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Manifest
Manifest
Visibility8
Vibe79
Businesses/Cybersecurity/Manifest
Manifest
AI Visibility & Sentiment

Manifest

Manifest is a software supply chain security platform that provides complete visibility and transparency into software components, AI models, and third-party risks. The company automates SBOM (Software Bill of Materials) generation, manages AI and third-party risks, and enables continuous compliance at scale for highly regulated organizations.

Active Monitoring
manifestcyber.com
CybersecurityStartups
AI Visibility Score
8/100

Invisible

Sentiment Score
79/100
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
8
adjacent
32
OverviewLandscapeInsights & ActionsContent IdeasConversationsCitationsBrand Voice

Is this your business?

AI Perception

Key Takeaways

How AI platforms collectively perceive and describe Manifest today.

Manifest holds a commanding lead in brand-specific identity and high-speed AppSec resonance, yet it is dangerously absent from the high-stakes regulatory and compliance conversations that drive enterprise procurement. While the brand dominates its own 'vibe check' at the #1 spot in AI Overviews, it is being systematically excluded from critical medical device and federal compliance queries where competitors like Snyk and Anchore are already entrenched.

Working in your favor

Exceptional 50% mention rate among Speed-Obsessed AppSec Leads, indicating strong technical mindshare.

Absolute authority on brand-specific queries, securing the #1 position in AI Overviews for brand identity.

High-intent performance for 'managing and sharing SBOMs' with a #2 ranking on Gemini and #7 on AI Overviews.

Gaps to close

Near-zero visibility in Federal and Medical GRC sectors, failing to appear in high-intent regulatory compliance queries.

Complete absence in the emerging AI and Third-Party Risk Oversight category, a missed opportunity as the market shifts toward AI security.

Significant mention volume deficit compared to competitors like Snyk and Syft, who appear up to three times more frequently across all platforms.

Opportunities

Capture the 'medical device compliance' niche where the field is currently open and Manifest's SBOM capabilities are highly relevant.

Pivot AppSec traction into broader supply chain trust narratives to compete with legacy tools like Jenkins and GitHub Actions.

Aggressively target AI-specific risk management keywords to become the first-mover in the AI-security-focused LLM results.

Highest-Impact Actions
1

Produce and distribute authoritative technical documentation specifically targeting 'medical device SBOM compliance' and 'federal supply chain mandates.'

Manifest is currently invisible in these high-value regulatory segments, allowing competitors to claim the 'compliance standard' title by default.

2

Deploy a targeted content campaign around 'AI model security' and 'tracking risk in third-party LLMs.'

Data shows zero mentions for Manifest in AI risk queries; establishing a footprint here now will capture early-adopter mindshare before the category saturates.

3

Optimize sentiment within the AppSec Lead persona by highlighting automation and integration speed in technical whitepapers.

Manifest has high visibility (50%) with this group but 'mixed' sentiment; shifting this to 'positive' will improve organic recommendations in developer-focused LLM outputs.

Value Proposition

Manifest provides universal technology transparency by enabling organizations to secure their entire software supply chain in one platform—from the code they build to the tools and AI models they buy—with automated SBOM generation, continuous vulnerability monitoring, and compliance management that deploys in 90 seconds.

Overview

Manifest is a software supply chain security platform that provides complete visibility and transparency into software components, AI models, and third-party risks. The company automates SBOM (Software Bill of Materials) generation, manages AI and third-party risks, and enables continuous compliance at scale for highly regulated organizations.

Mission

To provide true technology transparency by enabling organizations to inspect, inventory, and analyze every component of their digital systems, from software to machine learning models.

Products & Services
SBOM Generation & ManagementApplication SecurityThird-Party Risk ManagementAI Security & MonitoringVulnerability Management
Current State

Visibility Landscape

A high-level view of how Manifest 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

70
70
88
97
“What do you know about Manifest? What do they do and what's their reputation?”
Yes
Yes
#4
#1

Core2q

Product/service category queries

0
0
0
73
“most trusted software supply chain security platforms for highly regulated industries”
No
No
No
#11
“what tools should I use to automate software bill of materials for a government contract, specific brands please”
No
No
No
#7

Growth Areas4q

Adjacent, aspirational & visionary

70
35
70
27
“help me set up an SBOM process to comply with new medical device security regulations”
—
Yes
#13
No
“how do I track security risks in the AI models and third-party libraries my team is using”
—
No
#22
No
“help me build a workflow for continuous vulnerability monitoring that doesn't slow down my devs”
Yes
Yes
Yes
No
“best ways to manage and share SBOMs with enterprise customers in the financial sector”
—
No
#2
#7
ChatGPT
Claude
Gemini
AI Overviews

“What do you know about Manifest? What do they do and what's their reputation?”

ChatGPTYes
ClaudeYes
Gemini#4
AI Overviews#1

“most trusted software supply chain security platforms for highly regulated industries”

ChatGPTNo
ClaudeNo
GeminiNo
AI Overviews#11

“what tools should I use to automate software bill of materials for a government contract, specific brands please”

ChatGPTNo
ClaudeNo
GeminiNo
AI Overviews#7

“help me set up an SBOM process to comply with new medical device security regulations”

ChatGPT—
ClaudeYes
Gemini#13
AI OverviewsNo

“how do I track security risks in the AI models and third-party libraries my team is using”

ChatGPT—
ClaudeNo
Gemini#22
AI OverviewsNo

“help me build a workflow for continuous vulnerability monitoring that doesn't slow down my devs”

ChatGPTYes
ClaudeYes
GeminiYes
AI OverviewsNo

“best ways to manage and share SBOMs with enterprise customers in the financial sector”

ChatGPT—
ClaudeNo
Gemini#2
AI Overviews#7
Competitive Landscape
1
Snyk
30 mentions
2
Syft
27 mentions
3
Anchore
22 mentions
4
Anchore Enterprise
19 mentions
5
CycloneDX
16 mentions
6
Jenkins
15 mentions
7
Trivy
15 mentions
8
GitHub Actions
14 mentions
9
Black Duck
13 mentions
10
Sigstore
13 mentions
11
Manifest
6 mentions
Analysis

Insights & Recommended Actions

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

Key Findings

Strength

Exceptional 50% mention rate among Speed-Obsessed AppSec Leads, indicating strong technical mindshare.

Strength

Absolute authority on brand-specific queries, securing the #1 position in AI Overviews for brand identity.

Strength

High-intent performance for 'managing and sharing SBOMs' with a #2 ranking on Gemini and #7 on AI Overviews.

Recommended Actions

1

Produce and distribute authoritative technical documentation specifically targeting 'medical device SBOM compliance' and 'federal supply chain mandates.'

Manifest is currently invisible in these high-value regulatory segments, allowing competitors to claim the 'compliance standard' title by default.

2

Deploy a targeted content campaign around 'AI model security' and 'tracking risk in third-party LLMs.'

Data shows zero mentions for Manifest in AI risk queries; establishing a footprint here now will capture early-adopter mindshare before the category saturates.

3

Optimize sentiment within the AppSec Lead persona by highlighting automation and integration speed in technical whitepapers.

Manifest has high visibility (50%) with this group but 'mixed' sentiment; shifting this to 'positive' will improve organic recommendations in developer-focused LLM outputs.

Content Engineering

Content Ideas

Content designed to help AI agents learn about your category and recommend your brand.

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
Regulatory Compliance And SBOM Strategy(3 queries)

“help me set up an SBOM process to comply with new medical device security regulations”

0/3 platforms mentioned

Adjacent
ClaudeClaude
1.Synopsys Black Duck
2.WhiteSource/Mend
3.Snyk
4.GitHub Actions
5.GitLab CI

+4 more

GeminiGemini
1.CycloneDX
2.SPDX
3.Syft
4.Anchore
5.Microsoft sbom-tool

+8 more

AI OverviewsAI Overviews
1.RunSafe Security
2.Medcrypt
3.Complizen
4.C2A Security
5.Censinet

+1 more

“what tools should I use to automate software bill of materials for a government contract, specific brands please”

0/4 platforms mentioned

Core
Compliance-Driven GRC Director · Director of Governance, Risk, and Compliance
ChatGPTChatGPT
1.Synopsys Black Duck
2.Sonatype Nexus Lifecycle
3.sigstore
4.cosign
5.Rekor

+23 more

ClaudeClaude
1.Syft
2.Anchore
3.Cyclonium
4.SBOM Tool
5.Snyk

+5 more

GeminiGemini
1.Sonatype
2.Nexus Lifecycle
3.Snyk
4.Anchore
5.Anchore Enterprise

+5 more

AI OverviewsAI Overviews
1.Anchore Enterprise
2.FOSSA SBOM Manager
3.Finite State
4.Syft
5.Anchore

+6 more

“best ways to manage and share SBOMs with enterprise customers in the financial sector”

0/3 platforms mentioned

Adjacent
Compliance-Driven GRC Director · Director of Governance, Risk, and Compliance
ClaudeClaude
1.Dependency-Track
2.Sonatype SBOM Portal
3.Anchore Enterprise
4.BlackDuck Hub
5.Jenkins

+4 more

GeminiGemini
1.CycloneDX
2.SPDX
3.Dependency-Track
4.Scribe Security
5.FOSSA

+8 more

AI OverviewsAI Overviews
1.Sonatype
2.Syft
3.Trivy
4.Sonatype SBOM Manager
5.Anchore Enterprise

+3 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.

Apiiro

apiiro.com

Web1 ref

wiz.io

wiz.io

Web1 ref

transcend.io

transcend.io

Web1 ref

Mindgard AI Security

mindgard.ai

Web1 ref

Datadog

datadoghq.com

Web1 ref

LevelBlue

levelblue.com

Web1 ref

FairNow

fairnow.ai

Web1 ref

National Institute of Standards and Technology (.gov)

nist.gov

Gov1 ref

Emerging Risks in Third-Party AI Solutions and How to Help ...

levelblue.com

Web1 ref

Securing and Understanding the Risk of Third-Party AI Use

kpmg.com

Web1 ref

Best practices for managing third-party AI risk - Transcend.io

transcend.io

Web1 ref

7 AI Security Tools to Prepare You for Every Attack Phase - Wiz

wiz.io

Web1 ref

7 Serious AI Security Risks and How to Mitigate Them - Wiz

wiz.io

Web1 ref

How to Reduce the Risk of Using External AI Models in Your SDLC

legitsecurity.com

Web1 ref

AI Security Posture Management (AI-SPM)

orca.security

Web1 ref
Brand Identity

Brand Voice & Style

How AI perceives Manifest's communication style and personality

Manifest communicates with confident authority on complex cybersecurity topics while remaining accessible and practical. The brand voice balances technical expertise with clarity, avoiding jargon overload while demonstrating deep domain knowledge. There's an underlying sense of urgency about supply chain security risks, but the tone remains solution-oriented and empowering rather than fear-mongering. The brand positions itself as a trusted partner for security teams navigating regulatory complexity.

Core Tone Traits

Authoritative & Expert

Demonstrates deep knowledge of software supply chain security, compliance frameworks, and emerging AI risks

Clear & Accessible

Explains complex technical concepts in straightforward terms without dumbing down the content

Solution-Oriented

Focuses on practical outcomes and measurable results rather than dwelling on problems

Trustworthy & Reliable

Builds confidence through specificity, data points, and a professional demeanor suited for regulated industries

Visual Identity

Primary

#1EBCE2

Secondary

#FFFFFF

Accent

#0A1628

Background

#FFFFFF

Foreground

#111111

Backing

Investors

H
Homebrew

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 2, 2026.

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Frequently asked questions

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

Manifest is a software supply chain security platform that provides complete visibility and transparency into software components, AI models, and third-party risks. The company automates SBOM (Software Bill of Materials) generation, manages AI and third-party risks, and enables continuous compliance at scale for highly regulated organizations.

Manifest provides universal technology transparency by enabling organizations to secure their entire software supply chain in one platform—from the code they build to the tools and AI models they buy—with automated SBOM generation, continuous vulnerability monitoring, and compliance management that deploys in 90 seconds.

AI Visibility Score

Manifest has an AI visibility score of 8/100, rated as invisible. This score reflects how often and how prominently Manifest appears in responses from AI assistants like ChatGPT, Claude, and Gemini.

AI Perception Summary

Manifest holds a commanding lead in brand-specific identity and high-speed AppSec resonance, yet it is dangerously absent from the high-stakes regulatory and compliance conversations that drive enterprise procurement. While the brand dominates its own 'vibe check' at the #1 spot in AI Overviews, it is being systematically excluded from critical medical device and federal compliance queries where competitors like Snyk and Anchore are already entrenched.

Strengths

  • Exceptional 50% mention rate among Speed-Obsessed AppSec Leads, indicating strong technical mindshare.
  • Absolute authority on brand-specific queries, securing the #1 position in AI Overviews for brand identity.
  • High-intent performance for 'managing and sharing SBOMs' with a #2 ranking on Gemini and #7 on AI Overviews.

Visibility Gaps

  • Near-zero visibility in Federal and Medical GRC sectors, failing to appear in high-intent regulatory compliance queries.
  • Complete absence in the emerging AI and Third-Party Risk Oversight category, a missed opportunity as the market shifts toward AI security.
  • Significant mention volume deficit compared to competitors like Snyk and Syft, who appear up to three times more frequently across all platforms.

Competitors in AI Recommendations

  • Snyk: 30 mentions
  • Syft: 27 mentions
  • Anchore: 22 mentions
  • Anchore Enterprise: 19 mentions
  • CycloneDX: 16 mentions
  • Jenkins: 15 mentions
  • Trivy: 15 mentions
  • GitHub Actions: 14 mentions
  • Black Duck: 13 mentions
  • Sigstore: 13 mentions
  • SPDX: 12 mentions
  • Grype: 11 mentions
  • Dependency-Track: 10 mentions
  • GitLab: 10 mentions
  • Synopsys: 9 mentions

Categories: Cybersecurity

Tags: Startups