AI skipped the brand on at least 78% | Simplee Digital URL: https://simplee.digital/blog/ai-visibility-dtc-brands * Home (https://simplee.digital/) * /Blog (https://simplee.digital/blog) * /AI skipped the brand on at least 78% of "best... Blog · 5 min read # AI skipped the brand on at least 78% of "best for" questions By Simplee Editorial Team. Reviewed by Rafael Rositsan · Published November 11, 2026 · Updated November 11, 2026 Sources checked October 20, 2026 · Methodology (https://simplee.digital/ai-visibility-benchmark/methodology) Blog When 104 e-commerce brands ran our free AI visibility audit between April and September 2026, AI engines skipped the audited brand on at least 78% of the 412 "best [product] for [type of customer]" questions asked across 92 of them (Simplee Digital first-party data, doiexist.ai). ## Key figures * On at least 78% of 412 best-for questions asked across 92 audits of e-commerce brands, April to September 2026, AI engines skipped the brand being audited (Simplee Digital first-party data, doiexist.ai). * At least 43% of 104 e-commerce brands audited from April to September 2026 were never named by ChatGPT, Claude or Gemini (Simplee Digital first-party data, doiexist.ai, n=104). * Claude never named at least 57% of the 104 e-commerce brands audited from April to September 2026, Gemini at least 52% and ChatGPT at least 47% (Simplee Digital first-party data, doiexist.ai, n=104). * In the same 104 audits, April to September 2026, plain "best" questions failed at least 80% of 150 times across 70 audits, and city or region questions at least 56% of 143 times across 39 audits, the least of any type we report (Simplee Digital first-party data, doiexist.ai). A shopper who asks for the best running shoe for flat feet gets a short list of names back, and if the brand is not on it, there is no second page to scroll to. That makes the best-for answer the new shelf for a direct-to-consumer brand. We sell to e-commerce brands, and we run our own DTC brand, Tea For Guys, on the same systems. ## Best and best-for questions fail about four times in five Each audit asks ChatGPT, Claude and Gemini the questions a shopper would ask, written to leave the brand's name out, and a question fails when no engine names the audited brand. The methodology page (https://simplee.digital/ai-visibility-benchmark/methodology) sets out the rules, and the AI visibility benchmark has every industry group. Questions that contained the brand's name or its domain were excluded: 240 of 3,923 counted questions, and 2 of 106 eligible audits in which every question named the brand, which leaves 104 (Simplee Digital first-party data, doiexist.ai, April to September 2026). In a hand check of 50 stored answers across 5 audits, 45 matched the automated flag. In the other 5 the flag said the business was named but the stored text did not show it: 1 where the flag counted a generic word in the business's name, and 4 in answers cut off at 2,000 characters, where a later mention cannot be ruled out (October 2026). How often no engine named the audited e-commerce brand, by question typeBrand-free questions, 104 e-commerce brands, audits from April 7 to September 30, 2026; each rate is a floor best [product] (150 asked), at least 80%80% best for [customer type] (412 asked), at least 78%78% which [brand] to choose (501 asked), at least 79%79% how to find or choose (921 asked), at least 76%76% price (159 asked), at least 72%72% best in [city or region] (143 asked), at least 56%56%How often no engine named the audited e-commerce brand, by question type ItemFailure rate, at least (see method) (%) best [product] (150 asked), at least 80%80% best for [customer type] (412 asked), at least 78%78% which [brand] to choose (501 asked), at least 79%79% how to find or choose (921 asked), at least 76%76% price (159 asked), at least 72%72% best in [city or region] (143 asked), at least 56%56% Source: Simplee Digital first-party data, doiexist.ai, n=104 · Methodology (https://simplee.digital/ai-visibility-benchmark/methodology) Plain "best" questions failed at least 80% of 150 askings across 70 audits, best-for questions at least 78% of 412 across 92 audits, and "which brand should I choose" at least 79% of 501 across 92 audits (April to September 2026). Best-for is the one closest to a purchase, and it is also the one a brand can most directly answer. The question that fails least asks for the best product in a city or region, at least 56% of 143 askings across 39 audits (April to September 2026). Local stores and listings already tie brands to a city, which may be why place helps, and nothing does the same for a type of customer unless the brand writes it down. ## At least 43% of these brands are never named at all In the same 104 audits from April to September 2026, at least 43% of e-commerce brands were never named by any of the three engines in any answer (Simplee Digital first-party data, doiexist.ai, n=104). Each engine on its own left out more: Claude at least 57%, Gemini at least 52% and ChatGPT at least 47%. The pattern is close to what we see for real estate businesses, where the shortlist question fails most, and to the overall figure across 826 audits. ## Product pages describe the product, not who it suits An engine can only recommend a brand for a type of customer if something it reads says who the product is for. We think most product pages describe the product and rarely say plainly who it suits. The fix is a short, specific statement of fit rather than more content: the customer, the problem and the situation, written as text and repeated the same way on the brand's own site and wherever it is listed. ## Three customer types, written down, come first Start with the best-for question, because it sits closest to a purchase and a brand can answer it directly. Write down the three types of customer the product suits best, in their own words, and put each one on a page an engine can read. ## Why these failure rates may still be understated All 104 audits ran before October 2026, on our earlier audit pipeline, and stored answers for these audits were cut off at 2,000 characters, so a mention late in a long answer can be missed. The same check found the automated flag can count a generic word in a brand's name as a mention, which makes failure rates read low. The sample is self-selected and records no country. We are unsure how far it represents DTC brands in any one market, so we report it as audited brands only. ## Best for and failure rate, as we use them * A best-for question asks for the best product for a type of customer or situation. * Failure rate is the share of times a question type was asked and no engine named the audited brand. Source: Simplee Digital first-party data, from doiexist.ai audits (104 audits, April 7 to September 30, 2026). Brand-free recompute (view blog.verify_brandless, group E-commerce and retail products) of the benchmark export, pulled 2026-10-20. The method is on our methodology page (https://simplee.digital/ai-visibility-benchmark/methodology). Methodology (https://simplee.digital/ai-visibility-benchmark/methodology) ## Frequently asked questions Why doesn't ChatGPT recommend my brand?+ An AI engine recommends a brand for a type of customer only when something it reads says who the product suits. Product pages that describe the product but not the customer leave the engine nothing to repeat. How often do AI engines name the brand when asked for the best product for a type of customer?+ In Simplee Digital's audits of 104 e-commerce brands from April to September 2026, AI engines skipped the audited brand on at least 78% of 412 best-for questions, across 92 audits. Plain "best" questions failed slightly more often, at least 80% of 150, across 70 audits (Simplee Digital first-party data, doiexist.ai). What should a DTC brand write so AI engines recommend it?+ Write a plain statement of fit for each of the three customer types the product suits best: the customer, the problem and the situation. Repeat it the same way on the brand's own site and wherever the product is listed. Free AI Visibility Audit ## Does AI recommend your brand? See how ChatGPT, Gemini and Claude answer the questions your buyers ask, and what to fix first.Run a free AI Visibility Audit (https://doiexist.ai/?utm_source=blog&utm_medium=cta&utm_campaign=ai-visibility-dtc-brands)