
Google Books, which indexes published material and has become essential for academics, has begun indexing low-quality books, which could impact how it informs its language tracking tool, Ngram.
404Media reports Google Books included several books that AI could have written. The publication searched Google Books with the term “as of my last knowledge update,” a common phrase chatbots like ChatGPT use. You can search Google Books for specific sentences or terms, and it will normally send back written works with those phrases.
It found that most of the books in the first few pages of the search were works about AI, but scattered among those results were ones that did not talk about the technology and seemed written by a bot.
404Media said the books it found, like Tristin McIver’s Bears, Bulls, and Wolves: Stock Trading for the Twenty-Year-Old, looked like these trawled Wikipedia for information about financial events and did include the sentence “as of my last knowledge update.” Other books on topics like Twitter still contained information from 2021, when some AI models would’ve last gotten training data.
Google Books makes up most of the data backing its Ngram viewer, a research tool that tracks how language has changed over time. Ngram takes information from written works to show how language usage evolves.
Google Books scanned and indexed written works dating back to the 1500s, and Ngram last updated the data it cites in 2019. Though Ngram is not perfect, many linguists and other academics use the tool for research gathering.
Google told 404Media that recent works on Google Books do not show up on Ngram results, but it is possible that these might make it into future data updates.
Khamrah by Lattafa for Men - 3.4 oz EDP Spray
4% OffGhost Sweetheart Eau de Toilette | Pineapple, Jasmine and Sandalwood | Perfume for Women 50 ml
50% OffMarc Jacobs Dot Eau De Parfum for Women, 100 ml
42% OffTed Baker W Eau de Toilette for Her, Fig Leaf, White Peony and Violet Top Notes, Pink Orchid and Raspberry Middle Notes, 75ml
£11.77 (£15.69 / 100 ml) (as of 04/06/2026 03:27 GMT +01:00 - More infoProduct prices and availability are accurate as of the date/time indicated and are subject to change. Any price and availability information displayed on [relevant Amazon Site(s), as applicable] at the time of purchase will apply to the purchase of this product.)Ted Baker Woman Pink Eau de Toilette Spray Floral Green Feminine Fragrance, Opening Notes are Fresh Peach, Bergamot and Tangerine with Warm Musk, Vanilla and Vetiver Base, 100ml
11% OffVera Wang Princess Eau de Toilette - 30 ml
Choco Musk 50ml Eau De Parfum for men and women | Chocolate Musk by Jannat Aromas
17% OffChristina Aguilera Signature Eau de Parfum (50ml) Floral, Fruity & Exotic Scent, Luxury Fragrance for Women
9% OffCalvin Klein - Eau De Toilette CKIN2U - Calvin Klein Women, Ladies Perfume, Women's Perfume, Calvin Klein Perfume, Calvin Klein One - 150 ml
5% OffJimmy Choo Flash Eau de Parfum, 60 ml (Pack of 1)
3% OffFruit of the Loom Men's Heavy T Shirt, White, XL UK
28% OffATNKE LED Lighted Beanie Cap,USB Rechargeable Running Hat Ultra Bright 4 LED Waterproof Light Winter Warm Gifts for Men and Women/Pink
Now retrieving the rating.
17% OffMen's 1/4 Zip Pullover UK Sale Clearance, Fleece Sweatshirt Casual Jumper Long Sleeve T-shirt Top Stand Collar Sweater Plain Pullover Sports Leisure Workwear Quarter Zip Sweater Lightweight Jumpers
Now retrieving the rating.
£5.88 (as of 12/11/2025 00:52 GMT +01:00 - More infoProduct prices and availability are accurate as of the date/time indicated and are subject to change. Any price and availability information displayed on [relevant Amazon Site(s), as applicable] at the time of purchase will apply to the purchase of this product.)