Methodology

How we measure what AI thinks about software.

How It Works

Every week, we ask the same question to three AI providers: ChatGPT, Claude, and Gemini.

One prompt per category. The same prompt goes to all three providers.

Each provider returns its own ranked list of tools — independently, with no seed list. We don't tell the AI what to recommend. We ask, and we record.

The CLAI Score

CLAI stands for Composite Leaderboard from AI Intelligence. It's a score from 0 to 100 that measures how visible a brand is across all three AI providers.

The score is a weighted combination of four signals:

40%
Average PositionWhere does the AI rank this brand? #1 scores highest.
35%
Provider CoverageHow many of the 3 AIs include this brand? Appearing in all 3 = strong signal.
15%
Mention ContextIs it a direct recommendation, a comparison, an alternative, or a niche fit?
10%
ConfidenceHow certain is the AI about this ranking? Self-reported by each provider.

The percentages are formula weights — Average Position has the most influence on the final score, followed by how many providers mention the brand.

The Providers

ChatGPTOpenAI · gpt-4o
ClaudeAnthropic · claude-sonnet-4.5
GeminiGoogle · gemini-2.5-flash

We use the best available model from each provider.

What We Show

NR (Not Ranked) means the brand was not returned by that provider. This is not a failure — it's a signal. Some tools are invisible to certain AIs.

Trend arrows show rank changes between the current and previous weekly cycle.

Disagreement highlights appear when providers rank a brand at significantly different positions.

What We Don't Do

We don't accept payment for rankings.

We don't use seed lists or pre-selected brands.

We don't edit or filter AI responses.

The data is what the AI returned. Nothing more, nothing less.

The Prompts

Full transparency. Here are the exact prompts we send to each AI provider:

CRM

What are the best CRM tools for B2B SaaS companies?

Marketing Automation

What are the best marketing automation platforms for B2B SaaS?

Project Management

What are the best project management tools for B2B SaaS teams?

SEO Tools

What are the best SEO and content optimization tools?

Social Media Management

What are the best social media management tools for businesses?

Uptime Monitoring

What are the best uptime monitoring tools for SaaS and web applications?

Email Marketing

What are the best email marketing platforms for growing businesses?

Help Desk

What are the best help desk and customer support tools for SaaS companies?

Accounting Software

What are the best accounting software tools for small to mid-size businesses?

HR Software

What are the best HR and people management platforms for growing companies?

Sales Intelligence

What are the best sales intelligence and prospecting tools for B2B teams?

Product Analytics

What are the best product analytics and user behavior tools for SaaS companies?

Video Conferencing

What are the best video conferencing tools for business teams?

Customer Success

What are the best customer success platforms for SaaS companies?

Cybersecurity

What are the best cybersecurity and endpoint protection tools for businesses?

Recruiting

What are the best recruiting and applicant tracking systems?

Website Builders

What are the best website and landing page builders for businesses?

Workflow Automation

What are the best workflow automation tools?

E-commerce

What are the best e-commerce platforms for online businesses?

Live Chat

What are the best live chat and conversational AI tools for websites?

AI Writing Assistants

What are the best AI writing assistants for creating blog posts, marketing copy, and long-form content?

AI Chatbots

What are the best AI chatbot platforms for automating customer conversations on websites and messaging apps?

AI Code Assistants

What are the best AI code assistants and AI-powered IDEs for software developers?

AI Sales Tools

What are the best AI sales tools that analyze calls, coach reps, and automate outreach?

AI Customer Support

What are the best AI customer support agents that automatically resolve tickets and deflect inquiries?

AI Marketing Tools

What are the best AI tools for generating marketing content, personalizing campaigns, and optimizing ad copy?

AI Video Generators

What are the best AI video generators for creating product demos, explainers, and marketing videos?

AI Image & Design Tools

What are the best AI image generators and design tools for creating marketing visuals and brand content?

AI Workflow Agents

What are the best AI workflow automation agents that connect apps, trigger actions, and handle multi-step tasks?

Competitive Intelligence

What are the best competitive intelligence and competitor monitoring tools for B2B SaaS companies?

Sales Engagement

What are the best sales engagement platforms for managing outbound sequences, multichannel outreach, and pipeline acceleration?

Account-Based Marketing

What are the best account-based marketing platforms for targeting and engaging enterprise accounts?

Business Intelligence

What are the best business intelligence and data visualization platforms for enterprise dashboards and reporting?

Product Analytics

What are the best product analytics tools for tracking user behavior and measuring feature adoption in SaaS apps?

Customer Data Platforms

What are the best customer data platforms for unifying customer data across CRM, marketing, and support systems?

Webinar Platforms

What are the best webinar and virtual event platforms for B2B lead generation and audience engagement?

Knowledge Base

What are the best knowledge base tools for building self-service help centers and internal documentation?

Performance Management

What are the best performance management and OKR tools for setting goals, running reviews, and tracking team progress?

Payroll

What are the best payroll software tools for handling multi-country payroll, tax compliance, and contractor payments?

ERP Systems

What are the best ERP systems for mid-market companies managing finance, supply chain, and operations?

Collaboration Tools

What are the best team collaboration and work management platforms for cross-functional projects?

Contact Center

What are the best cloud contact center platforms for omnichannel customer service with voice, chat, and email?

Subscription Billing

What are the best subscription billing and recurring revenue platforms for SaaS companies?

eSignature

What are the best electronic signature platforms for contracts, proposals, and business documents?

Learning Management

What are the best learning management systems for corporate training, compliance, and employee onboarding?

Scheduling

What are the best scheduling and appointment booking tools for B2B sales demos and meetings?

Data Integration

What are the best data integration and iPaaS platforms for connecting SaaS apps, databases, and APIs?

Low-Code Platforms

What are the best low-code and no-code platforms for building internal tools and business applications?

Expense Management

What are the best expense management platforms with corporate cards, receipt capture, and policy enforcement?

Document Management

What are the best document management and collaboration systems for creating, organizing, and sharing business documents?

Update Frequency

Weekly. Every Sunday. Historical data is preserved — trend arrows show movement over time.