Crow

Visibility7

Vibe38

AI Visibility & Sentiment

Crow

Crow is a Y Combinator-backed AI agent platform that enables businesses to add conversational chat interfaces to their applications. The platform connects to existing products via OpenAPI or MCP, allowing users to interact through natural language instead of traditional menu navigation.

Active Monitoring

usecrow.ai

Software YC25-26

AI Visibility Score

7/100

Invisible

Sentiment Score

38/100

AI Perception

Summary

Crow is currently a ghost in the AI development conversation, yielding the entire 'chat-first experience' market to competitors like LangChain and Vercel AI SDK who dominate every major platform. The most critical discovery is that Crow's only visibility—a narrow presence in Claude—is currently plagued by negative sentiment, suggesting that AI models are actively recommending against the brand or citing it as a legacy solution.

Value Proposition

Go live in days with a reliable AI chat agent that connects to your existing APIs, adapts as your product changes, and provides full visibility into every conversation—without months of internal development

Overview

Mission

Help companies transform from traditional dashboard-first products to chat-first experiences, making products AI-native from the ground up

Products & Services

Embeddable AI chat widgetOpenAPI and MCP integrationKnowledge base managementIdentity verification and user authenticationEnterprise deployment with SSO and compliance

Agent Breakdown

AI Platforms

How often do different AI platforms reference Crow?

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Conversation Analysis

Topics

What conversations is Crow included in — or excluded from?

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Buyer Personas

Personas

Who does each AI platform recommend Crow 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

Modernizing Product Navigation With AI(3 queries)

“how can i turn my web app into a chat-first experience instead of just menus and dashboards”

0/3 platforms mentioned

Claude

1.Voiceflow

2.Intercom

3.Drift

4.OpenAI Assistants API

5.LangChain

+1 more

Gemini

1.Raycast

2.Slack

3.Zustand

4.Redux

5.Vercel AI SDK

+11 more

AI Overviews

1.Socket.IO

2.Google Dialogflow

3.Rasa

4.Streamlit

5.Chainlit

+5 more

“what's the easiest way to add an ai agent that actually talks to my existing apis and performs tasks”

0/4 platforms mentioned

ChatGPT

1.Vertex

2.Zapier GPT

3.Make

4.Workato

5.LangChain

+23 more

Claude

1.Intercom Fin

2.Intercom

3.OpenAI Assistants API

4.Langchain Cloud

Gemini

1.Relevance AI

2.SendGrid

3.Retool AI

4.Voiceflow

5.Langflow

+2 more

AI Overviews

1.Composio

2.GPT-4

3.Nango

4.Arcade

5.Zapier Central

+8 more

“help me find a tool to embed an ai chat widget into my react app that supports openapi specs”

0/4 platforms mentioned

ChatGPT

1.React

2.LangChain

3.Chatbot UI

4.Stream Chat

5.Botpress Cloud

+13 more

Claude

1.Langchain

2.LangServe

3.Vercel

4.Shadcn UI

5.Intercom Fin

+2 more

Gemini

1.CopilotKit

2.Sendbird AI Chatbot

3.LangChain

4.Assistant-UI

5.LangGraph

+2 more

AI Overviews

1.Vercel AI SDK

2.Voiceflow

3.@helixml/chat-widget

4.Botpress

5.Zapier Central

+1 more

Enterprise AI Deployment & Security(1 query)

“recommend an enterprise-grade ai chat platform that supports sso and identity verification”

0/4 platforms mentioned

ChatGPT

1.ChatGPT Enterprise

2.SAML

3.SCIM

4.Okta

5.Auth0

+25 more

Claude

1.Microsoft Copilot Pro

2.Copilot for Microsoft 365

3.Azure AD

4.Entra ID

5.Claude (Enterprise)

+5 more

Gemini

1.ChatGPT Enterprise

2.Okta

3.Azure AD

4.Entra ID

5.Ping Identity

+20 more

AI Overviews

1.Quickchat AI

2.StackAI

3.Augment Code

4.Crescendo.ai

5.Auth0

+1 more

Evaluating AI Agent Platforms(1 query)

“best reviewed ai agent platforms for developers in 2026”

0/4 platforms mentioned

ChatGPT

1.LangChain

2.GPT

3.Google Vertex AI Agents

4.Vertex AI

5.Google Cloud

+19 more

Claude

1.OpenAI Swarm

2.Anthropic Claude API

3.LangGraph

4.AgentOps

5.Twelve Labs

+2 more

Gemini

1.LangGraph

2.LangChain

3.CrewAI

4.Semantic Kernel

5..NET

+19 more

AI Overviews

1.LangGraph

2.LangChain

3.CrewAI

4.AutoGen

5.PydanticAI

+8 more

Analysis

Key Insights

What AI visibility analysis reveals about this brand

Strength

Secured a third-place ranking in Claude for queries regarding 'the easiest way to add an ai agent,' showing a small technical foothold in developer ease-of-use topics.

Strength

Maintains recognition from the Scalability-Focused Enterprise Architect persona, suggesting the brand's technical architecture is occasionally acknowledged in Claude's training data.

Strength

Direct brand queries in Claude successfully return a basic brand vibe check, indicating some level of core identity has been indexed.

Gap

Total invisibility across ChatGPT, Gemini, and Google AI Overviews, leaving the brand out of the most common AI discovery paths.

Gap

Zero presence in high-intent enterprise queries, failing to appear for 'enterprise-grade ai chat platform' or 'best reviewed ai agent platforms' searches.

Gap

Failing to reach the 'Visionary Product Lead' and 'Resource-Constrained CTO' personas who drive the purchasing decisions for modernizing product navigation.

Opportunity

Aggressively target the 'chat-first experience' keyword cluster where the brand is currently ignored but has high relevant product fit.

Opportunity

Leverage the existing 9% mention rate with Enterprise Architects to expand into technical 'scalability' and 'security' narratives that AI models currently lack for Crow.

Opportunity

Identify and neutralize the source of negative sentiment in Claude by updating public-facing technical benchmarks and customer success stories.

Technical Health

Site Health for AI Visibility

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

88/100

18 passed 4 warnings 1 issues

Audited 2/27/2026

Crawlability100

Can AI bots find your pages?

Technical90

SSL, mobile, doctype basics

On-Page SEO87

Titles, descriptions, headings

Content Quality60

Word count, depth, freshness

Schema Markup85

Structured data for AI comprehension

Social & OG100

Open Graph, Twitter cards

AI Readability60

How well AI can parse your content

Critical Issues

Content is too thin

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

Warnings

4 render-blocking resources are slowing initial render

Defer non-critical JS with async/defer. Inline critical CSS. Move stylesheets to load asynchronously.

Title is too short (28 characters)

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

Meta description is too short (32 characters)

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

Want a full technical audit with AI-specific recommendations?

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Brand Identity

Brand Voice & Style

How AI perceives Crow's communication style and personality

Crow communicates with a developer-friendly, technically confident tone that balances expertise with approachability. The voice is direct and efficient, respecting developers' time while conveying genuine enthusiasm for solving complex integration challenges. There's a subtle playfulness evident in the product mascot and chat prompts, but the overall communication remains professional and focused on delivering clear value. The brand speaks as a knowledgeable peer rather than a salesy vendor.

Core Tone Traits

Developer-First & Technical

Speaks the language of engineers with precise terminology and practical examples

Direct & Efficient

Gets to the point quickly, respecting the audience's time and intelligence

Confident yet Approachable

Demonstrates expertise without being condescending or overly formal

Subtly Playful

Incorporates light personality through mascot and friendly prompts while maintaining professionalism

Competitive Landscape

Related Ecosystem

Related products and services that AI mentions in conversations alongside or instead of Crow

LangChain30 mentions

LangGraph13 mentions

Vercel AI SDK11 mentions

Intercom7 mentions

OpenAI Assistants API7 mentions

LlamaIndex7 mentions

Vercel7 mentions

Postgres7 mentions

Rasa6 mentions

Botpress6 mentions

Crow1 mention

Source Intelligence

Citations

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

GetStream.io

http://getstream.io/

Referenced in 1 query

Review

Build a basic LLM chat app - Streamlit Docs

https://docs.streamlit.io/develop/tutorials/chat-and-llm-apps/build-conversational-apps

Referenced in 1 query

Review

The 3 Best Python Frameworks To Build UIs for AI Apps

https://getstream.io/blog/ai-chat-ui-tools/

Referenced in 1 query

Review

UI guidelines - OpenAI for developers

https://developers.openai.com/apps-sdk/concepts/ui-guidelines/

Referenced in 1 query

Review

What approach would you suggest when trying to build an ...

https://www.reddit.com/r/node/comments/rxio0z/what_approach_would_you_suggest_when_trying_to/

Referenced in 1 query

Join Discussion

In-App Chat: Best Features, Use Cases & Implementation

https://getstream.io/blog/in-app-chat/

Referenced in 1 query

Review

1. Zigpoll – The Future of AI Chat Interaction

https://www.zigpoll.com/content/what-are-the-best-tools-for-creating-interactive-and-customizable-ai-chat-interfaces-for-frontend-developers

Referenced in 1 query

Review

Real-time chat application in JavaScript

https://www.geeksforgeeks.org/javascript/real-time-chat-application-in-javascript/

Referenced in 1 query

Review

15 Best Chatbot Frameworks in 2025 - Pixcell.io

https://www.pixcell.io/blog/best-chatbot-frameworks

Referenced in 1 query

Review

What are the mainstream open source frameworks for chatbots?

https://www.tencentcloud.com/techpedia/127691

Referenced in 1 query

Review

How to Design a Modern Chat App UI? | by Noor fatima - Medium

https://medium.com/@abubakrranao43/how-to-design-a-modern-chat-app-ui-e5316ffc60d8

Referenced in 1 query

Review

9 Developer-Friendly AI Tools to Build Powerful Chatbots

https://strapi.io/blog/best-ai-tools-chatbots

Referenced in 1 query

Review

Content Engineering

Recommended Actions

Execute a comprehensive SEO-to-AI documentation overhaul to reverse negative sentiment in Claude.

Negative sentiment on the only platform where the brand is visible is a critical reputation risk that prevents the AI from recommending Crow to developers.

Impact: High

Develop and index high-authority 'Comparison Guides' targeting LangChain and Vercel AI SDK.

Competitors are capturing 30+ mentions while Crow is at 0; appearing in comparison context is the fastest way to steal mindshare in LLM responses.

Impact: High

Create persona-specific landing pages tailored to 'Modernizing Product Navigation with AI' for the Visionary Product Lead.

Crow missed 100% of queries in this category, which is the primary use case for their software industry niche.

Impact: Medium

Submit technical documentation and API schemas to major AI search indexes to trigger Google AI Overviews.

A 0% mention rate in AI Overviews means Crow is missing out on the future of search-driven product discovery.

Impact: Medium

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