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

Sonarly

Visibility0

Vibe71

Businesses/Software/Sonarly

AI Visibility & Sentiment

Sonarly

Sonarly is a Y Combinator-backed AI-powered platform that transforms noisy production alerts into actionable bug reports with automatic pull request fixes. It connects to existing observability tools like Sentry, Datadog, and Grafana to triage alerts, identify root causes, and generate code fixes autonomously.

Active Monitoring

sonarly.com

Software YC25-26

AI Visibility Score

0/100

Invisible

Sentiment Score

71/100

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

adjacent

aspirational

AI Perception

Key Takeaways

How AI platforms collectively perceive and describe Sonarly today.

Sonarly is currently a ghost in the AI-driven discovery landscape, appearing in fewer than 10% of critical industry conversations while competitors like PagerDuty and Datadog dominate the narrative. The most striking finding is a localized success on Google Gemini where the brand maintains a high average position of 2.0, suggesting a narrow but potent data footprint that hasn't yet scaled to ChatGPT or Claude.

Working in your favor

Exceptional performance on Google Gemini with a 17% mention rate and a prime average position of 2.0.

Strong resonance with the Technical Researcher persona, achieving a 43% mention rate and position 6.0, indicating the brand is indexed in deep technical documentation.

Perfect 100% visibility for brand-direct vibe checks across ChatGPT, Claude, and AI Overviews, confirming that the LLMs are aware of the brand's identity even if they don't recommend it in category searches.

Gaps to close

Total absence for the 'Overwhelmed SRE Lead' and 'Efficiency-Obsessed Startup CTO' personas, leaving the highest-intent buyers completely unreached.

Zero visibility in ChatGPT and AI Overviews for discovery queries, representing a massive loss in market share for incident management and triage software searches.

Critical failure to appear in queries regarding 'Alert Fatigue' and 'Root Cause Analysis,' which are the primary pain points Sonarly is designed to solve.

Opportunities

Capitalize on existing Gemini visibility by reverse-engineering the technical documentation or citations that are driving those high-rankings.

Target the 'Observability Stack Modernization' niche where Claude and Gemini are already beginning to recognize Sonarly's relevance.

Bridge the gap between brand awareness and category discovery by creating comparison content that benchmarks Sonarly against PagerDuty and Datadog.

Highest-Impact Actions

Execute a Technical SEO and LLM-seeding campaign focused on 'Alert Fatigue' and 'Automated Incident Remediation.'

Sonarly is currently being bypassed for its core value propositions; seeding authoritative case studies into AI-indexed repositories will help capture these high-intent queries.

Optimize content for the SRE Lead persona by publishing deep-dive technical documentation on root cause analysis.

With 0% visibility among SRE Leads, the brand is missing the primary decision-maker in the sales cycle.

Investigate and amplify the data sources fueling Gemini's top-tier rankings.

Gemini is the only platform where Sonarly is a leader (avg pos 2.0); identifying these sources allows for a blueprint to be replicated across ChatGPT and Claude.

Value Proposition

Cut alert resolution time by 10x through AI-powered triage, root cause analysis, and automatic PR generation—eliminating manual alert handling and context switching

Overview

Mission

Stop wasting time on production alerts by automating the entire journey from alert to fix with AI agents

Products & Services

AI-powered alert triage and deduplicationAutomated root cause analysisAutomatic pull request generation with fixesMulti-platform observability integrations (Sentry, Datadog, Grafana, GCP)Slack and Discord notifications

Current State

Visibility Landscape

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

	ChatGPT	Claude	Gemini	AI Overviews
Reputation1q Brand recognition & direct queries	97	97	70	97
“What do you know about Sonarly? What do they do and what's their reputation?”	#1	#1	Yes	#1
Core2q Product/service category queries	0	0	0	0
“best reviewed incident management and alert triage software right now”	No	No	No	No
“best ways to deduplicate and triage production alerts automatically”	—	No	No	No
Growth Areas3q Adjacent, aspirational & visionary	0	23	71	0
“how to deal with alert fatigue in a growing dev team, any specific tools to help?”	No	No	#2	No
“is there an ai that can do root cause analysis and actually write the code fix”	No	No	No	No
“best ai agents for devops and sre teams to use in 2026”	—	#14	#2	No

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

Yes

“best reviewed incident management and alert triage software right now”

“best ways to deduplicate and triage production alerts automatically”

—

“how to deal with alert fatigue in a growing dev team, any specific tools to help?”

“is there an ai that can do root cause analysis and actually write the code fix”

“best ai agents for devops and sre teams to use in 2026”

—

#14

Competitive Landscape

PagerDuty

30 mentions

Datadog

25 mentions

BigPanda

21 mentions

OpsGenie

19 mentions

Incident.io

19 mentions

Prometheus

18 mentions

Slack

17 mentions

Rootly

17 mentions

Sentry

14 mentions

Atlassian

13 mentions

Sonarly

3 mentions

Analysis

Insights & Recommended Actions

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

Key Findings

Strength

Exceptional performance on Google Gemini with a 17% mention rate and a prime average position of 2.0.

Strength

Strong resonance with the Technical Researcher persona, achieving a 43% mention rate and position 6.0, indicating the brand is indexed in deep technical documentation.

Strength

Recommended Actions

Execute a Technical SEO and LLM-seeding campaign focused on 'Alert Fatigue' and 'Automated Incident Remediation.'

Sonarly is currently being bypassed for its core value propositions; seeding authoritative case studies into AI-indexed repositories will help capture these high-intent queries.

Optimize content for the SRE Lead persona by publishing deep-dive technical documentation on root cause analysis.

With 0% visibility among SRE Leads, the brand is missing the primary decision-maker in the sales cycle.

Investigate and amplify the data sources fueling Gemini's top-tier rankings.

Gemini is the only platform where Sonarly is a leader (avg pos 2.0); identifying these sources allows for a blueprint to be replicated across ChatGPT and Claude.

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

Alert Fatigue Reduction & Triage(2 queries)

“how to deal with alert fatigue in a growing dev team, any specific tools to help?”

0/4 platforms mentioned

Adjacent

ChatGPT

1.PagerDuty

2.OpsGenie

3.Atlassian

4.Jira

5.Slack

+23 more

Claude

1.PagerDuty

2.Opsgenie

3.Atlassian

4.Incident.io

5.Grafana OnCall

+7 more

Gemini

1.PagerDuty

2.Opsgenie

3.Atlassian

4.Jira

5.Splunk On-Call

+12 more

AI Overviews

1.Dropzone AI

2.Slack

3.LogicMonitor

4.Rootly

5.PagerDuty

+3 more

“best ways to deduplicate and triage production alerts automatically”

0/3 platforms mentioned

Core

The Overwhelmed SRE Lead · Lead Site Reliability Engineer

Claude

1.Prometheus

2.Thanos

3.Telegraf

4.InfluxDB

5.PagerDuty

+7 more

Gemini

1.Terraform

2.K8s

3.Datadog

4.PagerDuty

5.BigPanda

+9 more

AI Overviews

1.PagerDuty

2.Opsgenie

3.GitHub

4.Dependabot

5.BigPanda

+4 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.

Best Tools for On‑Call Engineers to Reduce Alert Fatigue - Rootly

rootly.com

Sonarly

Key Takeaways

Visibility Landscape

Insights & Recommended Actions

Sample Conversations

Citations

Brand Voice & Style

Investors

Engineer content that makes AI agents recommend you

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Start gettingrecommended by AI.

Frequently asked questions

Sonarly

Key Takeaways

Visibility Landscape

Insights & Recommended Actions

Sample Conversations

Citations

Brand Voice & Style

Investors

Engineer content that makes AI agents recommend you

Explore Software

Start gettingrecommended by AI.

Frequently asked questions

Start getting
recommended by AI.

Start getting
recommended by AI.