Editorial Standards

This page discloses how ToolStack selects marketing AI tools, what data we use to evaluate them, and the principles that guide our writing.

What Tools We Cover

We cover software tools that apply AI directly to marketing work. Our scope includes tools for content creation, ad optimization, SEO, data analysis, and other real marketing workflows.

Inclusion criteria

• Directly usable in marketing workflows (content, advertising, SEO, data analysis, etc.)
• A standalone product or a tool with clear marketing use cases
• Verifiable through official sources (GitHub, official site, package registry)

Exclusion criteria

• General-purpose LLMs themselves (ChatGPT, Claude, etc.)
• Generic tools with limited marketing specificity
• Tools with no maintenance activity in the past 12 months
• Tools that cannot be verified through official sources

How We Collect Data

All data is collected exclusively from official APIs. No scraping, no access to private channels.

• GitHub API — Commit history, releases, issue response rate
• npm / PyPI — Download counts
• Hacker News Algolia API — Community mentions
• Product Hunt API — Launch reception
• Stack Exchange API — Q&A activity

Metrics are refreshed automatically on a scheduled basis. Every page displays a Last Checked date.

What Is TS Score

TS Score is our proprietary index calculated from GitHub activity (commits, releases, issue response) and download counts using a fully disclosed formula. It is not a star rating or a subjective score — it is a weighted sum of public data. The formula, weights, and data sources are fully published on the TS Score page so anyone can reproduce the same result.

Grade scale: A (80+) / B (60+) / C (40+) / D (below 40)

Angel/Devil Analysis Principles

Every tool page includes an Angel (strengths) and a Devil (weaknesses) section.

Devil — We cover overstated marketing claims, documented failure cases, and known risks, grounded in collected data. Criticism is included only when supported by evidence. No insults or defamation.

Angel — We describe the specific situations where a tool genuinely excels and the type of user it fits. No hype.

Content is drafted by AI from collected data and reviewed by a human editor before publication.

Community Signals Policy

Community data is summarized, never reproduced verbatim. Every summary includes a source link.

Limitations of This Site

Our evaluations are based on public data, not first-hand usage experience. Given how fast this space moves, some information may lag. Always check the Last Checked date on each page.

To report an error or suggest a new tool, email [email protected].

Last updated: June 19, 2026