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Panel report: Makeup

AI names Maybelline most in makeup, 3 points clear

Maybelline leads makeup on AI search visibility with Panel Score 48, sitting firmly in the first-encounter tier, in a tight race with MAC Cosmetics (Panel Score 45).

Maybelline's Panel Score, the highest in the segment
48
Effective number of brands AI recommends, of 20
13.2
Share of all citations taken by the top 3
33%
Brands tracked
20

Refreshed May 7, 2026. 20 brands, 20 fixed buyer-intent prompts, asked of ChatGPT, Perplexity, Gemini, Claude, Grok. Methodology v1.0, read the method. Part of Beauty.

Contents

Maybelline leads Makeup on AI search visibility with Panel Score 48, sitting firmly in the first-encounter tier.

When buyers ask AI assistants questions like “What are the best makeup options to consider for foundation, lipstick, eyeshadow, mascara, and complexion products in 2026?” or “Best affordable makeup brands for foundation, lipstick, eyeshadow, and mascara under $20?”, a small set of makeupget cited every time. Most don't. This report measures which.

Who AI cites most
Maybelline is cited in 46 of 100 prompt-engine pairs (46%). 95% confidence interval 37-56.
Concentration
The top 3 brands (Maybelline, MAC Cosmetics, Fenty Beauty) capture 33% of all citations in this segment. 7 of 20 tracked brands are cited in fewer than 1 in 10 prompt-engine pairs.
Where the field sits
Of 20 brands tested: 8 in first-encounter, 12 not yet cited. Overall, AI cites a brand from this segment in 19% of buyer-intent prompt-engine pairs.
Engine asymmetry
MAC Cosmetics is cited in 80% of Claude prompts but only 0% on Perplexity, visibility is engine-specific, not universal.
Phase flip
MAC Cosmetics actually outperforms Maybelline on Discovery prompts, overall Panel Score hides this category-specific strength.
Wildcard competitor
AI also cites Chanel 81 times across these prompts, even though it is not on our tracked-brand list. A citation-share leak worth investigating.
Brands by stage, of 20 tracked
Default choice0
Repeat use0
First encounter8
Not yet cited12

Stage comes from each brand's Panel Score: Default choice 75 and up, Repeat use 50 to 74, First encounter 25 to 49, Not yet cited 0 to 24.

Average Panel Score across the segment is 20.

Analyst note. Maybelline leads with a Panel Score of 48, but no brand reaches the leader tier in makeup.

Maybelline is at the top of the makeup segment with a Panel Score of 48, but only holds a toehold tier. MAC is next with a Panel Score of 45. Both brands perform well on ChatGPT and Claude, but Perplexity has no visibility for any brands. The toehold level has eight brands, while twelve are not visible. This shows a lack of clear leadership and room for changes in visibility.

Risk. Perplexity shows no visibility for any brands, which is a risk for brands that depend on this engine for exposure.

Maybelline tops a 20-brand ranking in which 12 brands are not yet cited

Ranked by Panel Score, a 0 to 100 score that weights four buying phases: Discovery, Filtered Discovery, Comparison and Evaluation. Citations count fully and mentions count at half weight; engines are weighted equally. Spread is the gap between a brand's best and worst engine: under 15pp is durable, 50pp and up is engine-dependent. Engine columns count the prompts (out of 20) where that engine cited the brand as a recommendation.

Makeup, ranked by Panel Score
RankBrandPanel Score95% CISpreadPer engineChatGPTPerplexityGeminiClaudeGrokStage
1
Best: Comparison (11/20), top-brands lists (4/5)
Weakest: Filtered Discovery (11/30), emerging brands (0/5)
4837 to 5675ppChatGPT: 12/20 prompts (60%)Claude: 15/20 prompts (75%)Gemini: 6/20 prompts (30%)Grok: 13/20 prompts (65%)Perplexity: 0/20 prompts (0%)12061513First encounter
2
Best: Evaluation (11/20), popular brands (4/5)
Weakest: Filtered Discovery (6/30), emerging brands (0/5)
4534 to 5380ppChatGPT: 11/20 prompts (55%)Claude: 16/20 prompts (80%)Gemini: 7/20 prompts (35%)Grok: 8/20 prompts (40%)Perplexity: 0/20 prompts (0%)1107168First encounter
3
Best: Evaluation (11/20), comparison alternative to leader (4/5)
Weakest: Filtered Discovery (4/30), budget-friendly (0/5)
4030 to 4875ppChatGPT: 15/20 prompts (75%)Claude: 9/20 prompts (45%)Gemini: 7/20 prompts (35%)Grok: 7/20 prompts (35%)Perplexity: 0/20 prompts (0%)150797First encounter
4
Best: Discovery (15/30), top-brands lists (4/5)
Weakest: Filtered Discovery (5/30), emerging brands (0/5)
3728 to 4665ppChatGPT: 9/20 prompts (45%)Claude: 13/20 prompts (65%)Gemini: 11/20 prompts (55%)Grok: 3/20 prompts (15%)Perplexity: 0/20 prompts (0%)9011133First encounter
5
Best: Comparison (13/20), head-to-head comparison (4/5)
Weakest: Filtered Discovery (2/30), emerging brands (0/5)
3523 to 4150ppChatGPT: 10/20 prompts (50%)Claude: 10/20 prompts (50%)Gemini: 6/20 prompts (30%)Grok: 5/20 prompts (25%)Perplexity: 0/20 prompts (0%)1006105First encounter
6
Best: Discovery (16/30), open recommendation (4/5)
Weakest: Filtered Discovery (3/30), budget-friendly (0/5)
3122 to 4055ppChatGPT: 6/20 prompts (30%)Claude: 11/20 prompts (55%)Gemini: 10/20 prompts (50%)Grok: 2/20 prompts (10%)Perplexity: 0/20 prompts (0%)6010112First encounter
7
Best: Comparison (8/20), filtered persona beginner (4/5)
Weakest: Discovery (5/30), open recommendation (0/5)
2820 to 3740ppChatGPT: 7/20 prompts (35%)Claude: 8/20 prompts (40%)Gemini: 6/20 prompts (30%)Grok: 6/20 prompts (30%)Perplexity: 0/20 prompts (0%)70686First encounter
8
Best: Comparison (8/20), head-to-head comparison (4/5)
Weakest: Filtered Discovery (0/30), popular brands (0/5)
2818 to 3545ppChatGPT: 8/20 prompts (40%)Claude: 9/20 prompts (45%)Gemini: 2/20 prompts (10%)Grok: 6/20 prompts (30%)Perplexity: 0/20 prompts (0%)80296First encounter
9
Best: Discovery (9/30), head-to-head comparison (4/5)
Weakest: Filtered Discovery (1/30), popular brands (0/5)
1810 to 2525ppChatGPT: 4/20 prompts (20%)Claude: 5/20 prompts (25%)Gemini: 2/20 prompts (10%)Grok: 5/20 prompts (25%)Perplexity: 0/20 prompts (0%)40255Not yet cited
10
Best: Evaluation (6/20), filtered persona beginner (3/5)
Weakest: Comparison (1/20), open recommendation (0/5)
1610 to 2430ppChatGPT: 3/20 prompts (15%)Claude: 6/20 prompts (30%)Gemini: 0/20 prompts (0%)Grok: 6/20 prompts (30%)Perplexity: 0/20 prompts (0%)30066Not yet cited
11
Best: Filtered Discovery (12/30), budget-friendly (4/5)
Weakest: Discovery (2/30), open recommendation (0/5)
1511 to 2625ppChatGPT: 3/20 prompts (15%)Claude: 5/20 prompts (25%)Gemini: 4/20 prompts (20%)Grok: 3/20 prompts (15%)Perplexity: 0/20 prompts (0%)30453Not yet cited
12
Best: Comparison (3/20), premium (4/5)
Weakest: Evaluation (0/20), current-year picks (0/5)
116 to 1820ppChatGPT: 1/20 prompts (5%)Claude: 4/20 prompts (20%)Gemini: 4/20 prompts (20%)Grok: 1/20 prompts (5%)Perplexity: 0/20 prompts (0%)10441Not yet cited
13
Best: Filtered Discovery (7/30), budget-friendly (3/5)
Weakest: Discovery (1/30), open recommendation (0/5)
106 to 1940ppChatGPT: 2/20 prompts (10%)Claude: 8/20 prompts (40%)Gemini: 1/20 prompts (5%)Grok: 0/20 prompts (0%)Perplexity: 0/20 prompts (0%)20180Not yet cited
14
Best: Discovery (8/30), open recommendation (3/5)
Weakest: Filtered Discovery (0/30), discovery recommendation request (0/5)
94 to 1615ppChatGPT: 2/20 prompts (10%)Claude: 2/20 prompts (10%)Gemini: 3/20 prompts (15%)Grok: 1/20 prompts (5%)Perplexity: 0/20 prompts (0%)20321Not yet cited
15
Best: Discovery (5/30), filtered values driven (3/5)
Weakest: Evaluation (0/20), current-year picks (0/5)
84 to 1620ppChatGPT: 2/20 prompts (10%)Claude: 1/20 prompts (5%)Gemini: 4/20 prompts (20%)Grok: 1/20 prompts (5%)Perplexity: 0/20 prompts (0%)20411Not yet cited
16
Best: Filtered Discovery (7/30), filtered persona beginner (4/5)
Weakest: Discovery (0/30), open recommendation (0/5)
85 to 1610ppChatGPT: 2/20 prompts (10%)Claude: 2/20 prompts (10%)Gemini: 2/20 prompts (10%)Grok: 2/20 prompts (10%)Perplexity: 0/20 prompts (0%)20222Not yet cited
17
Best: Comparison (3/20), open recommendation (1/5)
Weakest: Filtered Discovery (0/30)
83 to 1435ppChatGPT: 7/20 prompts (35%)Claude: 0/20 prompts (0%)Gemini: 0/20 prompts (0%)Grok: 0/20 prompts (0%)Perplexity: 0/20 prompts (0%)70000Not yet cited
18
Best: Discovery (3/30), top-brands lists (1/5)
63 to 1220ppChatGPT: 1/20 prompts (5%)Claude: 0/20 prompts (0%)Gemini: 4/20 prompts (20%)Grok: 0/20 prompts (0%)Perplexity: 0/20 prompts (0%)10400Not yet cited
19
Best: Discovery (1/30), emerging brands (1/5)
21 to 85ppChatGPT: 1/20 prompts (5%)Claude: 1/20 prompts (5%)Gemini: 0/20 prompts (0%)Grok: 0/20 prompts (0%)Perplexity: 0/20 prompts (0%)10010Not yet cited
20
Best: Filtered Discovery (1/30), filtered values driven (1/5)
21 to 75ppChatGPT: 1/20 prompts (5%)Claude: 0/20 prompts (0%)Gemini: 0/20 prompts (0%)Grok: 0/20 prompts (0%)Perplexity: 0/20 prompts (0%)10000Not yet cited

Wilson 95% confidence intervals. The same 20 prompts run every month, so a change in Panel Score is a paired comparison, not noise. Source: mapou Panel, May 7, 2026.

Default choice (75+)
AI's go-to recommendation in makeup. The tier other brands are competing into.
Repeat use (50 to 74)
Cited often enough to feel reliably present across prompts and engines. One signal away from default.
First encounter (25 to 49)
Discovered and cited occasionally, but visibility is inconsistent. Real to AI, not yet trusted.
Not yet cited (0 to 24)
AI does not surface this brand for buyer-intent prompts in makeup.

Claude cites makeup most often (31%), Perplexity least (0%)

How often each engine cites a brand from this category as a recommendation, averaged across all 20 brands tested. Perplexity and Grok search the live web; ChatGPT and Claude lean more on trained knowledge; Gemini blends both.

Average citation rate by engine
EngineBarRateBrands cited
Claude31%17 of 20
ChatGPT27%20 of 20
Gemini20%16 of 20
Grok17%15 of 20
Perplexity0%0 of 20

Share of prompts where the engine cited a tracked brand, averaged over 20 brands.

Discovery is the easiest phase to win in makeup, Filtered discovery the hardest

Citation rate by buying phase, averaged across all brands tested.

Average citation rate by buying phase
PhaseRateStrongest brand
Discovery23%MAC Cosmetics
Filtered discovery14%e.l.f. Cosmetics
Comparison21%Estée Lauder
Evaluation19%MAC Cosmetics

0 of the top 12 brands are cited in at least half of prompts at every buying phase

Each cell is the brand's citation rate for that phase, shaded darker as the rate rises. A solid dark row is a durable brand: AI cites it across the whole funnel. Dark on the left and pale on the right is awareness without recommendation, the demand-leak pattern. Pale on the left and dark on the right is a brand AI weighs in Comparison and Evaluation but does not surface in Discovery.

Citation rate by phase, top 12 brands
BrandPanel ScoreDiscoveryFiltered discoveryComparisonEvaluation
Maybelline4850%37%57%45%
MAC Cosmetics4553%20%53%55%
Fenty Beauty4047%13%48%55%
NARS3750%17%33%50%
Estée Lauder3530%7%68%35%
Charlotte Tilbury3153%10%35%20%
L'Oréal2817%33%43%20%
Urban Decay2837%0%40%33%
Anastasia Beverly Hills1830%3%28%5%
Revlon1610%17%8%33%
e.l.f. Cosmetics157%40%8%8%
Dior117%17%18%0%

Shading steps: darkest at 75% and up, then 50%, 30%, 10%, above 0%, and unshaded at 0%.

AI effectively recommends 13.2 of the 20 makeup on the panel

Derived metrics computed from the same data, showing how this segment behaves on AI search. The State of AI Search compares them across segments.

Segment metrics
Engine agreement0.42Partial agreement
Effective brands13.2 of 20Wide open, top 2 take 23%
Top demand-leak brandCharlotte Tilbury+33pp Discovery vs Evaluation
Top mention-only brande.l.f. Cosmetics21% of visibility is mention-only
Kingmaker engine by buying phase
PhaseKingmaker engineSpread
discoveryChatGPT100pp
filteredClaude67pp
comparisonChatGPT100pp
evaluationChatGPT100pp

For each phase, the engine where the gap between the most-cited and least-cited brand is widest, which is where positioning matters most.

Maybelline is the name AI cites most across makeup answers

Aggregated across every brand, prompt and engine combination tested. These are the names AI surfaces when buyers ask about makeup.

Most-cited names, top 15
  1. 1Maybelline846
  2. 2MAC Cosmetics792
  3. 3Fenty Beauty788
  4. 4Estée Lauder636
  5. 5NARS587
  6. 6Charlotte Tilbury454
  7. 7L'Oréal425
  8. 8Urban Decay396
  9. 9Revlon274
  10. 10e.l.f. Cosmetics240
  11. 11NYX Cosmetics211
  12. 12Dior183
  13. 13Anastasia Beverly Hills174
  14. 14Ilia133
  15. 15Wet n Wild122

Count is the number of AI answers that cited the name.

AI cites 20 makeup names the panel does not track yet

Ranked by mention count and engine breadth. These are panel candidates: brands AI treats as part of the category even though we are not measuring them yet. Open a row to read the AI quote that surfaced it.

Emerging brands
BrandMentionsEnginesSlots
Chanel814 of 56 of 20What AI said

Grok response, discovery top brands prompt

“...bold shades; their Matte Lipstick in Ruby Woo is a classic. Chanel is iconic for elegance—go for their Rouge Allure Velvet for a creamy finish. - **Eyeshadow**: Urban Decay is popular...”

Glossier644 of 511 of 20What AI said

Grok response, discovery open prompt

“...or special occasions. - **Complexion Products**: Consider Glossier's Cloud Paint blush for a natural, dewy glow, or Tatcha's Silk Canvas primer to smooth and prep your skin. Remember,...”

ColourPop603 of 510 of 20What AI said

ChatGPT response, discovery recommendation request prompt

“...neutral shades that are versatile for everyday looks. 2. **ColourPop Eyeshadow Palettes** - Affordable and highly pigmented, ColourPop has great options like the "Going Coconuts" palette...”

Kjaer Weis453 of 53 of 20What AI said

ChatGPT response, filtered values driven prompt

“...and packed in eco-friendly materials. **Eyeshadow:** 1. **Kjaer Weis** - Their products are high-end, refillable, and use natural ingredients. The Eyeshadow is both luxurious and...”

Tom Ford444 of 55 of 20What AI said

Gemini response, filtered budget high prompt

“...ng-wearing, and the refillable packaging is stunning. * **Tom Ford:** Known for rich pigmentation and luxurious formulas, Tom Ford lipsticks, like the **Lip Color** and **Lip Color...”

Axiology403 of 51 of 20What AI said

Gemini response, filtered values driven prompt

“Another excellent choice is **Axiology**. They create multi-use crayons for lips, eyes, and cheeks with minimal packaging and a strong commitment to ethical...”

Natasha Denona393 of 56 of 20What AI said

Gemini response, discovery open prompt

“...ct innovative textures and buildable, multi-use palettes. **Natasha Denona** will continue to impress with her highly pigmented, blendable formulas, possibly introducing more cream-to-powder...”

Clinique354 of 510 of 20What AI said

ChatGPT response, filtered use case specific prompt

“...ng Camo Concealer are both popular for everyday wear. 4. **Clinique**: If you prefer something more high-end, Clinique’s Beyond Perfecting Foundation + Concealer offers a lightweight...”

Danessa Myricks Beauty333 of 53 of 20What AI said

ChatGPT response, discovery emerging prompt

“...The brand emphasizes clean beauty and sustainability. 2. **Danessa Myricks Beauty**: Known for its innovative products, Danessa Myricks offers versatile foundations and stunning eyeshadow palettes....”

Lancôme313 of 54 of 20What AI said

Grok response, discovery current year prompt

“...ttery textures and neutral-to-smoky shades. - **Mascara**: Lancôme's Hypnôse Drama Mascara delivers dramatic volume and length, ideal for those seeking bold lashes without clumping. -...”

Saie313 of 55 of 20What AI said

Gemini response, discovery open prompt

“...ons like the **ILIA Super Serum Skin Tint SPF 40** or the **Saie Glowy Super Skin Foundation**. These offer buildable coverage with added skincare benefits and a natural finish. For...”

Huda Beauty303 of 55 of 20What AI said

ChatGPT response, discovery open prompt

“...are iconic for versatile, blendable shades. Alternatively, Huda Beauty’s Obsessions palettes provide vibrant options for more dramatic looks. **Mascara:** Too Faced Better Than Sex...”

Tom Ford Beauty293 of 53 of 20What AI said

Claude response, filtered budget high prompt

“The shade range is impressive, and it lasts all day. **Tom Ford Beauty** is worth the investment for their Traceless Foundation Stick. It's buildable, blends seamlessly, and the color...”

Make Up For Ever292 of 52 of 20What AI said

ChatGPT response, filtered persona pro prompt

“...y popular for their versatility and high performance. 4. **Make Up For Ever**: This brand is known for its professional-grade products. The Ultra HD Foundation and the Artist Color Shadow...”

100% Pure292 of 51 of 20What AI said

ChatGPT response, filtered values driven prompt

“The Amuse Bouche Lipstick is a standout. 2. **100% Pure** - Offers a variety of fruit-pigmented lipsticks that are cruelty-free and packed in eco-friendly materials....”

Benefit283 of 55 of 20What AI said

Grok response, discovery open prompt

“...sance provides pigmented, blendable colors. - **Mascara**: Benefit's They're Real Lengthening Mascara delivers dramatic volume and curl without clumping—perfect for everyday or special...”

Rimmel282 of 54 of 20What AI said

Claude response, filtered budget low prompt

“...egaVolume** ($3-4) - Budget-friendly with decent results. **Rimmel Lash Accelerator** ($4-5) - Good for length and definition. ## Pro Tips - Watch for sales at drugstores (CVS,...”

Neutrogena282 of 55 of 20What AI said

ChatGPT response, filtered use case specific prompt

“...favorite for enhancing your lashes without clumping. 3. **Neutrogena**: Their Hydro Boost Hydrating Tint is excellent for a lightweight, natural finish. It’s infused with hyaluronic...”

Tower 28273 of 52 of 20What AI said

Claude response, discovery emerging prompt

“...ndation, known for inclusive shades and skin-like finish. **Tower 28** is gaining momentum with their BeachPlease Tinted Foundation—perfect for that natural, dewy look. **Lipstick**...”

Yves Saint Laurent252 of 52 of 20What AI said

Grok response, filtered budget high prompt

“For lipstick: - **Yves Saint Laurent Rouge Volupté**: Creamy, hydrating shades with vibrant pigmentation—perfect for bold looks. Around $40, it's renowned...”

Method. For every panel brand, prompt and engine we record the brand names the analyzer extracted (capped at 6 per response), then drop names that match the tracked panel or its aliases, plus a denylist of generic category terms. To qualify: at least 3 mentions across at least 2 of 5 engines. Some entries may be tracked in another segment, in which case AI treats them as cross-category competitors. Reviewed monthly to inform panel additions.

Urban Decay loses the top spot under at least one buyer persona; the top 3 overlap 67% with baseline

The Panel Score is calibrated to a generic shopping-assistant prompt. Buyers don't arrive generically. We re-ran the same 20 canonical prompts five more times, each with a different buyer-persona signal in the system prompt: budget-conscious, premium, working professional, first-time, values-driven.

Citation rate by buyer persona, ChatGPT
BrandBaselineBudgetPremiumProFirst-timeValues
Urban Decay80%5%40%75%25%5%
Fenty Beauty70%5%5%70%40%30%
Estée Lauder60%5%35%60%10%0%
NARS60%5%40%75%10%5%
Maybelline60%75%5%15%85%0%

Cells are tinted green when a brand gains 5 or more percentage points against baseline and red when it loses 5 or more; stronger tints flag a swing of 20 points or more. Top 8 baseline brands. Full per-persona data: data/research/persona-robustness/2026-05-08-1526/. Method on the State of AI Search page.

The same brands make the top 3 for every buyer demographic

We re-ran the same 20 canonical prompts under eight demographic system-prompt variants: gender (men, women) crossed with generation (Gen Z 18-29, Millennial 30-45, Gen X 46-61, Boomer 62+). Age ranges follow Pew Research boundaries. The system prompt names the age range only; the labels here are descriptive.

Citation rate by buyer demographic, ChatGPT
BrandGen Z MGen Z WMill. MMill. WGen X MGen X WBoomer MBoomer W
Urban Decay70%75%75%80%60%70%70%60%
Fenty Beauty70%85%70%80%70%70%55%35%
Maybelline60%65%50%60%45%40%50%60%
Estée Lauder40%40%60%55%60%60%65%45%
NARS65%55%60%60%60%50%40%30%
MAC Cosmetics60%50%45%45%60%50%45%30%
L'Oréal30%40%15%20%35%35%50%50%

“n/a” means the brand is not in that cell's top 3 (full ranked data is paid-tier). Top 8 brands by mean rate across demographics. The macro view is on the State of AI Search page.

What brands in makeup should do

Each is a category-specific decision drawn from this month's data, with the mapou service that puts it into practice.

  1. Concentration risk

    In makeup, AI effectively recommends 13.2 of 20 tracked brands. The top brand captures 12% of citations. The next 2 capture another 11%. Visibility is concentrated but not winner-takes-all.

    How mapou helps: GEO & Citation Architecture restructures your entity data so you can break into the top set.

  2. Engines split

    Engines disagree on the makeup leaderboard. Mean cross-engine agreement is only 0.42 (1.0 = perfect agreement, 0 = independent). Optimizing for ChatGPT will not necessarily improve your Claude or Gemini visibility. You need engine-specific strategy.

    How mapou helps: AI Visibility Audit maps your position separately on each of the 5 engines.

  3. Persona-volatile category

    Makeup rankings shift meaningfully by buyer persona. Urban Decay is the baseline #1 brand, but loses the top spot under at least one buyer signal (budget, premium, professional, first-time, values-driven). Top-3 overlap with baseline is only 67% across personas. Your baseline visibility number is incomplete.

    How mapou helps: Persona-Tuned Panel Score computes the visibility number for your actual buyer mix.

  4. Visibility tier mix

    In makeup, 0 of 20 tracked brands clear Panel Score 75 (default-choice tier). 12 are below Panel Score 25 (not yet cited). The strategy differs at each tier. If you are below 25, you need foundational visibility infrastructure before tactical optimization.

    How mapou helps: AI Visibility Audit identifies your tier; GEO & Citation Architecture moves you up.

Every brand faces the same 20 prompts, every month

The 20 canonical prompts span the four Panel Score phases (Discovery, Filtered Discovery, Comparison, Evaluation). The set is fixed at methodology v1.0 and reused every monthly run, so Panel Score changes are paired comparisons, not noise.

The exact prompt templates and phase-weighting formula are part of mapou's proprietary methodology, shared with paying clients alongside custom benchmarks for their brand. See the framework.

How we measured this

Score
Panel Score is mapou's 0 to 100 visibility score. Citations count fully, mentions at half weight, engines weighted equally, with Wilson 95% confidence intervals.
Phases
Discovery, Filtered Discovery, Comparison and Evaluation, weighted toward the start of the buying journey. Exact weights are shared with clients.
Engines
ChatGPT, Perplexity, Gemini, Claude, Grok
Sample
20 brands, 20 fixed prompts each, refreshed May 7, 2026.
Stage 1, First encounter
Discovered and cited occasionally in AI answers for buyer-intent prompts.
Stage 2, Repeat use
Cited regularly enough to feel familiar and reliably present across prompts and engines.
Stage 3, Default choice
The go-to recommendation within the segment, often appearing first or most consistently.

Methodology v1.0. Read the full method.

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