{"id":199894,"date":"2026-06-25T09:35:15","date_gmt":"2026-06-25T14:35:15","guid":{"rendered":"https:\/\/ahrefs.com\/blog\/?p=199894"},"modified":"2026-06-25T09:35:54","modified_gmt":"2026-06-25T14:35:54","slug":"taught-agent-to-refresh-data-content","status":"publish","type":"post","link":"https:\/\/ahrefs.com\/blog\/taught-agent-to-refresh-data-content\/","title":{"rendered":"Keeping Data-Driven Content Fresh Was a Monthly Slog. So We Taught an Agent to Do It."},"content":{"rendered":"
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At Ahrefs, we publish many data-driven posts.<\/p>\n<\/div>\n

\"Four<\/p>\n

Publishing them is fun. Easy. And they get a ton of search traffic too.<\/p>\n

\"Ahrefs<\/p>\n

But such posts, like \u201cTop Google Searches\u201d or \u201cMost Asked Questions on Google\u201d, are only worth reading if the numbers are current.<\/p>\n

Google knows that too, which explains the spike in search traffic every time we update the posts.<\/p>\n

\"The<\/p>\n

So someone has to keep them fresh.<\/p>\n

Ideally, every month, someone (usually the author) had to pull fresh data from Ahrefs (or the API), clear out the junk and format the tables. The posts with custom charts were worse: spec the new chart, hand it to design, wait, review it, send it back for tweaks. Only then paste everything into WordPress without breaking the layout, update the dates, and republish.<\/p>\n

One post is fine. Bearable tedium. But 14 posts? 20? The more you publish, the more it becomes a slog. I could lose a whole afternoon and have nothing to show for it except a post that said the same thing as last month with slightly different numbers.<\/p>\n

It\u2019s one of the most tedious jobs on the content team.<\/p>\n

So, we made a compromise. We refreshed them every quarter. (And to be honest, there are some posts we never even got to.)<\/p>\n

Fast forward to today. We don\u2019t do that anymore. Letaido<\/a> does it for us. It\u2019s been running quietly for two months now. Altogether, it\u2019s saving us at least 20 hours per month. Not only can we now update them every month, we can publish more of such posts, and update them regularly too.<\/p>\n

It\u2019s a genuine win\/win: far less drudgery for us, and fresher, more accurate numbers for the reader.<\/p>\n

Drop me some of that fire emoji, yes please.<\/p>\n

Automating content marketing like this is apparently unfashionable to admit in 2026, with Gartner saying<\/a> more than 40% of agentic AI projects will be scrapped by the end of 2027.<\/p>\n

\"MarTech<\/p>\n

With the amount of LinkedIn bragging and much of \u201cAI agent\u201d demos being merely performative, I can understand the disillusionment. Fortunately, this one works.<\/p>\n

But it works precisely because it\u2019s boring. It doesn\u2019t write our articles. It simply does the tedious part, which is a big part of content marketing.<\/p>\n

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