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

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Kodra

Visibility0

Vibe88

Businesses/Enterprise Software/Kodra

AI Visibility & Sentiment

Kodra

Kodra is an enterprise automation platform that auto-builds and maintains custom integrations and workflows for legacy software systems. Built by engineers from Stanford, Microsoft, Meta, Waymo, Caltech, and Google, Kodra enables interoperability across software stacks, bringing workflow automations to production 10x faster than traditional methods.

Active Monitoring

kodra.ai

Enterprise Software Startups

AI Visibility Score

0/100

Invisible

Sentiment Score

88/100

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 Kodra today.

Kodra currently exists as a 'known ghost' within the AI landscape, where models can identify the brand upon direct inquiry but never suggest it as a solution for enterprise automation challenges. While competitors like UiPath and Blue Prism dominate the narrative for legacy system modernization, Kodra is completely bypassed during the critical discovery phase where IT Directors and RPA Specialists seek integration tools.

Value Proposition

Automate legacy software 10x faster with auto-built custom integrations and workflows that work with or without APIs, enabling sales engineering, back office automations, and AI agent integrations

Overview

Mission

Enabling interoperability for all software in your stack, bringing workflow automations to production at record speed

Products & Services

Legacy software automation platformSolutions engineering integration toolsLegacy RPA (Robotic Process Automation)AI agent integration capabilitiesCustom workflow automation

Current State

Visibility Landscape

A high-level view of how Kodra 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	0	0	0
Core Topics Product/service category queries	0	0	0	0
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

UiPath

37 mentions

Blue Prism

28 mentions

Automation Anywhere

27 mentions

Workato

16 mentions

Selenium

13 mentions

pywinauto

13 mentions

Loading visibility matrix...

Analysis

Insights & Recommended Actions

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

Key Findings

Strength

The brand maintains a perfect 100% recognition rate during direct 'vibe check' queries across ChatGPT, Claude, and Gemini, indicating that the foundation of the brand is indexed within the models' training data.

Strength

Sentiment remains positive across all platforms when the brand is specifically surfaced, suggesting a lack of negative bias or controversy in the underlying training sets.

Gap

Zero visibility across high-intent legacy modernization queries, including 'how to automate data entry for an old windows app' and 'connecting legacy mainframes to cloud systems.'

Recommended Actions

Execute a 'Category Authority' content blitz focused on legacy-to-cloud modernization and AI agent connectivity.

Kodra is indexed but not retrieved for solution-based queries; publishing structured data and deep-dives on these specific problems will force the models to associate the brand with the solution.

Develop and optimize 'Kodra vs. UiPath' and 'Kodra vs. Blue Prism' comparison architectures.

Competitors are capturing 30%+ mention rates. By positioning Kodra directly against these leaders in public-facing documentation, we trigger the LLMs' association logic during vendor comparison queries.

Optimize technical documentation for the 'RPA Specialist' persona, specifically targeting 'workflow automation' and 'scraping' keywords.

The data shows specialists are currently being directed to Selenium and Python libraries; Kodra must offer a low-code/pro-code bridge that AI models can recommend as an alternative.

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

Legacy System Modernization & Integration(3 queries)

“how to automate data entry for an old windows app that doesn't have an API”

0/4 platforms mentioned

Core

ChatGPT

1.Windows

2.FlaUI

3.WinAppDriver

4.Selenium

5.pywinauto

+15 more

Claude

1.UIAutomation

2.Python

3.pywinauto

4.C#

5.PowerShell

+8 more

Gemini

1.UiPath

2.Automation Anywhere

3.Blue Prism

4.AutoIt

5.pyautogui

+1 more

AI Overviews

1.Microsoft Learn

2.Acuvate software

3.Microsoft Power Automate Desktop

4.Windows

5.UiPath Community Edition

+6 more

“best ways to connect legacy mainframe systems to modern cloud workflows without manual coding”

0/4 platforms mentioned

Core

The Strategic Enterprise IT Director · Director of IT Infrastructure

ChatGPT

1.z/OS Connect

2.CICS TS

3.Kafka

4.Confluent

5.Qlik Replicate

+27 more

Claude

1.MuleSoft Anypoint Platform

2.MuleSoft

3.IBM Integration Bus

4.IBM App Connect

5.Boomi

+6 more

Gemini

1.MuleSoft

2.MuleSoft Anypoint Platform

3.CICS

4.IMS

5.MQ

+12 more

AI Overviews

1.Exalate

2.Superblocks

3.Snowflake

4.BigQuery

5.Adaptigent Adaptive Integration Fabric

+25 more

“what tools can scrape and automate legacy enterprise software besides the usual RPA stuff”

0/4 platforms mentioned

Core

The Strategic Enterprise IT Director · Director of IT Infrastructure

ChatGPT

1.Rocket BlueZone

2.Micro Focus Rumba

3.Attachmate Reflection

4.Zowe

5.IBM z/OS Connect

+47 more

Claude

1.MuleSoft Anypoint Platform

2.Apache Camel

3.UiPath

4.Boomi

5.Dell

+6 more

Gemini

1.MuleSoft Anypoint Platform

2.MuleSoft

3.Dell Boomi

4.Workato

5.Microsoft Power Automate

+16 more

AI Overviews

1.UiPath

2.Blue Prism

3.Playwright

4.Puppeteer

5.Chrome

+13 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.

pywinauto

pywinauto.readthedocs.io

Web1 ref

FlaUI

flaui.dev

Web1 ref

WinAppDriver

github.com

Code1 ref

AutoHotkey

autohotkey.com

Web1 ref

SikuliX

sikulix.com

Social1 ref

Best 5 RPA Tools for Business Automation in 2025 and Beyond

acuvate.com

Web1 ref

TOP 10 RPA Tools in 2025 - Octoparse AI

octoparse.ai

Web1 ref

Types of process automation to consider for a Power ...

learn.microsoft.com

Web1 ref

Power Automate - Free download and install on Windows - Microsoft Store

apps.microsoft.com

Web1 ref

Python code to automate desktop activities in windows

stackoverflow.com

Web1 ref

How to automate desktop applications on Windows ... - Reddit

reddit.com

Forum1 ref

Want to interact with windows applications using python

stackoverflow.com

Web1 ref

Automate Web Browser and Windows Application using Python

reddit.com

Forum1 ref

20 Libraries for Automation with Python | by Yancy Dennis

python.plainenglish.io

Web1 ref

Unveiling the Secret to Automate Old Unruly Windows ...

youtube.com

Video1 ref

Competitive Landscape

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

UiPath37 mentions

Blue Prism28 mentions

Automation Anywhere27 mentions

Workato16 mentions

Selenium13 mentions

pywinauto13 mentions

pyautogui13 mentions

MuleSoft13 mentions

Zapier13 mentions

MuleSoft Anypoint Platform12 mentions

Kodra0 mentions

Brand Identity

Brand Voice & Style

How AI perceives Kodra's communication style and personality

Kodra communicates with confident technical authority while remaining accessible to business decision-makers. The brand voice emphasizes speed, efficiency, and innovation, using precise language that conveys deep engineering expertise without being overly complex. There's an underlying tone of disruption—challenging the status quo of slow, manual integration work. The messaging is direct, benefit-focused, and backed by credibility signals from prestigious tech backgrounds.

Core Tone Traits

Technically Authoritative

Speaks with deep engineering expertise, backed by credentials from top tech companies

Results-Driven

Focuses on tangible outcomes like 10x speed improvements and production-ready solutions

Confidently Innovative

Positions as a disruptor solving problems others haven't addressed

Accessible Professional

Makes complex technical concepts understandable without dumbing them down

Backing

Investors

Floodgate

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.

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Frequently asked questions

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Automate legacy software 10x faster with auto-built custom integrations and workflows that work with or without APIs, enabling sales engineering, back office automations, and AI agent integrations

AI Visibility Score

Kodra has an AI visibility score of 0/100, rated as invisible. This score reflects how often and how prominently Kodra appears in responses from AI assistants like ChatGPT, Claude, and Gemini.

AI Perception Summary

Strengths

The brand maintains a perfect 100% recognition rate during direct 'vibe check' queries across ChatGPT, Claude, and Gemini, indicating that the foundation of the brand is indexed within the models' training data.
Sentiment remains positive across all platforms when the brand is specifically surfaced, suggesting a lack of negative bias or controversy in the underlying training sets.

Visibility Gaps

Zero visibility across high-intent legacy modernization queries, including 'how to automate data entry for an old windows app' and 'connecting legacy mainframes to cloud systems.'
Total absence from the 'Strategic Enterprise IT Director' and 'RPA Specialist' personas, who are instead being directed toward established competitors and open-source libraries like pywinauto.
Failure to appear in next-gen automation queries regarding AI agent access to legacy enterprise apps, a crucial emerging category where Kodra should naturally lead.

Competitors in AI Recommendations

UiPath: 37 mentions
Blue Prism: 28 mentions
Automation Anywhere: 27 mentions
Workato: 16 mentions
Selenium: 13 mentions
pywinauto: 13 mentions
pyautogui: 13 mentions
MuleSoft: 13 mentions
Zapier: 13 mentions
MuleSoft Anypoint Platform: 12 mentions
Playwright: 11 mentions
Boomi: 10 mentions
Microsoft Power Automate Desktop: 9 mentions
AutoIt: 9 mentions
AutoHotkey: 9 mentions

Categories: Enterprise Software

Tags: Startups