Create Meta Descriptions by Pasting a Page URL

Tested prompts for generate meta description from url compared across 5 leading AI models.

BEST BY JUDGE SCORE Claude Haiku 4.5 7/10

The prompt we tested

You are an SEO copywriter specializing in meta descriptions. Given the URL and any page context provided below, generate a compelling meta description that accurately summarizes the page content, includes the primary keyword naturally, and entices users to click from search results.

Rules to follow:
Write exactly one meta description between 140-160 characters, using active voice and including a clear value proposition or call-to-action. Incorporate the main keyword inferred from the URL within the first 100 characters, and avoid clickbait, quotes, or redundant phrasing like "This page is about".

URL and page context:
URL: https://www.acmecoffee.com/blog/best-cold-brew-methods. The article compares five at-home cold brew techniques, including immersion, slow-drip, and Japanese-style, with brew times, equipment costs, and flavor notes for each method.

Output only the meta description text, followed by its character count in parentheses.

Model comparison

ModelQualityCostLatencyTokens
Claude Opus 4.7 7 $0.0091 2.3s 305 / 60
Claude Haiku 4.5 7 $0.0004 989ms 222 / 41
GPT-5.4 6 $0.0010 1.5s 194 / 33
Gemini 2.5 Pro 7 $0.0005 12.7s 206 / 39
Grok 4.1 Fast Reasoning 7 $0.0001 4.7s 339 / 39

Outputs

Claude Opus 4.7 7/10
Discover the best cold brew methods for home baristas. Compare immersion, slow-drip, and Japanese-style techniques by brew time, cost, and flavor. (144)
Judge notes: The keyword "cold brew methods" appears within the first 100 characters and the description is accurate, but the call-to-action is weak ("Discover" is generic) and "home baristas" subtly narrows the audience beyond what the URL implies, leaving click-through appeal slightly underdeveloped.
Claude Haiku 4.5 7/10
Master cold brew at home with our guide to 5 proven methods. Compare immersion, slow-drip, and Japanese styles—find your perfect brew technique today. (156)
Judge notes: The keyword "cold brew methods" from the URL is paraphrased rather than used naturally within the first 100 characters, and "proven methods" is generic filler that weakens the value proposition compared to mentioning the specific comparison angle (brew times, costs, flavor notes) that differentiates this article.
GPT-5.4 6/10
Best cold brew methods compared: explore 5 at-home techniques, brew times, costs, and flavor notes to choose your ideal cup. (134)
Judge notes: The character count is wrong (actual count is 127, not 134), it falls short of the 140-160 character requirement, and lacks a clear CTA or strong value proposition to entice clicks.
Gemini 2.5 Pro 7/10
Discover the best cold brew methods for making cafe-quality coffee at home. We compare 5 techniques by cost, brew time, and flavor to find your perfect match. (157)
Judge notes: The keyword "cold brew methods" appears within the first 100 characters and the description is accurate, but "cafe-quality coffee at home" is generic filler and the character count given (157) is incorrect—the actual text is 161 characters, violating the 140-160 character rule.
Grok 4.1 Fast Reasoning 7/10
Discover the best cold brew methods for home brewing. Compare immersion, slow-drip, and Japanese-style with brew times, costs, and flavor notes—brew your perfect cup now! (152)
Judge notes: "Home brewing" in the opening risks beer-brewing connotations and "brew your perfect cup now" is a weak CTA, but the output is otherwise accurate, keyword-inclusive, and within character limits.

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