Comparison Content

This skill creates the comparison content that decides commercial AI answers: "best X for Y" roundups, "alternatives to" pages, and "X vs Y" head-to-heads. When a buyer asks an assistant to recommend or compare options, engines pull heavily from this format — listicles and comparison pages are among the most-cited content types for decision-stage prompts. The goal is twofold: create genuinely useful comparisons you can be cited for, and ensure the brand is fairly represented in others'. It works for any business, B2B or B2C.

When to use this skill

• Writing a "best X for [use case]" or "alternatives to [competitor]" page.
• Creating head-to-head "X vs Y" comparisons.
• Targeting decision-stage prompts where engines recommend options.
• Improving how the brand shows up in third-party comparisons.

Before you start

Read aeo-foundation.md for the category, the competitor/alternative set, the differentiators, and the decision-stage prompts. If it is missing, point to the aeo-foundation skill.

Two plays

1. Own comparisons (your site). Publish genuinely useful, honest comparisons. Engines (and Google's 2026-era quality stance) deprioritize transparently self-serving "we win everything" pages, so credibility is the strategy:

• Use real criteria buyers care about; present them in a scannable table.
• Be fair about where alternatives are stronger; balanced comparisons get trusted and cited, biased ones get discounted.
• Make each option's row/section self-contained and answer-first (see answer-engineering), so an engine can lift a single comparison cleanly.
• Keep it current — comparison facts (pricing, features) date fast (see content-freshness).

2. Earn placement (third-party). Most decision-stage citations come from independent comparisons — analyst pieces, review-site roundups, "alternatives" articles, and community threads. Getting the brand accurately included there is high-leverage:

• Identify the third-party lists engines already cite for your prompts (from competitor-ai-analysis).
• Pursue inclusion and accuracy through digital-pr and community-and-reviews.
• Supply reviewers and publishers with correct, current facts so the brand is represented well.

Workflow

1. Target the prompts. Pick the decision-stage prompts ("best X for Y", "X vs Y", "alternatives to Z") worth winning.
2. Choose the play. Own page, earned placement, or both.
3. Build the criteria. Define the comparison dimensions buyers actually weigh; gather accurate data for every option.
4. Draft fair, structured comparisons. Tables for the at-a-glance view; self-contained, answer-first sections per option; honest trade-offs.
5. Add evidence. Specific specs, pricing, and sourced claims (see evidence-and-citations).
6. Pursue third-party inclusion for the independent lists engines cite.
7. Maintain. Schedule refreshes; comparison content decays quickly.

Output format

• The comparison page(s): intro answer block, criteria table, per-option sections, honest verdict/fit guidance.
• A target list of third-party comparisons to earn placement in, with the current gap.
• Fact sheets to supply reviewers/publishers for accurate representation.
• (assumption) tags on any competitor facts to verify.

Common pitfalls

• Transparently biased "we win every row" pages — distrusted and discounted.
• Comparisons with no table or structure, so nothing extracts cleanly.
• Stale pricing/feature facts that make the page wrong.
• Ignoring the third-party lists that actually drive decision-stage citations.

Related Skills

• competitor-ai-analysis — finds the comparisons and "vs" prompts to target.
• answer-engineering / evidence-and-citations — structure and substance.
• digital-pr — earns placement in independent comparison content.
• community-and-reviews — review-platform and community comparison presence.