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mapou Visibility Index · Beauty → Skincare · May 2026

Which skincare brands does AI cite most?

When buyers ask AI assistants questions like What are the best skincare brands and products to consider for cleansers, serums, moisturizers, treatments, retinol, sunscreen, and masks in 2026? or Best affordable skincare brands for cleansers, serums, moisturizers, treatments, retinol, sunscreen, and masks under $30?, a small set of skincareget cited every time. Most don't. This report measures which.

How we measured. MVI is a 0–100 score per brand: 0 means AI never cites you in skincare, 100 means it cites you in every prompt. We tested 20 brands across 5 AI assistants (ChatGPT, Perplexity, Gemini, Claude, Grok) using 20 fixed prompts, reused every monthly run for replicability.

How we describe AI visibility

  • Stage 1, First encounter. The brand is discovered and cited occasionally in AI answers for buyer-intent prompts.
  • Stage 2, Repeat use. The brand is cited regularly enough that it feels familiar and reliably present across prompts and engines.
  • Stage 3, Default choice. The brand is the go-to recommendation in AI answers within its segment, often appearing first or most consistently.
Read the methodology →Run your own check →

Bottom line

CeraVe leads skincare on AI search visibility with MVI 68, sitting firmly in the repeat-use tier, in a tight race with La Roche-Posay (MVI 64).

  • Who AI cites most

    CeraVe is cited in 66 of 100 prompt-engine pairs (66%). 95% confidence interval 57-75.

  • Concentration

    The top 3 brands (CeraVe, La Roche-Posay, The Ordinary) capture 42% of all citations in this segment. 9 of 20 tracked brands are cited in fewer than 1 in 10 prompt-engine pairs.

  • Where the field sits

    Of 20 brands tested: 3 in repeat-use, 5 in first-encounter, 12 not yet cited. Overall, AI cites a brand from this segment in 22% of buyer-intent prompt-engine pairs.

  • Engine asymmetry

    CeraVe is cited in 90% of Claude prompts but only 0% on Perplexity, visibility is engine-specific, not universal.

  • Phase flip

    La Roche-Posay actually outperforms CeraVe on Filtered Discovery prompts, overall MVI hides this category-specific strength.

  • Notable absence

    Rhode is not yet cited, 0 prompts across all 100 prompt-engine pairs. A recognizable brand AI is not yet surfacing.

Analyst note

CeraVe leads with 68 MVI, but no brand reaches the leader tier in skincare.

CeraVe is the top brand in skincare with an MVI of 68, followed by La Roche-Posay at 64. Both are in the foothold tier, showing repeat use but not strong leadership. CeraVe has high visibility on ChatGPT and Claude, scoring 80 and 90. The Ordinary is third with an MVI of 57, performing well in discovery but weaker in comparison phases. Twelve out of twenty brands are not visible, indicating a concentrated field.

Risk:Neutrogena risks falling further behind with a low MVI of 39 and no visibility on Perplexity.

Headline finding

CeraVe leads skincare on AI search visibility with MVI 68, sitting firmly in the repeat-use tier.

Average MVI

24

Default choice

0

Of 20 brands

Repeat use

3

First encounter

5

Not yet cited

12

Citation rate per engine

How often each engine cites a brand from this category as a recommendation, averaged across all 20 brands tested.

ChatGPT

27%

14 / 20 brands cited at least once

Perplexity

0%

0 / 20 brands cited at least once

Gemini

25%

16 / 20 brands cited at least once

Claude

33%

17 / 20 brands cited at least once

Grok

23%

14 / 20 brands cited at least once

Phase strength across the category

Which buyer-intent phases are easiest vs hardest to win in skincare. Citation rate averaged across all brands tested. Phase weights are part of the MVI formula.

Discovery · 30%

27%

Top: CeraVe

Filtered discovery · 25%

16%

Top: CeraVe

Comparison · 25%

22%

Top: CeraVe

Evaluation · 20%

22%

Top: CeraVe

Who wins which buyer phase

Top 12brands by MVI mapped against the four buyer-intent phases. Each cell shows the brand's citation rate for that phase, color-coded so the visual pattern tells the story: a brand strong across all four phases reads as a horizontal orange band; a brand strong only at Discovery but weak at Evaluation reads as a left-heavy gradient. This is the segment's findings against the panel.

BrandMVIDiscoveryFilteredComparisonEvaluation
CeraVe6870%47%78%80%
La Roche-Posay6465%48%70%75%
The Ordinary5768%43%50%65%
Neutrogena3940%33%40%45%
Paula's Choice3947%23%38%48%
SkinCeuticals3350%23%30%25%
La Mer2827%28%30%28%
EltaMD2740%13%20%35%
Drunk Elephant2338%20%20%5%
Cetaphil1817%10%23%25%
Augustinus Bader1627%20%5%10%
Vanicream1613%0%30%20%

How to read it. Strong horizontal band = durable brand, AI cites it across the entire funnel. Left-heavy gradient = brand with awareness (Discovery) but weak recommendation (Evaluation), the demand-leak pattern from Finding 03. Right-heavy gradient = brand AI considers in Comparison and Evaluation but does not surface in initial Discovery, the anti-leak pattern. Color steps: dark orange ≥75%, orange ≥50%, peach ≥30%, light ≥10%, beige >0%, neutral 0%.

For CMOs in skincare

What this report means for your skincare portfolio

Each bullet is a category-specific decision derived from this month's data, with the mapou service that operationalizes it.

01

Concentration risk

In skincare, AI effectively recommends 11.4 of 20 tracked brands. The top brand captures 14% of citations. The next 2 capture another 14%. 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.

02

Engine fragmentation

Engines disagree on the skincare leaderboard. Mean cross-engine agreement is only 0.41 (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.

03

Persona-volatile category

Skincare rankings shift meaningfully by buyer persona. CeraVe 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 60% across personas. Your baseline visibility number is incomplete.

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

04

Visibility tier landscape

In skincare, 0 of 20 tracked brands clear MVI 75 (default-choice tier). 12 are below MVI 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.

The mapou Visibility Index

What is MVI?

The mapou Visibility Index (MVI) is a 0-100 proprietary score combining four weighted dimensions: Discovery (open recommendations, 30%), Filtered Discovery (budget, persona, use-case, 25%), Comparison (head-to-head authority, 25%), and Evaluation (decision-criteria authority, 20%).

Citations count fully; mentions count at half weight. Engines are equally weighted (no market-share gymnastics). Wilson 95% confidence intervals are shown alongside every score. The same 20 prompts run every month so MVI deltas are paired comparisons, not noise.

How to read this ranking

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

Full methodology →

Ranked by MVI score (Wilson 95% CI shown). The Spread column shows the gap between each brand's best and worst engine, under 15pp is durable, 50pp+ is engine-dependent. Per-engine columns show the count of prompts where each engine cited the brand as a recommendation (out of 20). Read each column as a signal: when ChatGPT cites you but Gemini doesn't, your gap is engine-specific. When all five miss you, the gap is foundational.

#BrandMVI95% CISpreadPer-engineChatGPTPerplexityGeminiClaudeGrokTier
1
Evaluation (16/20) · open recommendation (4/5)
Filtered Discovery (14/30) · premium (0/5)
68577590ppChatGPT: 16/20 prompts (80%)Claude: 18/20 prompts (90%)Gemini: 15/20 prompts (75%)Grok: 17/20 prompts (85%)Perplexity: 0/20 prompts (0%)160151817Repeat use
2
Evaluation (15/20) · open recommendation (4/5)
Filtered Discovery (12/30) · emerging brands (0/5)
64537285ppChatGPT: 15/20 prompts (75%)Claude: 14/20 prompts (70%)Gemini: 14/20 prompts (70%)Grok: 17/20 prompts (85%)Perplexity: 0/20 prompts (0%)150141417Repeat use
3
Discovery (20/30) · open recommendation (4/5)
Filtered Discovery (13/30) · emerging brands (0/5)
57476680ppChatGPT: 15/20 prompts (75%)Claude: 14/20 prompts (70%)Gemini: 11/20 prompts (55%)Grok: 16/20 prompts (80%)Perplexity: 0/20 prompts (0%)150111416Repeat use
4
Evaluation (9/20) · evaluation decision criteria (4/5)
Filtered Discovery (10/30) · emerging brands (0/5)
39304975ppChatGPT: 15/20 prompts (75%)Claude: 12/20 prompts (60%)Gemini: 2/20 prompts (10%)Grok: 8/20 prompts (40%)Perplexity: 0/20 prompts (0%)1502128First encounter
5
Evaluation (9/20) · top-brands lists (4/5)
Filtered Discovery (7/30) · premium (0/5)
39294870ppChatGPT: 9/20 prompts (45%)Claude: 4/20 prompts (20%)Gemini: 14/20 prompts (70%)Grok: 10/20 prompts (50%)Perplexity: 0/20 prompts (0%)9014410First encounter
6
Discovery (15/30) · filtered persona pro (4/5)
Filtered Discovery (7/30) · emerging brands (0/5)
33254360ppChatGPT: 11/20 prompts (55%)Claude: 8/20 prompts (40%)Gemini: 12/20 prompts (60%)Grok: 2/20 prompts (10%)Perplexity: 0/20 prompts (0%)1101282First encounter
7
Comparison (1/20) · premium (4/5)
28203710ppChatGPT: 2/20 prompts (10%)Claude: 2/20 prompts (10%)Gemini: 1/20 prompts (5%)Grok: 1/20 prompts (5%)Perplexity: 0/20 prompts (0%)20121First encounter
8
Discovery (12/30) · open recommendation (4/5)
Filtered Discovery (4/30) · popular brands (0/5)
27193640ppChatGPT: 8/20 prompts (40%)Claude: 5/20 prompts (25%)Gemini: 7/20 prompts (35%)Grok: 7/20 prompts (35%)Perplexity: 0/20 prompts (0%)80757First encounter
9
Discovery (11/30) · open recommendation (4/5)
Evaluation (1/20) · discovery recommendation request (0/5)
23153235ppChatGPT: 7/20 prompts (35%)Claude: 7/20 prompts (35%)Gemini: 2/20 prompts (10%)Grok: 6/20 prompts (30%)Perplexity: 0/20 prompts (0%)70276Not yet cited
10
Evaluation (5/20) · comparison alternative to leader (2/5)
Filtered Discovery (3/30) · emerging brands (0/5)
18112665ppChatGPT: 0/20 prompts (0%)Claude: 13/20 prompts (65%)Gemini: 1/20 prompts (5%)Grok: 3/20 prompts (15%)Perplexity: 0/20 prompts (0%)001133Not yet cited
11
Discovery (8/30) · premium (4/5)
Comparison (1/20) · discovery recommendation request (0/5)
16112650ppChatGPT: 1/20 prompts (5%)Claude: 10/20 prompts (50%)Gemini: 5/20 prompts (25%)Grok: 1/20 prompts (5%)Perplexity: 0/20 prompts (0%)105101Not yet cited
12
Comparison (6/20) · comparison attribute specific (3/5)
Filtered Discovery (0/30) · open recommendation (0/5)
1692240ppChatGPT: 0/20 prompts (0%)Claude: 8/20 prompts (40%)Gemini: 5/20 prompts (25%)Grok: 1/20 prompts (5%)Perplexity: 0/20 prompts (0%)00581Not yet cited
13
Comparison (5/20) · comparison attribute specific (3/5)
Evaluation (0/20) · open recommendation (0/5)
1041625ppChatGPT: 2/20 prompts (10%)Claude: 5/20 prompts (25%)Gemini: 0/20 prompts (0%)Grok: 1/20 prompts (5%)Perplexity: 0/20 prompts (0%)20051Not yet cited
14
Discovery (5/30) · top-brands lists (2/5)
Filtered Discovery (1/30) · emerging brands (0/5)
951625ppChatGPT: 1/20 prompts (5%)Claude: 5/20 prompts (25%)Gemini: 2/20 prompts (10%)Grok: 1/20 prompts (5%)Perplexity: 0/20 prompts (0%)10251Not yet cited
15
Discovery (6/30) · top-brands lists (2/5)
Evaluation (0/20) · emerging brands (0/5)
951720ppChatGPT: 4/20 prompts (20%)Claude: 4/20 prompts (20%)Gemini: 1/20 prompts (5%)Grok: 0/20 prompts (0%)Perplexity: 0/20 prompts (0%)40140Not yet cited
16
Discovery (3/30) · filtered persona beginner (2/5)
631225ppChatGPT: 1/20 prompts (5%)Claude: 0/20 prompts (0%)Gemini: 5/20 prompts (25%)Grok: 0/20 prompts (0%)Perplexity: 0/20 prompts (0%)10500Not yet cited
17
Discovery (3/30) · popular brands (2/5)
521115ppChatGPT: 0/20 prompts (0%)Claude: 2/20 prompts (10%)Gemini: 3/20 prompts (15%)Grok: 0/20 prompts (0%)Perplexity: 0/20 prompts (0%)00320Not yet cited
18
Comparison (1/20) · filtered persona beginner (1/5)
21710ppChatGPT: 0/20 prompts (0%)Claude: 2/20 prompts (10%)Gemini: 0/20 prompts (0%)Grok: 0/20 prompts (0%)Perplexity: 0/20 prompts (0%)00020Not yet cited
19
Filtered Discovery (0/30)
1060ppChatGPT: 0/20 prompts (0%)Claude: 0/20 prompts (0%)Gemini: 0/20 prompts (0%)Grok: 0/20 prompts (0%)Perplexity: 0/20 prompts (0%)00000Not yet cited
200040ppChatGPT: 0/20 prompts (0%)Claude: 0/20 prompts (0%)Gemini: 0/20 prompts (0%)Grok: 0/20 prompts (0%)Perplexity: 0/20 prompts (0%)00000Not yet cited

Strategic insights for skincare

Five derived metrics computed from the same data, surfacing how this segment behaves on AI search. See the State of AI Search for cross-segment comparison.

Engine agreement

0.41

Partial agreement

Effective brands

11.4 / 20

Moderately concentrated · top 2 take 28%

Top demand-leak brand

Drunk Elephant

+33pp Discovery vs Evaluation

Top mention-only brand

Dr. Dennis Gross

100% of visibility is mention-only

Kingmaker engine by funnel phase

discovery

Claude

100pp spread

filtered

Grok

83pp spread

comparison

ChatGPT

100pp spread

evaluation

ChatGPT

100pp spread

For each phase, the engine where the gap between most-cited and least-cited brand is widest, i.e. where positioning matters most. Win that engine, win that phase.

On the record for skincare

Pre-registered claim for the next monthly run.

Each of these is a falsifiable, dated prediction we'll grade green or red against next month's data. The full set across all segments lives on the State of AI Search page.

Skincare stays concentrated, CeraVe retains top-1

Pending

On the next monthly run, the skincare segment will retain effective-brand count at or below 6.0 (currently 5.4 of 12 tracked) and CeraVe will retain top-1 MVI position. Concentration is structural in this category.

Threshold: 6Baseline: 5.4Metric: skincare_effective_brands

Why we expect this: Skincare is one of the most concentrated tracked segments (top 2 brands take 54 percent of MVI share). CeraVe leads with MVI 53 in a category where the runner-up sits at 47. Categories this concentrated rarely de-concentrate in 30 days, the citation infrastructure that produces the leader pattern is the same infrastructure that would have to change.

Brands cited most across the category

Aggregated across every (brand × prompt × engine) combination tested. The most-cited brands here are the names AI consistently surfaces when buyers ask about skincare.

CeraVe×1239La Roche-Posay×1104The Ordinary×1015Neutrogena×619SkinCeuticals×569Paula's Choice×495Drunk Elephant×349Cetaphil×271Augustinus Bader×196Vanicream×170EltaMD×150Tatcha×124Olay×122La Mer×110Clinique×109

Emerging brands AI is citing in skincare

Brand names AI engines surfaced for skincare prompts that are not currently on the mapou tracked panel. Ranked by mention count and engine breadth. These are panel candidates, brands AI considers part of the category even though we are not yet measuring them.

BrandMentionsEnginesSlots
Clinique1094 of 513 of 20What AI said ↓

ChatGPT response, discovery top brands prompt

...t options like the Hydro Boost Water Gel for hydration. - **Clinique** offers the Moisture Surge 72-Hour Auto-Replenishing Hydrator. **Treatments:** - **Paula’s Choice** is highly...

Youth to the People864 of 58 of 20What AI said ↓

ChatGPT response, discovery emerging prompt

...volving and may be exciting to explore in the future. 1. **Youth to the People**: Known for their superfood-based formulations, their cleansers and serums are highly praised. The *Superfood...

First Aid Beauty862 of 513 of 20What AI said ↓

Gemini response, comparison top brands prompt

...fragrance-free and formulated for minimal irritation. * **First Aid Beauty** is another great option, especially their Ultra Repair Cream for moisturization. **For Oily/Acne-Prone Skin:** *...

SK-II754 of 56 of 20What AI said ↓

ChatGPT response, filtered budget high prompt

...**The Cleansing Foam** which is gentle yet effective. 2. **SK-II**: Their **Facial Treatment Essence** is a cult favorite serum packed with Pitera, a natural ferment that enhances...

Herbivore Botanicals694 of 53 of 20What AI said ↓

ChatGPT response, filtered values driven prompt

..., and the Dewy Skin Cream is a fantastic moisturizer. 3. **Herbivore Botanicals**: This brand is committed to using high-quality, natural ingredients. Their Blue Tansy Resurfacing Clarity Mask is a...

Kiehl's683 of 512 of 20What AI said ↓

Gemini response, discovery open prompt

For a more accessible option, **Kiehl's Ultra Facial Cream** provides consistent hydration. For targeted **treatments**, **Paula's Choice 2% BHA Liquid...

Estée Lauder644 of 58 of 20What AI said ↓

Claude response, discovery popular prompt

...*SkinCeuticals C E Ferulic** remain gold standards, while **Estée Lauder Advanced Night Repair** stays popular for nighttime use. ## Moisturizers **CeraVe Moisturizing Cream** (in the tub)...

Differin594 of 512 of 20What AI said ↓

Grok response, discovery open prompt

...Liquid Exfoliant for acne or uneven texture. - **Retinol**: Differin Gel (adapalene) for effective, over-the-counter anti-aging, but start slow to avoid irritation. - **Sunscreen**:...

RoC483 of 510 of 20What AI said ↓

ChatGPT response, discovery current year prompt

...s a staple for those looking to clear pores. **Retinol:** *RoC* is a trusted brand for retinol. Their *Retinol Correxion Deep Wrinkle Night Cream* is popular for its effectiveness...

Biossance464 of 54 of 20What AI said ↓

ChatGPT response, discovery emerging prompt

...oxidant Cream*, which focus on achieving a dewy glow. 5. **Biossance**: Known for their clean beauty ethos, the *Squalane + Vitamin C Rose Oil* and *Squalane + Omega Repair Cream* are...

Burt's Bees424 of 56 of 20What AI said ↓

ChatGPT response, filtered persona beginner prompt

...** - Lightweight yet deeply hydrating. 4. **Treatments:** **Burt's Bees Herbal Complexion Stick** - Great for spot treatment. 5. **Retinol:** **RoC Retinol Correxion Deep Wrinkle Night...

Versed294 of 54 of 20What AI said ↓

Claude response, discovery emerging prompt

...s—their watermelon and papaya formulations are trending. **Versed** offers clean, dermatologist-tested options across all categories, particularly their hydrating moisturizers and...

Timeless292 of 59 of 20What AI said ↓

Claude response, discovery recommendation request prompt

...0% + Zinc 1%** – budget-friendly, reduces pores and oil - **Timeless Vitamin C + E Ferulic Serum** – affordable brightening option - **Skinceuticals C E Ferulic** – gold standard, if...

Eucerin252 of 58 of 20What AI said ↓

Claude response, comparison attribute specific prompt

...rsley Seed Anti-Oxidant Facial** – gentle yet effective - **Eucerin Eczema Relief Cream** – clinically tested **Retinol:** - **Vanicream Retinol Serum** – low-irritation formula -...

Innisfree244 of 54 of 20What AI said ↓

Grok response, evaluation buying advice prompt

...SPF 46 (non-greasy, ideal for daily use, $36). - **Masks**: Innisfree Green Tea Seed Mask (hydrating and calming, packs under $2 each). Shop at drugstores like CVS or online at...

Vichy243 of 53 of 20What AI said ↓

ChatGPT response, comparison attribute specific prompt

...redness and improving skin texture without irritation. - **Vichy Mineral 89**: A hydrating serum that strengthens the skin barrier with minimal ingredients. **Moisturizers**: -...

Avène232 of 52 of 20What AI said ↓

Gemini response, comparison top brands prompt

...: **For Sensitive/Dry Skin:** * **La Roche-Posay** and **Avène** are excellent. Their cleansers (like La Roche-Posay Toleriane Hydrating Gentle Cleanser), moisturizers (Avène...

Inkey List222 of 52 of 20What AI said ↓

Claude response, discovery emerging prompt

...ng Skincare Brands to Watch in 2026 ## Emerging Leaders **Inkey List** continues innovating with science-backed formulations. Their hyaluronic acid serums and niacinamide treatments...

Supergoop222 of 53 of 20What AI said ↓

Gemini response, evaluation buying advice prompt

...F 30+ daily. **EltaMD UV Clear Broad-Spectrum SPF 46** or **Supergoop! Unseen Sunscreen SPF 40** are popular choices. **Once comfortable, gradually introduce:** * **Serums:** A...

Dr. Barbara Sturm212 of 51 of 20What AI said ↓

ChatGPT response, filtered budget high prompt

...e Violet-C Brightening Serum**, are also exceptional. 4. **Dr. Barbara Sturm**: Known for her science-backed formulations, her **Cleansing Balm** is a great choice for removing makeup and...

Method. Aggregated across the canonical run for skincare. For every (panel brand × prompt × 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. Threshold to qualify: at least 3 mentions across at least 2 of 5 engines. Click any row to see the AI quote that surfaced the brand. Some entries may be tracked elsewhere on mapou but not in this segment, in which case AI considers them cross-category competitors. Reviewed monthly to inform panel additions.

How skincare rankings shift by buyer persona

The MVI score is calibrated to a generic shopping-assistant prompt. But 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. Top-3 overlap with baseline: 60%. Leader holds across all personas: no. CeraVe loses the #1 spot to a different brand under at least one persona.

BrandBaselineBudgetPremiumProFirst-timeValues
CeraVe85%95%5%75%90%10%
La Roche-Posay80%50%25%70%60%0%
Neutrogena80%90%5%70%80%5%
The Ordinary70%95%10%60%85%60%
SkinCeuticals55%5%45%55%5%10%

Each cell is the citation rate (out of 20 canonical prompts) for that brand under that persona, ChatGPT only. Cells are tinted green when a brand gains 5+ percentage points vs baseline, orange when it loses 5+. Strong tints flag a 20+ percentage-point swing. Top 8 baseline brands shown; full per-persona data is in data/research/persona-robustness/2026-05-07-1625/. The full methodology is on the State of AI Search page.

The 20-prompt taxonomy

Every brand in this report is tested against the same 20 canonical prompts, spanning the four MVI dimensions (Discovery, Filtered Discovery, Comparison, Evaluation). The prompt set is fixed at methodology v1.0 and reused every monthly run, so MVI deltas 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 specific brand.

See the framework →

Methodology v1.0. MVI is mapou's proprietary 0-100 visibility score across 5 AI engines and 4 buyer-intent dimensions. 95% Wilson confidence intervals. Equal engine weighting. See the framework →

Run yours

Want to see your brand on this leaderboard? Run a free visibility check on your own brand. We'll show you exactly which prompts you're missing and which engines are losing you the most ground.