Kodra

Visibility0

Vibe88

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

AI Perception

Summary

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

Agent Breakdown

AI Platforms

How often do different AI platforms reference Kodra?

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Conversation Analysis

Topics

What conversations is Kodra included in — or excluded from?

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Buyer Personas

Personas

Who does each AI platform recommend Kodra to, and when?

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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

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

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

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

AI Agent & Next Gen Automation Deployment(1 query)

“best way to give an AI agent access to legacy enterprise apps so it can actually perform tasks”

0/4 platforms mentioned

ChatGPT

1.UiPath

2.Blue Prism

3.Automation Anywhere

4.Zowe

5.IBM

+29 more

Claude

1.Kong

2.AWS API Gateway

3.Selenium

4.Playwright

5.Puppeteer

+11 more

Gemini

1.Apigee

2.Google Cloud

3.Amazon API Gateway

4.Azure API Management

5.Spring Boot

+20 more

AI Overviews

1.Klover.ai

2.Xenoss

3.FastMCP

4.MuleSoft

5.Microsoft Power Platform

+4 more

Sales & Solutions Engineering Efficiency(1 query)

“how can my solutions engineering team build custom integrations faster for client demos”

0/4 platforms mentioned

ChatGPT

1.Node

2.Python

3.Docker

4.ngrok

5.Postman

+34 more

Claude

1.Salesforce

2.HubSpot

3.Stripe

4.Zapier

5.Make.com

+10 more

Gemini

1.Zapier

2.Make

3.Integromat

4.Workato

5.Microsoft Power Automate

+27 more

AI Overviews

1.Prismatic

2.Merge

3.Maesn

4.Zapier

5.Make

+6 more

Category Trust & Vendor Comparison(1 query)

“top rated legacy software automation platforms for 2026”

0/4 platforms mentioned

ChatGPT

1.UiPath

2.Automation Anywhere

3.IQ Bot

4.Microsoft Power Automate

5.Power Automate Desktop

+23 more

Claude

1.UiPath

2.Automation Anywhere

3.Blue Prism

4.PEGA

5.Pegasystems

+9 more

Gemini

1.Tricentis Tosca

2.SAP

3.Broadcom

4.CA Technologies

5.Broadcom DX Operational Intelligence

+16 more

AI Overviews

1.UiPath

2.SS&C Blue Prism

3.Automation Anywhere

4.Boomi

5.Microsoft Power Automate

+7 more

Analysis

Key Insights

What AI visibility analysis reveals about this brand

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.'

Gap

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.

Gap

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.

Opportunity

Displace open-source tools like pyautogui and pywinauto by positioning Kodra as the enterprise-grade, secure alternative for legacy automation.

Opportunity

Capture 'Solution Engineering' mindshare by creating technical documentation that explicitly addresses custom integration building, a category currently dominated by Workato and MuleSoft.

Technical Health

Site Health for AI Visibility

How well Kodra's website is optimized for AI agent discovery and comprehension.

84/100

13 passed 4 warnings 2 issues

Audited 2/27/2026

Crawlability96

Can AI bots find your pages?

Technical96

SSL, mobile, doctype basics

On-Page SEO71

Titles, descriptions, headings

Content Quality60

Word count, depth, freshness

Schema Markup85

Structured data for AI comprehension

Social & OG82

Open Graph, Twitter cards

AI Readability100

How well AI can parse your content

Critical Issues

Page has no H1 heading

Add a single H1 tag as the main page heading.

Content is too thin

Expand your content to at least 300-500 words with valuable information.

Warnings

2 render-blocking resource(s) detected

Consider deferring or async-loading non-critical scripts and stylesheets.

Title is too short (18 characters)

Expand the title to 50-60 characters with descriptive keywords.

Meta description is too short (12 characters)

Expand the description to 150-160 characters with a clear value proposition.

Few headings on page

Add more H2 and H3 headings to organize content into sections.

Few internal links on this page

Add more internal links to related pages on your site.

+ 1 more warnings

Want a full technical audit with AI-specific recommendations?

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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

Competitive Landscape

Related Ecosystem

Related products and services that AI mentions in conversations 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

Source Intelligence

Citations

Sources that AI assistants cite. Getting featured here improves visibility.

pywinauto

https://pywinauto.readthedocs.io/

Referenced in 2 queries

Review

FlaUI

https://flaui.dev/

Referenced in 1 query

Review

WinAppDriver

https://github.com/microsoft/WinAppDriver

Referenced in 2 queries

Pitch Story

AutoHotkey

https://www.autohotkey.com/

Referenced in 1 query

Review

SikuliX

https://sikulix.com/

Referenced in 1 query

Pitch Story

Best 5 RPA Tools for Business Automation in 2025 and Beyond

https://acuvate.com/blog/best-5-rpa-tools-for-enterprise-automation/

Referenced in 1 query

Review

TOP 10 RPA Tools in 2025 - Octoparse AI

https://www.octoparse.ai/blog/top-rpa-tools

Referenced in 1 query

Review

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

https://learn.microsoft.com/en-us/power-automate/guidance/planning/various-types-process-automation

Referenced in 1 query

Review

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

https://apps.microsoft.com/detail/9nftch6j7fhv?hl=en-US&gl=US

Referenced in 1 query

Review

Python code to automate desktop activities in windows

https://stackoverflow.com/questions/11825322/python-code-to-automate-desktop-activities-in-windows

Referenced in 1 query

Join Discussion

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

https://www.reddit.com/r/softwaretesting/comments/1fj6n9y/how_to_automate_desktop_applications_on_windows/

Referenced in 1 query

Join Discussion

Want to interact with windows applications using python

https://stackoverflow.com/questions/63549848/want-to-interact-with-windows-applications-using-python

Referenced in 1 query

Join Discussion

Content Engineering

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.

Impact: High

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.

Impact: High

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.

Impact: Medium

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Backing

Investors

Floodgate

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