
No
No
No
—
“what business information models should we implement to standardize data across a global organization”
No
No
No
—
“how do i start mapping my enterprise data supply chain to get better visibility into compliance issues”
No
No
No
—
ChatGPT
Claude
Gemini
AI Overviews

“What do you know about Adaptive, Inc.? What do they do and what's their reputation?”

ChatGPT#1
Claude#1
Gemini#1
AI Overviews—

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

ChatGPTNo
ClaudeNo
GeminiNo
AI Overviews—

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

ChatGPTNo
ClaudeNo
GeminiNo
AI Overviews—

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

ChatGPTNo
ClaudeNo
GeminiNo
AI Overviews—

“what tools should i use to build a comprehensive business function model for a large enterprise”

ChatGPTNo
ClaudeNo
GeminiNo
AI Overviews—

“recommend software for tracking it portfolio management and business function models that integrate with existing data”

ChatGPTNo
ClaudeNo
GeminiNo
AI Overviews—

“best enterprise software for mapping data assets to business functions in a highly regulated industry”

ChatGPTNo
ClaudeNo
GeminiNo
AI Overviews—

“what are the top rated enterprise frameworks for achieving operational transparency in government agencies”

ChatGPTNo
ClaudeNo
GeminiNo
AI Overviews—

“what business information models should we implement to standardize data across a global organization”

ChatGPTNo
ClaudeNo
GeminiNo
AI Overviews—

“how do i start mapping my enterprise data supply chain to get better visibility into compliance issues”

ChatGPTNo
ClaudeNo
GeminiNo
AI Overviews—
Competitive Landscape
1
Alation
53 mentions
2
Collibra
49 mentions
3
Snowflake
41 mentions
4
Atlan
40 mentions
5
dbt
26 mentions
6
Databricks
24 mentions
7
DataHub
18 mentions
8
SAP
18 mentions
9
Apache Atlas
17 mentions
10
Solidatus
15 mentions
11
Adaptive, 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

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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