Pendium
Manifest
Manifest
Visibility11
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
11/100

Invisible

Sentiment Score
79/100
Score by Reach

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
11
adjacent
18
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.

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 reach level — from core brand queries to growth opportunities.

ChatGPTChatGPT
ClaudeClaude
GeminiGemini
AI OverviewsAI Overviews

Reputation

Brand recognition & direct queries

0
0
0
31

Core Topics

Product/service category queries

70
14
28
16

Growth Areas

Adjacent, aspirational & visionary

—
—
—
—
Competitive Landscape
Snyk
30 mentions
Syft
27 mentions
Anchore
22 mentions
Anchore Enterprise
19 mentions
CycloneDX
16 mentions
Jenkins
15 mentions
Loading visibility matrix...
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
Competitive Landscape

Competitive Landscape

Brands and products that AI platforms mention alongside or instead of Manifest.

1Snyk30 mentions
2Syft27 mentions
3Anchore22 mentions
4Anchore Enterprise19 mentions
5CycloneDX16 mentions
6Jenkins15 mentions
7Trivy15 mentions
8GitHub Actions14 mentions
9Black Duck13 mentions
10Sigstore13 mentions
11Manifest6 mentions
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

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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