Which brand owns each adjective in AI answers?
Mostly nobody. Of 615 high-value adjective-category pairs in AI answers, only 170, or 27.6%, have a brand that supplies a majority of the uses. The words buyers decide on are still unclaimed.
By Dimitry Apollonsky · August 29, 2026 · 9 min read
Contents
- 72.4% of high-value adjectives have no majority owner
- When a word is owned, the owner can take 95% of it
- A high-value word is 8.5 times more ownable than generic praise
- "Industry standard" is the most owned word; "cost-effective" the least
- "Excellent" has a majority owner in 5 of 531 categories
- Half of all pairs have a leader who is short of a majority
- 141 brands own the 170 owned pairs; almost nobody owns two
- One in four words is a near-tie between two brands
- When both engines have volume, they usually name the same owner
- How we measured this
- The GEO takeaway
- Get the data
- Sources
- Related research
We analyzed 3,618,541 brand descriptors attached to 145,001 brands in 369,855 answers to 16,894 organic prompts on ChatGPT Search and Google AI Mode from May 24 through July 19, 2026.
72.4% of high-value adjectives have no majority owner
A descriptor is a word or short phrase an AI answer attaches to a named brand: "fastest", "enterprise-grade", "all-in-one". We studied 15 high-value descriptors, the highest-volume buyer-decision superlatives and positioning phrases in the corpus, and measured them at the category grain. An adjective-category pair is one descriptor in one category with at least 20 observed uses; a pair is majority-owned when one brand supplies at least 50% of those uses.
Of 615 high-value adjective-category pairs, 170, or 27.6%, are majority-owned. The other 445, or 72.4%, have no majority owner. Positioning theory says the most valuable asset in a category is owning one word. In AI answers, most of those words are still open.
Takeaway
When a word is owned, the owner can take 95% of it
Where a majority owner exists, ownership is often decisive. Carta supplies 95.3% of "industry standard" uses in cap table and equity management software. Semrush supplies 77.8% of "all-in-one" in SEO and competitive intelligence tools. Wise supplies 77.5% of "cheapest" in international money transfers, and Patagonia 72.5% of "gold standard" in sustainable clothing.
The table shows the largest majority-owned pair for each of the 15 high-value descriptors. One descriptor is missing: "best value" had no majority owner in any category. Only 58 of the 615 pairs have an owner at the two-thirds level, and exactly one pair has a single brand supplying every use.
Takeaway
A high-value word is 8.5 times more ownable than generic praise
We ran the same measurement on the 10 highest-volume generic praise words: excellent, strong, best, recommended, comprehensive, robust, popular, reliable, good, powerful. Across 2,451 generic adjective-category pairs, only 80, or 3.3%, have a majority owner.
High-value words reach 27.6%. That is 8.5 times the generic rate. Generic praise spreads across every brand in a category, so no one can own it. Specific buyer-decision words concentrate, so someone can.
Takeaway
"Industry standard" is the most owned word; "cost-effective" the least
Ownability differs by word. "Industry standard" has a majority owner in 30 of its 52 category pairs, or 57.7%. At the other end, "cost-effective" has one in 2 of 24 pairs, or 8.3%, and "budget-friendly" in 6 of 46, or 13.0%.
Consensus words concentrate: when AI calls something the industry standard, it usually names the same brand each time. Price words scatter: many brands compete on cheapness, so AI spreads the words across them. Five descriptors had too few pairs for the chart: "gold standard" (6 of 8 pairs owned), "easiest" (3 of 8), "fastest" (1 of 4), "best value" (0 of 2), and "most popular" (1 of 1).
"Excellent" has a majority owner in 5 of 531 categories
"Excellent" is the least ownable word we studied. It formed 531 category pairs with at least 20 uses, more than any other of the 25 words, and only 5 of them, or 0.9%, have a majority owner.
The five owners are OpenRefine in AI data cleaning and preparation tools (50.0%), Intuit in tax filing and preparation software (50.0%), Procter & Gamble in electric shavers and toothbrushes (65.4%), Aurora Solar in solar PV design and modeling software (50.0%), and Transistor in podcast hosting and monetization platforms (52.4%). Everywhere else, the word belongs to no one.
Takeaway
Half of all pairs have a leader who is short of a majority
The most common state of a high-value word is a leader without a majority. In 306 of 615 pairs, or 49.8%, the top brand supplies between 25% and 50% of the uses. In 139 pairs, or 22.6%, no brand reaches even 25%.
That middle band is the actionable one. A brand already leading a word at 30% or 40% is the most frequent association the engines have for it, and the remaining distance to a majority is small.
141 brands own the 170 owned pairs; almost nobody owns two
Ownership is spread thin. The 170 majority-owned pairs belong to 141 distinct brands, so the typical owner holds exactly one word. Six brands hold three pairs each, and none holds more.
Only two brands own three words inside a single category: WeMod owns "all-in-one", "easiest", and "user-friendly" in PC game trainers and mod managers, and RingCentral owns "best overall", "enterprise-grade", and "scalable" in business VoIP phone systems. Positioning theory says a brand can own one word; in AI answers, even the best-positioned brands rarely own more.
| 3 | user-friendly, easiest, all-in-one in PC Game Trainers and Mod Managers | |
| 3 | best overall, enterprise-grade, scalable in Business VoIP Phone Systems | |
| Nord Security | 3 | best overall, fastest in Consumer VPN Services; user-friendly in Password Manager Software |
| Intuit | 3 | user-friendly in Tax Filing & Preparation Software; industry standard, best overall in Small Business Accounting Software |
| Grafana | 3 | cost-effective, scalable in Full-Stack Observability Platforms; cheapest in Log Management & Observability Platforms |
| 3 | cost-effective in Email and Messaging Delivery Platforms; industry standard, scalable in Object Storage & Image CDN Services |
One in four words is a near-tie between two brands
In 151 of the 615 pairs, or 24.6%, the top two brands are within five percentage points of each other. These are the contested words: AI has two default associations and has not settled on one.
The table names the largest contested pairs. Pipedrive and HubSpot split "user-friendly" in CRM and sales pipeline software. USAA and Travelers split "cheapest" in car insurance quotes comparison. Plausible Analytics and Umami split "open-source" in privacy-focused web analytics.
| open-source | Log Management & Observability Platforms | SigNoz | 21.2 | OpenSearch | 17.8 | 146 |
| cheapest | Car Insurance Quotes Comparison | USAA | 26.1 | Travelers | 25.4 | 142 |
| open-source | Developer Backend & Vector Search Services | Appwrite | 19 | 19 | 121 | |
| open-source | Feature Flag Management Platforms | Unleash | 31.4 | Flagsmith | 28.1 | 121 |
| budget-friendly | Online Eyewear and Vision Care | 28 | Essilorluxottica | 24 | 100 | |
| open-source | Observability and SRE Monitoring Platforms | Grafana | 25.5 | Prometheus | 22.4 | 98 |
| all-in-one | Payroll and HRIS Software | 31.8 | 27.1 | 85 | ||
| user-friendly | CRM and Sales Pipeline Software | 27.5 | 23.8 | 80 | ||
| user-friendly | Digital Asset Management Software | 28.2 | Brandfolder | 25.4 | 71 | |
| open-source | Privacy-Focused Web Analytics Tools | 35.1 | Umami | 33.3 | 57 |
Takeaway
When both engines have volume, they usually name the same owner
For 54 pairs, both ChatGPT Search and Google AI Mode had at least 10 uses of the word in the category. In 37 of them, or 68.5%, the same brand led on both engines.
Word ownership is mostly an index-wide fact, not an engine quirk. The exact wording the engines use differs answer to answer, but the brand each engine reaches for when it needs a given word is usually the same one.
How we measured this
From 3,618,541 validated brand descriptors in the window we studied 25 normalized descriptors, 223,195 uses in total: the 15 highest-volume buyer-decision words (each with at least 1,000 uses) and 10 generic praise words for comparison. Descriptors were lowercased and trimmed, each use was assigned to its prompt's primary category, and brands were rolled up to their consolidated parent record, so "Nord Security" aggregates NordVPN and sibling products.
A pair needs at least 20 uses to count, each descriptor extraction needs at least 0.7 confidence, and the window ends July 19 because descriptor coverage thins after that date. We counted only exact normalized descriptors, so "cheapest" and "most affordable" are separate words. Ownership here is share of observed descriptor uses in AI answers over the stated window; it is not market share, and the counts describe what the engines said, not why.
The GEO takeaway
Positioning theory says to own one word in the buyer's mind. In AI answers that advice is now measurable: 72.4% of high-value adjective-category pairs have no majority owner, half have a leader stuck below 50%, and one in four is a near-tie.
Pick one word. Check who owns it in your category: if it has a majority owner that is not you, pick a different word; if it is contested or leaderless, claim it. Use the word verbatim on your homepage, your comparison pages, and the third-party pages AI cites in your category, and recheck the pair's share each quarter over a window of the same length.
Get the data
Sources
- Valchanova: Positioning, The Battle for Your Mind (Ries & Trout book notes) · accessed 2026-08-29
- Peec: Brand perception documentation · accessed 2026-08-29
- Profound: AI search brand sentiment analysis · accessed 2026-08-29
- Yoast: How AI is shaping brand perception · accessed 2026-08-29