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// AEO ASSESSMENT

Rosé All Day Cosmetics AEO Assessment Report
by Novastacks AI

roseallday.co | Indonesia Market

March 02, 2026 | Prepared by Novastacks AI

3.8 /10
Warning

Site Readiness: 3.5 · LLM Visibility: 4.0

Compared against: blpbeauty.com somethinc.com Rosé All Day Cosmetics
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// 01 EXECUTIVE SUMMARY

AI Writes Your Product Reviews — From Someone Else's Website

Google AI Overview already produces detailed, ingredient-level reviews of Rosé All Day's skin tint — citing TikTok creators and Female Daily, never roseallday.co. Your products have earned 73,000+ five-star Tokopedia reviews and 223,000 Instagram followers. The brand love is real. The AI citation gap is equally real, and it costs you every time a customer asks an AI assistant to recommend a halal lip tint, a clean beauty brand, or the best local Indonesian makeup.

In those moments — the highest-intent queries in your category — your name does not appear. ChatGPT lists Wardah, Emina, and Mineral Botanica for lip tint. It names Somethinc, ESQA, and Rollover Reaction for clean beauty. Somethinc now ranks for 9× more keywords and generates an estimated 6.8× more organic traffic than roseallday.co. The gap is structural: your website is 100% transactional with zero informational content. AI doesn't browse Tokopedia reviews — it reads owned content. There is currently nothing on roseallday.co for AI to cite when your customers are making purchase decisions.

DomainRanked KeywordsEst. Traffic (ETV)#1 Positions#2-3#4-10
roseallday.co13613,634372522
blpbeauty.com39122,779633937
somethinc.com1,22493,1351211112

1 Ranked Keywords — Total keywords where domain appears in Google Indonesia top 100 results (DataForSEO Labs, March 2026). Reflects top-150 by ETV sample; actual totals may be higher.

2 ETV — Estimated Traffic Value based on top 150 ranked keywords by traffic contribution, Indonesia market (location_code 2360), March 2026.

3 Position data reflects the top-150 keyword sample used in this audit. Competitors using DataForSEO Labs ranked keywords endpoint, no language_code filter applied.

Category Invisibility Gap

0/3

Category queries where ChatGPT recommends Rosé All Day

When Indonesian consumers ask AI for the best halal lip tint, the best clean beauty brand, or the best local makeup — Rosé All Day does not appear. Wardah, Somethinc, ESQA, and Rollover Reaction fill those slots instead. This is the purchase-decision moment, and your brand is absent from it. Our AEO solution addresses this by creating the category-level owned content that gives AI a credible source to cite.

§ Section 02: AI Visibility

Content Dead Zone

0

Informational pages on roseallday.co

The entire roseallday.co website is product pages and checkout flows. No blog, no FAQ, no guides, no how-to content — nothing for an AI crawler to read and cite. Google AI Overview already produces detailed reviews of your skin tint, but sources them entirely from TikTok and Female Daily. You have strong product love and zero owned content to capture it. Our AEO solution addresses this by building the informational content architecture that converts brand recognition into AI citations.

§ Section 03: Site Readiness

Third-Party Citation Dependency

1,600

YouTube subscribers on the official Rosé All Day channel

Every AI Overview and ChatGPT answer about Rosé All Day cites sources outside your control — TikTok creators, Female Daily reviews, Lemon8 posts. Your YouTube channel has only 1,600 subscribers while competitor review videos drive millions of views. When those third-party sources disappear or shift tone, your AI visibility disappears with them. Our AEO solution addresses this by building durable owned citation assets that AI platforms reference directly.

§ Section 02: AI Visibility

This assessment analyzes the top 150 ranked keywords per domain across 3 sites, crawls 9–15 representative pages per audit, runs 3 Lighthouse performance audits, and executes 12 AI prompt tests across ChatGPT and Google AI Overviews. Third-party citation surface checks include YouTube, Reddit, G2, Wikipedia, direct competitor domains, and other category-relevant platforms. All scores use a 1–10 scale. Data reflects conditions as of March 2026.

// 02 AI VISIBILITY

AI Reviews Your Products — Then Links to TikTok, Not You

LLM visibility across ChatGPT (gpt-4o) and Google AI Overview

ChatGPT Query Results

Prompt TypeQueryMentioned?Who Was Cited
BrandedCeritakan tentang Rosé All Day Cosmetics, brand kosmetik lokal IndonesiaYesBrand mentioned and described; no URL citation; web search not used (training data only)
Category: Skin TintRekomendasi skin tint terbaik brand lokal Indonesia untuk kulit sawo matangYesMentioned 2nd (after ESQA); described inaccurately as 'foundation with skin tint texture'; no citation URL
Category: Lip TintRekomendasi lip tint lokal terbaik Indonesia halal dan tahan lamaNoNOT mentioned — Wardah, Emina, Mineral Botanica, Madame Gie, Sariayu listed instead
ComparisonPerbandingan Rose All Day vs Somethinc vs BLP Beauty, mana yang lebih bagus?YesMentioned alongside competitors with equal coverage; no citations; generic summary only
Category: Clean Beautybrand kosmetik lokal Indonesia clean beauty vegan halal terbaik 2025NoNOT mentioned — Wardah, Somethinc, ESQA, Rollover Reaction, Mineral Botanica listed; Rosé All Day absent despite being halal certified
Long-tailskin tint lokal terbaik — Rose All Day skin tint reviewYesGoogle AIO triggered with detailed product review citing TikTok and Female Daily — roseallday.co cited organically at position 3 only, not inside AIO

ChatGPT responded from training data for all 6 queries (web_search=false confirmed). The brand is known at a basic level — ChatGPT describes product characteristics accurately in branded queries — but has no indexed owned content to ground category recommendations. For every non-branded query, AI defaults to brands with more informational content presence: Wardah (legacy brand authority), Somethinc (blog + active content strategy), and ESQA (editorial coverage). Rosé All Day's clean beauty, halal, and vegan positioning — its core differentiators — are completely absent from AI category answers.

Google AI Overview Results

Query TypeQueryAIO Triggered?Prospect RankTop Results
BrandedRosé All Day Cosmetics brand kosmetik lokal IndonesiaYes#1 organicroseallday.co (#1), instagram.com/roseallday.co (#2), shopee.co.id (#3)
Product ReviewRose All Day skin tint reviewYes#3 organicAIO detailed review active — cites TikTok, reviews.femaledaily.com, lemon8-app.com, beautyjournal.id — NOT roseallday.co
ComparisonRose All Day vs Somethinc vs BLP BeautyYesAppears in TikTok/YouTube comparison videos in SERPlemon8-app.com comparison, tiktok.com battle videos, youtube.com review videos
Category: Clean Beauty Halalkosmetik clean beauty vegan halal lokal IndonesiaYesNot in AIO — Tribunnews article about RADC ranks #2 organicallyshopping.tribunnews.com (Rose All Day article), lifestyle.kompas.com, soco.id
Category: Skin Tintskin tint terbaik brand lokal IndonesiaYesAppears in comparison video results on TikTok/YouTubeCategory SERP dominated by TikTok/YouTube review videos; roseallday.co not in AIO citations
Category: Lip Tintlip tint lokal terbaik Indonesia halalYesNot found in resultsWardah, Emina, Mineral Botanica dominate AIO for lip tint category

Google AI Overview has detailed knowledge of Rosé All Day's hero product (skin tint) and triggers rich AI answers with ingredient lists, shade guidance, and pros/cons — but cites TikTok creators and Female Daily exclusively. No content from roseallday.co appears inside any AI Overview box. For category-level queries (best halal lip tint, best clean beauty brand), the brand is absent entirely. The AIO citation pattern reveals a structural problem: AI sources its beauty recommendations from editorial and UGC review content, neither of which Rosé All Day owns or controls.

ChatGPT Status
Partial
Mentioned in 3/6 queries, cited in 0/6
Google AIO
Partial
Brand known, product reviewed in AIO — via 3rd-party sources only
Lip Tint Category
Absent
Not mentioned by ChatGPT or in AIO for hero category
Clean Beauty Halal
Absent
Core brand positioning not reflected in AI answers

Citation Surface Analysis

PlatformPresenceStrengthNotable
Female DailyYesBrand page + 15+ reviewed products, 4.0–4.4 avgPrimary AI citation source — cited in Google AIO repeatedly
TokopediaYes4.9/5, 73,862+ reviewsStrongest social proof signal in Indonesian market
ShopeeYes4.9/5 official store, 6,432+ store reviewsActive official store
InstagramYes223,900 followers (@roseallday.co)Sister brand @roseallday.skin also active
TikTokYesBrand account @roseallday.co active; extensive UGCTikTok UGC is primary AI citation source alongside Female Daily
YouTubeWeak1,600 subscribers (owned channel); 100K+ views on 3rd-party reviewsVirtually no owned YouTube presence despite extensive creator coverage
Lemon8YesCited in AIO for skin tint reviewsEmerging AI citation surface in Indonesia
Zalora / WatsonsYesListed + Zalora review blog post publishedRetail platform presence strong

Rosé All Day has strong presence across Indonesian retail platforms and social media, and these platforms actively generate the UGC that AI cites. The brand's most important AI citation sources — Female Daily (editorial reviews) and TikTok (creator content) — are entirely third-party controlled. The owned YouTube channel at 1,600 subscribers is effectively absent for a beauty brand of this size. Brand love is converting into third-party AI citations; it is not converting into owned AI authority.

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// 03 SITE READINESS

Flawless Checkout Experience, No Content for AI to Cite

Page-type coverage comparison across Rosé All Day, BLP Beauty, Somethinc

Site Readiness3.5/10
Page TypeRosé All Day Cosmeticsblpbeauty.comsomethinc.com
Homepage✓ Shopify SSR, WebSite + Organization schema✓ Shopify SSR, no schema detected⚠ Unknown rendering, no schema
Product / Category Pages✓ Product schema, SSR, fast load✓ Product pages present✓ Product pages present
Blog / Informational Content✗ Does not exist (404)✗ No blog detected✓ Blog/content hub exists (/blogs/)
FAQ / Help Content✗ Does not exist✗ Does not exist✗ Does not exist
How-To / Guide Content✗ Does not exist✗ Does not exist✗ Does not exist
FAQPage Schema✗ Not implemented✗ Not implemented✗ Not implemented
BreadcrumbList Schema✗ Not implemented✗ Not implemented✗ Not implemented
All three brands share a critical content gap: no FAQ pages, no how-to guides, and no BreadcrumbList schema. Rosé All Day and BLP Beauty have no blog at all. Somethinc has a content section that gives it an informational advantage for category queries. The most important gap for Rosé All Day is not a technical deficiency — the site loads in 0.8 seconds with a perfect Lighthouse SEO score of 100. The gap is that there is no informational content of any kind for AI crawlers to cite. Shopify's SSR ensures full bot accessibility; the problem is what bots find when they arrive: product pages and a checkout flow, with no answers to the questions Indonesian beauty consumers are actually asking AI.
Lighthouse Performance
98/100
FCP 0.4s, LCP 0.8s — exceptional
Lighthouse SEO Score
100/100
Technical SEO baseline is clean
Schema Types Implemented
5
WebSite, Organization, SearchAction, Product, Brand — missing FAQPage, BreadcrumbList
Informational Pages
0
No blog, no FAQ, no guides, no how-to content

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// 04 SITE INFRASTRUCTURE

Perfect Infrastructure Carrying Nothing Worth Citing

Technical AI readiness: what AI crawlers access vs. what they find

Strong Technical Foundation — Wasted on Thin Content

Rosé All Day's technical infrastructure is genuinely impressive for an e-commerce brand. Shopify server-side rendering ensures AI crawlers receive full HTML content. Lighthouse scores 98/100 performance, 97/100 accessibility, 100/100 SEO. First Contentful Paint of 0.4 seconds and LCP of 0.8 seconds place this site in the top tier for page speed. The robots.txt (standard Shopify configuration) contains no blocks for GPTBot, ClaudeBot, or PerplexityBot — all AI crawlers have full access to product and collection pages. A valid XML sitemap exists at roseallday.co/sitemap.xml. This foundation scores 7/10 on Technical AI Readiness and is a genuine competitive advantage. The issue is not access — it is substance.

Product Page Titles Include '[OLD PACKAGING]' Tags

The highest-traffic product page on the site — The Realest Lightweight Skin Tint — carries a title of '[OLD PACKAGING] Rosé All Day The Realest Lightweight Skin Tint'. This is the page driving the majority of organic search traffic (ETV contribution: 698 in top-150 sample). A product title beginning with '[OLD PACKAGING]' sends negative freshness signals to both search engines and AI crawlers, and presents poorly in SERPs and AI-generated product summaries. Multiple product SKUs appear affected.

PageIssueSEO Impact
The Realest Lightweight Skin TintTitle starts with '[OLD PACKAGING]'Negative freshness signal, poor SERP display

No FAQPage Schema — Blocking Rich Result Eligibility

Google's FAQ rich results and AI Overview citation preference both require FAQPage structured data. Neither the product pages, collection pages, nor any other page on roseallday.co implements FAQPage schema. Given that Google AIO is already generating detailed Q&A content about Rosé All Day products (citing TikTok and Female Daily), the absence of FAQPage schema means roseallday.co cannot compete for the citation position even when the questions are about the brand's own products. This is a quick-win fix with direct AIO citation impact.

No BreadcrumbList Schema

BreadcrumbList schema is absent from all crawled pages including the homepage, product pages, and collection pages. Breadcrumb structured data improves page context signals for AI crawlers and enables breadcrumb rich results in SERPs. Given the site's clean Shopify URL structure (/collections/[category]/products/[slug]), implementing BreadcrumbList is straightforward and reinforces product-to-category relationships that AI uses to understand site architecture.

Homepage H1 Not Rendering in Crawled HTML

The homepage HTML (382KB, Shopify SSR confirmed) returned zero readable H1 text in page analysis — the H1 tag exists but contains content that may be image-only or loaded via Shopify section components in a way that produces empty text nodes. For AI crawlers that extract heading hierarchy to understand page purpose, a homepage without a descriptive H1 misses a fundamental content signal. Competitors Somethinc has a clear H1: 'Somethinc - Brand Kecantikan Lokal dengan Kualitas Premium'.

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// 05 CONTENT COMPETITIVENESS

A Beauty Brand with No Beauty Content

Content depth audit across page types and AI-citation formats

Zero Informational Content — The Core AI Visibility Problem

Critical

roseallday.co has no blog, no FAQ pages, no how-to guides, no ingredient explainers, no comparison content, and no educational resources of any kind. The /blogs URL returns a 404. Every page on the site is either a product page, a collection page, a store locator, or a checkout-related page. This is the single most important finding in this audit: AI language models cannot cite what does not exist. When ChatGPT responds to 'best halal lip tint Indonesia,' it searches for informational content — articles, guides, FAQ pages — that discuss this topic. Rosé All Day has none. Somethinc, by contrast, has a content hub that publishes skincare education content, which is why it appears in category queries despite having a similar product range.

Content TypeRosé All DayBLP BeautySomethinc
Blog / Articles✗ None✗ None✓ Active content hub
FAQ Pages✗ None✗ None✗ None
How-To / Guides✗ None✗ None✗ None
Ingredient Explainers✗ None✗ None✗ None
Comparison Content✗ None✗ None✗ None
About / Brand Story✓ Basic page✓ Basic page✓ Present

Product Pages Lack AI-Extractable Content Structure

Product pages (e.g., The Realest Lightweight Skin Tint, 302KB) contain rich product information — ingredients, shade descriptions, application tips — but presented in Shopify section HTML that AI crawlers struggle to parse as structured knowledge. H2 headings on product pages include 'Country/region', 'Item added to your cart', and 'About Us' (footer content) — not content headings describing the product. Google AIO's detailed skin tint review was sourced entirely from TikTok and Female Daily, not from the product page, despite the product page containing relevant ingredient and formula information. The information exists but is not formatted for AI extraction: no Q&A structure, no ingredient definitions, no FAQ blocks within the product page.

Brand Positioning Invisible to AI — Halal + Clean Beauty Not Findable

Critical

Rosé All Day's core identity — halal certified, PETA cruelty-free, clean beauty, vegan, made in Indonesia — appears on the Instagram bio and About page but nowhere in AI-indexable content format. When ChatGPT was asked for 'brand kosmetik lokal Indonesia clean beauty vegan halal terbaik 2025,' it named Wardah, Somethinc, ESQA, Rollover Reaction, and Mineral Botanica. Rosé All Day was not mentioned despite holding the exact certifications the query describes. The Tribunnews article 'Rose All Day brand kosmetik lokal yang vegan dan aman' ranks #2 on Google for the clean beauty halal query — a third-party article is doing more positioning work than the brand's own website.

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// 06 BRAND & POSITIONING

Known Brand, Borrowed Authority — Recommendations Flow to Competitors

How AI platforms position Rosé All Day vs. category leaders

Somethinc Has 9× the Keyword Footprint — and a Growing Content Gap

Critical

Somethinc ranks for 1,224 keywords in Indonesia vs. Rosé All Day's 136 — a 9× gap — and drives an estimated 93,135 ETV vs. 13,634. Critically, Somethinc's keyword advantage is driven by non-branded terms: 'tinted sunscreen' (#2), 'eyeliner' (#4), 'sunscreen' (#14) — category queries that bring in consumers who don't already know the brand. Rosé All Day's 136 keywords are overwhelmingly branded ('rose all day', 'roseallday', 'skin tint rose all day'). Nearly 100% of roseallday.co traffic comes from people who already know the brand — the site has almost no ability to acquire new customers through organic or AI search.

MetricRosé All DaySomethincGap
Total Ranked Keywords (ID)1361,2249× smaller
Estimated Traffic Value13,63493,1356.8× lower
Top Unbranded Keyword'skin tint' (pos 9)'tinted sunscreen' (pos 2)Competitor ranks 7 positions higher on unbranded
ChatGPT Category Mentions0/32/3Competitor dominates category AI answers

Lip Tint Is a Hero Product — Invisible in AI Recommendations

Critical

Lip tint is one of Rosé All Day's top-traffic product categories (ETV contribution: 777 in sample) with strong Tokopedia review scores. Yet when ChatGPT was asked for 'lip tint lokal terbaik Indonesia halal dan tahan lama,' the brand was completely absent from the five-item recommendation list (Wardah, Emina, Mineral Botanica, Madame Gie, Sariayu). This is not a brand awareness problem — ChatGPT knows Rosé All Day from branded queries. It is a content authority problem: these competing brands have editorial and FAQ content about their lip tints that AI can cite, while Rosé All Day's product pages have no informational context that grounds AI recommendations.

Strong Social Proof Exists But Doesn't Convert to AI Authority

Rosé All Day has genuine consumer love: 4.9/5 across 73,862 Tokopedia reviews, 4.9/5 on the official Shopee store, 223,900 Instagram followers, and extensive positive TikTok UGC. Google AIO cites this social proof indirectly through Female Daily and TikTok reviews. The gap is that this social proof lives entirely on third-party platforms. The brand has no mechanism to convert consumer trust into owned AI citations — no review-integration schema on product pages, no brand-controlled FAQ content that references these validation signals, and no editorial articles that consolidate the positive reception into citeable authority.

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// 07 ROADMAP & IMPACT

Roadmap: From AI-Invisible to Category Authority in 6 Months

Prioritized fixes across three time horizons

Site Readiness Score

Current3.5/10
Projected6.5/10

LLM Visibility Score

Current4.0/10
Projected6.5/10

Horizon 1: Infrastructure (0–30 days)

+1.5 to +2.0 Site Readiness (Schema + Technical dimensions)

01

Add FAQPage schema to top product pages (skin tint, mascara, lip tint, cushion) with Q&A pairs sourced from Tokopedia reviews

02

Add BreadcrumbList schema across all collection and product pages

03

Remove '[OLD PACKAGING]' prefix from active product page titles

04

Add sameAs links to Organization schema (Instagram, Tokopedia, TikTok, LinkedIn)

05

Add descriptive H1 to homepage with brand positioning statement

Horizon 2: Content Foundation (30–90 days)

+2.0 to +2.5 Combined (mainly Citable Content Depth — highest weight dimension)

01

Launch /blogs content hub on Shopify with 8–12 foundational articles targeting category queries: 'lip tint halal Indonesia terbaik', 'skin tint untuk kulit sawo matang', 'clean beauty artinya apa', 'kosmetik vegan dan halal bedanya'

02

Add FAQ sections within product pages for top-selling SKUs (skin tint, mascara, lip mousse)

03

Create a brand positioning pillar page: 'Mengapa Rosé All Day — Clean Beauty, Halal, Vegan, Lokal'

04

Publish ingredient explainer content for hero formulations (Centella Asiatica, Niacinamide, Squalane)

Horizon 3: Authority Building (3–6 months)

+2.0 to +2.5 LLM Visibility (Core Keyword + Platform Citation dimensions)

01

Build YouTube channel strategy: shift from product launches to education (skin tint for different skin tones, halal beauty guides, ingredient comparisons)

02

Create comparison and guide content: 'Rose All Day vs Somethinc vs BLP Beauty — which is right for your skin?'

03

Develop structured 'halal beauty certification' content to own the category positioning AI currently assigns to Wardah

04

Syndicate content to Female Daily editorial and Lemon8 with backlinks to owned articles

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// WHO WE ARE

Agentic Marketing Systems, Built by Senior Operators

Novastacks is not an agency selling AI as a buzzword. We are senior marketing operators with decades of experience at Expedia, Tencent, Klook, and Traveloka who built enterprise-grade AI marketing systems from the ground up.

What We Do

  • AEO (Answer Engine Optimization) — Get your brand cited when prospects ask ChatGPT, Perplexity, and Google AI about your category
  • SEO Integration — Traditional search visibility that compounds with AI visibility
  • Custom AI Growth Systems — Agentic workflows, content engines, and data pipelines built for your business
  • Fractional Growth Partner — Senior strategic leadership without the full-time overhead

What You Get From Us

01
Head-Level Strategy

Solutions designed by operators who've led growth marketing and SEO at the Director/VP level. Not juniors following playbooks.

02
Agentic Execution

AI-powered workflows that move at machine speed. Audits, content, optimization, and reporting that would take a team weeks, delivered in days.

03
Flexible Engagement

No bloated retainers. Scope of work tailored to your stage, budget, and goals. Start small, scale when you see results.

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