Mention and citation move together (gap of 13 points), suggesting no obvious barrier to being cited.
Raw answers
What the AIs actually said (3 excerpts)
Prompts and answers are unedited results of real calls—verify them yourself.
Prompt: What is Akko and what products are they known for?
Akko (often written as AKKO) is a consumer electronics/peripherals brand that focuses on mechanical keyboard products and the surrounding “desk setup” ecosystem—especially for people who like customizing switches and keycaps. The company positions itself around creating lifestyle-oriented gaming peripherals, and has been in the mechanical keyboard space since 2016. (en.akkogear.com) ### What Akko is known for Akko is especially well known in the mechanical keyboard community for: - Keycaps (including many themed/collection-sty
Prompt: How does Akko compare with its main competitors?
Akko positions itself in the mechanical keyboard market as a "value-first" brand that competes directly with other budget-to-mid-range manufacturers like Keychron, Royal Kludge (RK), Epomaker, and DrunkDeer. Its strategy relies on offering high feature density—such as gasket mounts, PBT keycaps, multi-mode connectivity, and Hall-effect switches—at price points significantly lower than premium brands (e.g., Wooting, Corsair) or established custom keyboard makers. Here is how Akko compares to its main competitors across key categories: ### 1. Akko vs. Keychron * Design & Aesthetics: Akko typ
Prompt: Which brands do buyers in US usually consider when shopping for mechanical keyboards?
In the US, buyers typically consider a mix of mainstream gaming/peripherals brands (often sold in big retail/e-shops) and enthusiast mechanical-keyboard brands (often via Amazon, specialty stores, or direct). Commonly considered brands include: ### Mainstream / gaming-oriented (frequently considered in the US market) - Logitech (unmasked.goodfriends.workers.dev) - Corsair ([unmasked.goodfriends.workers.dev](https://unmasked.goodfriends.workers.dev/
Who else came up
Other brands the AIs brought up
Counts are mentions across this prompt set—a read on the competitive set inside AI answers.
From baseline to remeasurement
What this measurement produced, and what comes next
Baseline measurement
Done: 8 responses, mention 50% / recommendation 25% / citation 38%.
Real sampled results, each one inspectableActions from the diagnosis
补齐对比型内容与第三方背书 提供与主流竞品的横向对比、评测引用与用户评价,让 AI 有依据把你放进推荐列表。
采样中推荐率 25%,被提到但未进入推荐位。 (estimated)对标采样中出现频次最高的竞品:Keychron、Competitive、Build 查看这些品牌在哪些页面与话题上被 AI 引用,找出你缺失的内容位。
来自本次采样中竞品提及次数统计。 (observed)Remeasurement after optimization
Not started yet. A remeasurement re-runs the same frozen prompts and model versions, reporting only what changed—no causal claims, because AI answers fluctuate and a single before/after pair cannot prove the optimization caused it.
This slot will hold the real comparison once the first optimization experiments finish
Note: every number on this page is a baseline measurement, not a promise of improvement. We do not publish uplift figures that have not happened yet.
Same category
Other brands in mechanical keyboards
1 brands in this category scored higher.
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4 prompts × 2 AI platforms, results in minutes, including raw answers and actions.