What does "AI visibility" mean for my business?

When someone asks ChatGPT, Claude, or Gemini "what is the best..." or "where can I find...", AI gives specific recommendations. AI visibility is a measure of how often — and how positively — these AI platforms mention your business. It's the new version of being on the first page of Google, except now there are no pages — just one answer.

Which AI platforms do you monitor?

Pendium monitors ChatGPT, Claude, Gemini, Grok, Perplexity, DeepSeek, and Google AI Overviews — seven major AI platforms that consumers use to research local services. We run real queries that your customers actually ask and analyze the responses for mentions of your business, competitors, and industry topics.

How does Pendium improve my visibility?

Three ways. First, we identify the exact queries and topics where you're invisible. Second, we generate AI-optimized content — articles, guides, social posts — designed to help AI agents understand your business and recommend your services to the right people. Third, we continuously monitor to track improvement and find new opportunities. Most clients see measurable improvement within 60 days.

How long until I see results?

You'll get your first visibility report within minutes of signing up. Actual visibility improvement varies, but our clients typically see a 47% average improvement within 60 days. Some see results faster — it depends on your current online presence and how competitive your local market is.

Do I need to be technical to use this?

Not at all. Enter your website URL and Pendium handles everything: scanning AI platforms, analyzing your visibility, generating content, and tracking improvement. The dashboard is designed for business owners, not engineers. If you can check your email, you can use Pendium.

What makes this different from SEO?

Traditional SEO optimizes for Google's search rankings — blue links on a results page. AI visibility is different: AI doesn't show links, it gives direct answers. Even if you rank #1 on Google, ChatGPT might recommend a competitor. Pendium optimizes for the new paradigm — making sure AI platforms know about, trust, and recommend your business.

Pricing

Get a demo

Ampersand

Visibility33

Vibe89

Businesses/Software/Ampersand

AI Visibility & Sentiment

Ampersand

Ampersand is a deep integration platform designed for product developers to build enterprise-grade CRM and ERP integrations. The platform enables bi-directional, customer-configurable integrations through code rather than drag-and-drop editors, helping engineering teams ship native product integrations faster.

Active Monitoring

withampersand.com

Software

AI Visibility Score

33/100

Low

Sentiment Score

89/100

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

adjacent

AI Perception

Key Takeaways

How AI platforms collectively perceive and describe Ampersand today.

Ampersand has secured a strategic advantage in Google's AI Overviews for complex integration strategies, yet this technical authority is completely missing from the ChatGPT ecosystem. This visibility gap, combined with a total absence in DevOps maintenance queries, creates a massive opening for legacy incumbents and niche rivals to capture early-stage research where Ampersand is currently silent.

Value Proposition

Take the guesswork out of building complex native product integrations with a declarative framework that's composable, version-controllable, and works with your CI/CD pipeline

Overview

Mission

To be the first developer platform that gets integrations right, enabling product teams to build enterprise-grade integrations without the complexity

Products & Services

Deep integration platform for native product integrationsOpen-source connectors library for B2B applicationsBi-directional data sync APIsDevOps automation for integration maintenanceAuth token management and proxy API

Current State

Visibility Landscape

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

	ChatGPT	Claude	Gemini	AI Overviews
Reputation Brand recognition & direct queries	0	24	35	47
Core Topics Product/service category queries	0	22	37	44
Growth Areas Adjacent, aspirational & visionary	—	—	—	—

ChatGPT

Claude

Gemini

AI Overviews

Reputation

Brand recognition & direct queries

Core Topics

Product/service category queries

Growth Areas

Adjacent, aspirational & visionary

—

Competitive Landscape

Salesforce

51 mentions

HubSpot

39 mentions

Paragon

27 mentions

Datadog

23 mentions

GitHub Actions

23 mentions

Workato

23 mentions

Loading visibility matrix...

Analysis

Insights & Recommended Actions

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

Key Findings

Strength

Dominant performance in AI Overviews for Native Integration Strategy and Integration Platform Trust queries, peaking at ranks 1 and 2.

Strength

High resonance with Implementation-Focused Backend Developers, achieving a 44 percent mention rate that significantly outperforms the brand average.

Strength

Strong brand recognition in Gemini, holding the number 1 rank for brand-specific vibe checks and positive sentiment.

Recommended Actions

Remediate the ChatGPT visibility gap by seeding technical documentation and architectural blueprints across high-authority developer communities.

Invisibility on the most-used LLM represents a critical failure in the brand's ability to influence technical decision-making.

Launch a targeted DevOps for Integrations content initiative to capture the 0 percent visibility Maintenance query segment.

Owning the maintenance narrative differentiates Ampersand from competitors who only focus on the initial build phase.

Develop PM-focused ROI case studies optimized for strategic integration queries to increase influence among the 15 percent visibility segment.

Product Managers are key decision-makers; increasing visibility with this persona is essential for mid-market and enterprise expansion.

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.

ChatGPT

Claude

Gemini

AI Overviews

Native Integration Strategy(3 queries)

“best way to build native salesforce and hubspot integrations for my b2b saas app”

1/4 platforms mentioned

Core

ChatGPT

1.Salesforce

2.HubSpot

3.AWS Secrets Manager

4.HashiCorp Vault

5.Google Secret Manager

+19 more

Claude

1.Salesforce

2.HubSpot

3.jsforce

4.simple-salesforce

5.python-salesforce

+12 more

Gemini

1.Salesforce

2.HubSpot

3.Merge

4.Pipedrive

5.Nango

+10 more

AI Overviews

1.Salesforce

2.HubSpot

3.Ampersand

4.Paragon

5.Pandium

+6 more

“how to implement bi-directional data sync with crms without using a drag and drop editor”

2/4 platforms mentioned

Core

The Scalability-Focused CTO · Chief Technology Officer

ChatGPT

1.GitHub Actions

2.Terraform

3.Salesforce

4.HubSpot

5.Dynamics

+31 more

Claude

1.Terraform

2.Kafka

3.AWS EventBridge

4.Salesforce

5.HubSpot

+8 more

Gemini

1.Merge

2.Workato

3.Nango

4.Terraform

5.Temporal.io

8.Ampersand

+5 more

AI Overviews

1.Ampersand

2.Stacksync

3.Salesforce

4.HubSpot

5.Postgres

+4 more

“recommend some open source connector libraries for b2b software”

2/4 platforms mentioned

Adjacent

The Scalability-Focused CTO · Chief Technology Officer

ChatGPT

1.Airbyte

2.Python

3.Java

4.Helm

5.Kubernetes

+25 more

Claude

1.Airbyte

2.Terraform

3.Apache Kafka Connect

4.Meltano

5.Singer

+2 more

Gemini

1.Merge

2.Workato

3.Nango

4.TypeScript

5.GitHub

13.Ampersand

+15 more

AI Overviews

1.Airbyte

2.Salesforce

3.HubSpot

4.Stripe

5.Meltano

8.Ampersand

+7 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.

withampersand.com

Web1 ref

Best way to build CRM integrations (Salesforce, Hubspot ...

reddit.com

Forum1 ref

The 8 Best Embedded iPaaS Providers in 2025 - Ampersand

withampersand.com

Web1 ref

Step by Step Guide to building a native HubSpot API integration

nango.dev

Web1 ref

Best Embedded iPaaS Solutions in 2026: Complete Guide

pandium.com

Web1 ref

Embedded iPaaS vs Unified API | Paragon Blog

useparagon.com

Web1 ref

HubSpot and Salesforce Sync: The Complete Guide to Bi-Directional ...

stacksync.com

Web1 ref

How to Integrate Your SaaS Product with Salesforce - Ad Labz

adlabz.co

Web1 ref

The Complete Manual for Salesforce and HubSpot Integration

techforceservices.com

Web1 ref

Maximize Business Potential: HubSpot & Salesforce Integration Guide

srpro.marketing

Web1 ref

8 Salesforce Integration Best Practices Every Developer ...

youtube.com

Video1 ref

HubSpot vs Salesforce Integration: Native Connector or iPaaS?

equanax.com

Social1 ref

about.gitlab.com

Web1 ref

How to keep up with CI/CD best practices - GitLab

about.gitlab.com

Web1 ref

The Complete Guide to CI/CD Pipeline Monitoring - Splunk

splunk.com

Web1 ref

Competitive Landscape

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

Salesforce51 mentions

HubSpot39 mentions

Paragon27 mentions

Datadog23 mentions

GitHub Actions23 mentions

Workato23 mentions

Terraform22 mentions

Merge20 mentions

Nango19 mentions

Ampersand19 mentions

Prometheus18 mentions

Brand Identity

Brand Voice & Style

How AI perceives Ampersand's communication style and personality

Ampersand communicates with a developer-first, technically confident voice that respects the intelligence of its engineering audience. The tone is direct and practical, avoiding marketing fluff in favor of concrete technical benefits. There's an underlying sense of empathy for the pain points developers face with integrations, combined with quiet confidence that Ampersand solves these problems elegantly. The brand uses code examples and technical specifics to demonstrate value rather than relying on abstract promises.

Core Tone Traits

Developer-First & Technical

Speaks the language of engineers with code examples, technical terminology, and respect for developer workflows

Direct & No-Nonsense

Gets straight to the point without marketing jargon, focusing on concrete capabilities and outcomes

Confident & Authoritative

Demonstrates deep expertise in integration challenges while backing claims with specific features

Empathetic & Problem-Aware

Shows understanding of developer pain points around building and maintaining integrations

Backing

Investors

Blue Moon

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 February 27, 2026.