Suede ASO Audit
Analyze App Store and Google Play listings with the Suede ASO scoring system. Fetch
live listing data, score metadata, visuals, and ratings, then produce a
prioritized action plan.
Before Auditing
Check for product marketing context first:
If .agents/product-marketing.md exists (or .claude/product-marketing.md, or the legacy product-marketing-context.md filename, in older setups), read it before asking questions. Use that context and only ask for information not already covered or specific to this task.
Phase 1 — Identify Store & Fetch
Detect store type from URL
Apple: apps.apple.com/{country}/app/{name}/id{digits}
Google: play.google.com/store/apps/details?id={package}
If the user gives an app name instead of a URL, search the web for:
site:apps.apple.com "{app name}" or site:play.google.com "{app name}"
Fetch the listing
Use WebFetch to retrieve the listing page. Extract every available field:
Apple App Store fields:
- App name (title) — 30 char limit
- Subtitle — 30 char limit
- Description (long) — not indexed for search, but matters for conversion
- Promotional text — 170 chars, updatable without new release
- Category (primary + secondary)
- Screenshots (count, order, caption text)
- Preview video (presence, duration)
- Rating (average + count)
- Recent reviews (visible ones)
- Price / in-app purchases
- Developer name
- Last updated date
- Version history notes
- Age rating
- Size
- Languages / localizations listed
- In-app events (if any visible)
Google Play fields:
- App name (title) — 30 char limit
- Short description — 80 char limit
- Full description — 4,000 char limit, IS indexed for search
- Category + tags
- Feature graphic (presence)
- Screenshots (count, order)
- Preview video (presence)
- Rating (average + count)
- Recent reviews (visible ones)
- Price / in-app purchases
- Developer name
- Last updated date
- What's new text
- Downloads range
- Content rating
- Data safety section
- Languages listed
If WebFetch returns incomplete data (stores render client-side), note gaps and
work with what's available. Ask the user to paste missing fields if critical.
Visual asset assessment
WebFetch cannot extract screenshot images or caption text. Take a screenshot
of the listing page to get visual data:
- Navigate to the listing URL and capture a full-page screenshot
- Assess the screenshot for: icon quality, screenshot count, caption text,
messaging quality, preview video presence, feature graphic (Google Play)
- If browser tools are unavailable, ask the user to share a screenshot of the
listing page
Promotional text (Apple): This 170-char field appears above the description
but is often indistinguishable from it in scraped HTML. If you cannot confirm
its presence, note this and recommend the user check App Store Connect.
Phase 1.5 — Assess Brand Maturity
Before scoring, classify the app into one of three tiers. This determines how
you interpret "textbook ASO" deviations — a deliberate brand choice by a
household name is not the same as a missed opportunity by an unknown app.
Tier definitions
| Tier |
Signals |
Examples |
| Dominant |
Household name, 1M+ ratings, top-10 in category, near-universal brand recognition. Users search by brand name, not generic keywords. |
Instagram, Uber, Spotify, WhatsApp, Netflix |
| Established |
Well-known in their category, 100K+ ratings, strong organic installs, recognized brand but not universally known. |
Strava, Notion, Duolingo, Cash App, Calm |
| Challenger |
Building awareness, <100K ratings, needs discovery through keywords and ASO tactics. Most apps fall here. |
Your app, most indie/startup apps |
Classification happens here, before any scoring. The per-dimension adjustments
each tier earns live under "Brand Maturity Adjustments" in
references/scoring-criteria.md, which Phase 2 loads before scoring — do not
restate or re-derive them here.
Key principle: Before docking points, ask: "Is this a mistake or a deliberate
choice by a team that has data I don't?" If the app has 1M+ ratings and a
dedicated ASO team, assume their choices are data-informed unless clearly wrong.
Phase 2 — Score Each Dimension
Score each dimension 0-10 using the criteria in references/scoring-criteria.md.
Apply the brand maturity tier adjustments from Phase 1.5.
Reference files for platform specs and benchmarks:
references/apple-specs.md — Official Apple character limits, screenshot/video specs, CPP/PPO rules, rejection triggers
references/google-play-specs.md — Official Google Play limits, screenshot specs, Android Vitals thresholds, policies
references/benchmarks.md — Conversion data, rating impact, video lift, screenshot behavior, CPP/event benchmarks
Dimensions and Weights
| # |
Dimension |
Weight |
What It Covers |
| 1 |
Title & Subtitle |
20% |
Character usage, keyword presence, clarity, brand + keyword balance |
| 2 |
Description |
15% |
First 3 lines, keyword density (Google), CTA, structure, promotional text |
| 3 |
Visual Assets |
25% |
Screenshot count/quality/messaging, video, icon, feature graphic |
| 4 |
Ratings & Reviews |
20% |
Average rating, volume, recency, developer responses |
| 5 |
Metadata & Freshness |
10% |
Category choice, update recency, localization count, data safety |
| 6 |
Conversion Signals |
10% |
Price positioning, IAP transparency, social proof, download range |
Final score = weighted sum of the dimensions that were actually observed.
Unassessable dimensions (read before computing any score)
references/scoring-criteria.md defines score 0 as "cannot assess (data
unavailable)". Missing data is the normal case here, not the exception —
WebFetch cannot extract screenshots or caption text, and promotional text is
indistinguishable in scraped HTML. A 0 for unfetched data is not a bad listing;
scoring it as one fabricates a failing grade (an unobserved Visual Assets
dimension at 25% weight silently drops an A listing to D).
House rule:
- A dimension you could not observe is excluded from the weighted
denominator, not scored 0. Rescale the remaining weights and state the
denominator used ("74/100 across 4 dimensions carrying 75% weight").
- List every excluded dimension as not assessed, with the reason and what
the user would need to supply to close it (a screenshot of the listing page,
App Store Connect access).
- If more than 25% of total weight is unassessed, withhold the letter
grade entirely. Report the partial scores and the blocked dimensions
instead; do not present a grade the evidence cannot support.
Score interpretation
| Score |
Grade |
Meaning |
| 85-100 |
A |
Well-optimized; focus on A/B testing and iteration |
| 70-84 |
B |
Good foundation; clear opportunities to improve |
| 50-69 |
C |
Significant gaps; prioritized fixes will have high impact |
| 30-49 |
D |
Major optimization needed across multiple dimensions |
| 0-29 |
F |
Listing needs a complete overhaul |
Phase 3 — Competitor Comparison (Optional)
If the user provides competitor URLs or asks for comparison:
- Fetch 2-3 top competitors in the same category
- Run the same scoring on each
- Build a comparison table highlighting where the user's app is weaker/stronger
- Identify keyword gaps — terms competitors rank for that the user's app doesn't target
If no competitors are specified, suggest the user provide 2-3 or offer to search
for top apps in their category.
Phase 4 — Generate Report
Use the template in references/report-template.md to structure the output.
The report must include:
- Score card — table with all 6 dimensions, scores, the weighted denominator
actually used, and the grade (withheld per the unassessable-dimension rule
when more than 25% of weight went unassessed)
- Top 3 quick wins — changes that take <1 hour and have highest impact
- Detailed findings — per-dimension breakdown with specific issues and fixes
- Keyword suggestions — based on title/description analysis and competitor gaps
- Visual asset recommendations — specific screenshot/video improvements
- Priority action plan — ordered list of changes by impact vs effort
Report rules
- Every recommendation must be specific and actionable ("Change subtitle from X to Y" not "Improve subtitle")
- Include character counts for all text recommendations
- Flag platform-specific differences (Apple vs Google) when relevant
- Note what CANNOT be assessed without paid tools (search volume, exact rankings)
- When suggesting keyword changes, explain WHY each keyword matters
Platform-Specific Rules
Character limits, screenshot and video specs, CPP and experiment rules, policy
prohibitions, Android Vitals thresholds, editorial curation, and rejection
triggers are versioned in the three reference files listed in Phase 2. Read the
one for the store being audited before scoring any dimension against a spec —
they are the source of truth, and dated platform facts are not repeated here.
The one comparison that drives scoring on every audit stays inline:
What Apple Indexes vs What Google Indexes
| Field |
Apple Indexed? |
Google Indexed? |
| Title |
Yes |
Yes (strongest signal) |
| Subtitle / Short desc |
Yes |
Yes |
| Keyword field |
Yes (hidden) |
Does not exist |
| Long description |
No |
Yes (heavily) |
| Screenshot captions |
Yes (since 2025) |
No |
| In-app events |
Yes |
N/A (LiveOps instead) |
| Developer name |
No |
Partial |
| IAP names |
Yes |
Yes |
Common Issues Checklist
Flag these if found. Items marked (tier-dependent) should be evaluated against
the app's brand maturity tier — they may be deliberate choices for Dominant apps.
Every flag carries an author action, so the reader knows what to do with it:
| Action |
Meaning |
| Blocks the listing |
Risks rejection, removal, or ranking suppression. Fix before the next submission. |
| Required |
Costs measurable installs or conversion. Fix in the next release cycle. |
| Optional |
Upside, not a defect. Ship if capacity allows. |
Always flag (all tiers):
Flag for Challenger/Established only (not mistakes for Dominant apps):
Flag for all tiers but note context:
Prohibited title metadata (emojis, ALL CAPS, "best"/"#1"/"free", CTAs on Google
Play) is always blocks the listing — see references/google-play-specs.md.
Task-Specific Questions
- What is the App Store or Google Play URL?
- Is this your app or a competitor's?
- What category does the app compete in?
- Do you have competitor URLs to compare against?
- Are you focused on search visibility, conversion rate, or both?
- Do you have access to App Store Connect or Google Play Console data?
Boundaries
- Do not claim keyword rank, conversion lift, review status, or store approval without a current source or console readback.
- Do not edit or submit store metadata, screenshots, builds, prices, or releases without explicit authorization.
- Do not invent competitor performance, customer sentiment, or platform benchmarks; label estimates and their source dates.
- Do not reuse copyrighted competitor assets or generate an alternate Suede S in screenshot recommendations.
Routing
- Need paid app-install creative -> use
suede-ad-creative.
- Need install attribution or in-app events -> use
suede-analytics.
- Need customer language for listing copy -> use
suede-customer-research.
- Need an iOS or Android product build -> use
site-to-ios-app or android-app-factory; native iOS from scratch is a private Suede Labs companion, not in this pack: ios-app-factory.
- Need App Store metadata authored for an app being shipped through the iOS factory pipeline -> private Suede Labs companion, not in this pack: ios-aso-launch. Precedence:
suede-aso audits and scores a live listing from its URL; ios-aso-launch authors the metadata fields for a release in flight. Only one of the two owns a given field at a time.
- From those skills, route listing audits, metadata strategy, and screenshot sequencing back to
suede-aso.
1---2name: suede-aso3description: Suede-owned app-store optimization discipline for keyword fields, titles, subtitles, descriptions, screenshots, ratings context, and competitor listing audits. Use when improving App Store or Google Play visibility or listing conversion from a live app URL and current console evidence. NOT FOR: building or releasing the app (use android-app-factory or site-to-ios-app; native iOS builds are a private Suede Labs companion, not in this pack: ios-app-factory), writing store metadata fields for an app that has not shipped yet (private Suede Labs companion, not in this pack: ios-aso-launch), creating paid ad assets (use suede-ad-creative), or install-event instrumentation (use suede-analytics).4---56# Suede ASO Audit78Analyze App Store and Google Play listings with the Suede ASO scoring system. Fetch9live listing data, score metadata, visuals, and ratings, then produce a10prioritized action plan.1112## Before Auditing1314**Check for product marketing context first:**15If `.agents/product-marketing.md` exists (or `.claude/product-marketing.md`, or the legacy `product-marketing-context.md` filename, in older setups), read it before asking questions. Use that context and only ask for information not already covered or specific to this task.1617## Phase 1 — Identify Store & Fetch1819### Detect store type from URL2021```22Apple: apps.apple.com/{country}/app/{name}/id{digits}23Google: play.google.com/store/apps/details?id={package}24```2526If the user gives an app name instead of a URL, search the web for:27`site:apps.apple.com "{app name}"` or `site:play.google.com "{app name}"`2829### Fetch the listing3031Use WebFetch to retrieve the listing page. Extract every available field:3233**Apple App Store fields:**3435- App name (title) — 30 char limit36- Subtitle — 30 char limit37- Description (long) — not indexed for search, but matters for conversion38- Promotional text — 170 chars, updatable without new release39- Category (primary + secondary)40- Screenshots (count, order, caption text)41- Preview video (presence, duration)42- Rating (average + count)43- Recent reviews (visible ones)44- Price / in-app purchases45- Developer name46- Last updated date47- Version history notes48- Age rating49- Size50- Languages / localizations listed51- In-app events (if any visible)5253**Google Play fields:**5455- App name (title) — 30 char limit56- Short description — 80 char limit57- Full description — 4,000 char limit, IS indexed for search58- Category + tags59- Feature graphic (presence)60- Screenshots (count, order)61- Preview video (presence)62- Rating (average + count)63- Recent reviews (visible ones)64- Price / in-app purchases65- Developer name66- Last updated date67- What's new text68- Downloads range69- Content rating70- Data safety section71- Languages listed7273If WebFetch returns incomplete data (stores render client-side), note gaps and74work with what's available. Ask the user to paste missing fields if critical.7576### Visual asset assessment7778WebFetch cannot extract screenshot images or caption text. **Take a screenshot79of the listing page** to get visual data:80811. Navigate to the listing URL and capture a full-page screenshot822. Assess the screenshot for: icon quality, screenshot count, caption text,83 messaging quality, preview video presence, feature graphic (Google Play)843. If browser tools are unavailable, ask the user to share a screenshot of the85 listing page8687**Promotional text (Apple):** This 170-char field appears above the description88but is often indistinguishable from it in scraped HTML. If you cannot confirm89its presence, note this and recommend the user check App Store Connect.9091---9293## Phase 1.5 — Assess Brand Maturity9495Before scoring, classify the app into one of three tiers. This determines how96you interpret "textbook ASO" deviations — a deliberate brand choice by a97household name is not the same as a missed opportunity by an unknown app.9899### Tier definitions100101| Tier | Signals | Examples |102| --------------- | ------------------------------------------------------------------------------------------------------------------------------------ | ------------------------------------------- |103| **Dominant** | Household name, 1M+ ratings, top-10 in category, near-universal brand recognition. Users search by brand name, not generic keywords. | Instagram, Uber, Spotify, WhatsApp, Netflix |104| **Established** | Well-known in their category, 100K+ ratings, strong organic installs, recognized brand but not universally known. | Strava, Notion, Duolingo, Cash App, Calm |105| **Challenger** | Building awareness, <100K ratings, needs discovery through keywords and ASO tactics. Most apps fall here. | Your app, most indie/startup apps |106107Classification happens here, before any scoring. The per-dimension adjustments108each tier earns live under "Brand Maturity Adjustments" in109`references/scoring-criteria.md`, which Phase 2 loads before scoring — do not110restate or re-derive them here.111112**Key principle:** Before docking points, ask: "Is this a mistake or a deliberate113choice by a team that has data I don't?" If the app has 1M+ ratings and a114dedicated ASO team, assume their choices are data-informed unless clearly wrong.115116---117118## Phase 2 — Score Each Dimension119120Score each dimension 0-10 using the criteria in `references/scoring-criteria.md`.121Apply the brand maturity tier adjustments from Phase 1.5.122123Reference files for platform specs and benchmarks:124125- `references/apple-specs.md` — Official Apple character limits, screenshot/video specs, CPP/PPO rules, rejection triggers126- `references/google-play-specs.md` — Official Google Play limits, screenshot specs, Android Vitals thresholds, policies127- `references/benchmarks.md` — Conversion data, rating impact, video lift, screenshot behavior, CPP/event benchmarks128129### Dimensions and Weights130131| # | Dimension | Weight | What It Covers |132| --- | -------------------- | ------ | ------------------------------------------------------------------------- |133| 1 | Title & Subtitle | 20% | Character usage, keyword presence, clarity, brand + keyword balance |134| 2 | Description | 15% | First 3 lines, keyword density (Google), CTA, structure, promotional text |135| 3 | Visual Assets | 25% | Screenshot count/quality/messaging, video, icon, feature graphic |136| 4 | Ratings & Reviews | 20% | Average rating, volume, recency, developer responses |137| 5 | Metadata & Freshness | 10% | Category choice, update recency, localization count, data safety |138| 6 | Conversion Signals | 10% | Price positioning, IAP transparency, social proof, download range |139140**Final score** = weighted sum of the dimensions that were actually observed.141142### Unassessable dimensions (read before computing any score)143144`references/scoring-criteria.md` defines score 0 as "cannot assess (data145unavailable)". Missing data is the normal case here, not the exception —146WebFetch cannot extract screenshots or caption text, and promotional text is147indistinguishable in scraped HTML. A 0 for unfetched data is not a bad listing;148scoring it as one fabricates a failing grade (an unobserved Visual Assets149dimension at 25% weight silently drops an A listing to D).150151House rule:1521531. A dimension you could not observe is **excluded from the weighted154 denominator**, not scored 0. Rescale the remaining weights and state the155 denominator used ("74/100 across 4 dimensions carrying 75% weight").1562. List every excluded dimension as **not assessed**, with the reason and what157 the user would need to supply to close it (a screenshot of the listing page,158 App Store Connect access).1593. If **more than 25% of total weight** is unassessed, **withhold the letter160 grade entirely.** Report the partial scores and the blocked dimensions161 instead; do not present a grade the evidence cannot support.162163### Score interpretation164165| Score | Grade | Meaning |166| ------ | ----- | --------------------------------------------------------- |167| 85-100 | A | Well-optimized; focus on A/B testing and iteration |168| 70-84 | B | Good foundation; clear opportunities to improve |169| 50-69 | C | Significant gaps; prioritized fixes will have high impact |170| 30-49 | D | Major optimization needed across multiple dimensions |171| 0-29 | F | Listing needs a complete overhaul |172173---174175## Phase 3 — Competitor Comparison (Optional)176177If the user provides competitor URLs or asks for comparison:1781791. Fetch 2-3 top competitors in the same category1802. Run the same scoring on each1813. Build a comparison table highlighting where the user's app is weaker/stronger1824. Identify keyword gaps — terms competitors rank for that the user's app doesn't target183184If no competitors are specified, suggest the user provide 2-3 or offer to search185for top apps in their category.186187---188189## Phase 4 — Generate Report190191Use the template in `references/report-template.md` to structure the output.192193The report must include:1941951. **Score card** — table with all 6 dimensions, scores, the weighted denominator196 actually used, and the grade (withheld per the unassessable-dimension rule197 when more than 25% of weight went unassessed)1982. **Top 3 quick wins** — changes that take <1 hour and have highest impact1993. **Detailed findings** — per-dimension breakdown with specific issues and fixes2004. **Keyword suggestions** — based on title/description analysis and competitor gaps2015. **Visual asset recommendations** — specific screenshot/video improvements2026. **Priority action plan** — ordered list of changes by impact vs effort203204### Report rules205206- Every recommendation must be **specific and actionable** ("Change subtitle from X to Y" not "Improve subtitle")207- Include character counts for all text recommendations208- Flag platform-specific differences (Apple vs Google) when relevant209- Note what CANNOT be assessed without paid tools (search volume, exact rankings)210- When suggesting keyword changes, explain WHY each keyword matters211212---213214## Platform-Specific Rules215216Character limits, screenshot and video specs, CPP and experiment rules, policy217prohibitions, Android Vitals thresholds, editorial curation, and rejection218triggers are versioned in the three reference files listed in Phase 2. Read the219one for the store being audited before scoring any dimension against a spec —220they are the source of truth, and dated platform facts are not repeated here.221222The one comparison that drives scoring on every audit stays inline:223224### What Apple Indexes vs What Google Indexes225226| Field | Apple Indexed? | Google Indexed? |227| --------------------- | ---------------- | ---------------------- |228| Title | Yes | Yes (strongest signal) |229| Subtitle / Short desc | Yes | Yes |230| Keyword field | Yes (hidden) | Does not exist |231| Long description | No | Yes (heavily) |232| Screenshot captions | Yes (since 2025) | No |233| In-app events | Yes | N/A (LiveOps instead) |234| Developer name | No | Partial |235| IAP names | Yes | Yes |236237---238239## Common Issues Checklist240241Flag these if found. Items marked _(tier-dependent)_ should be evaluated against242the app's brand maturity tier — they may be deliberate choices for Dominant apps.243244Every flag carries an **author action**, so the reader knows what to do with it:245246| Action | Meaning |247|---|---|248| **Blocks the listing** | Risks rejection, removal, or ranking suppression. Fix before the next submission. |249| **Required** | Costs measurable installs or conversion. Fix in the next release cycle. |250| **Optional** | Upside, not a defect. Ship if capacity allows. |251252**Always flag (all tiers):**253254- [ ] Rating below 4.0 — **required**255- [ ] Last update > 3 months ago — **required**256- [ ] Google Play description has no keyword strategy (under 1% density) — **required**257- [ ] Google Play missing feature graphic — **blocks the listing** (no featured placement without it)258- [ ] Apple keyword field likely has repeated words (inferred from title+subtitle) — **required**259- [ ] Category mismatch — app would face less competition in a different category — **required**260- [ ] Fewer than 5 screenshots — **required**261262**Flag for Challenger/Established only** _(not mistakes for Dominant apps):_263264- [ ] Title wastes characters on brand name only (no keywords) — **required** _(Dominant: brand IS the keyword)_265- [ ] Subtitle/short description duplicates title keywords — **required**266- [ ] Description first 3 lines are generic — **required** _(Dominant: may be brand-voice choice)_267- [ ] No preview video — **optional** _(Dominant: may be rational if product is hard to demo)_268- [ ] Screenshots are just UI dumps with no messaging/captions — **required** _(Dominant: lifestyle/brand shots may convert better)_269- [ ] Only 1-2 localizations — **optional** _(score relative to actual market, not absolute count)_270- [ ] No in-app events or promotional content — **optional** _(Dominant utility apps may not need discovery help)_271272**Flag for all tiers but note context:**273274- [ ] No developer responses to negative reviews — **required** _(note volume — responding at 10M+ reviews is a different challenge than at 1K)_275- [ ] Generic "What's New" text — **optional** _(Apple 2.3.12 makes it **blocks the listing** when the release carries significant changes)_276277Prohibited title metadata (emojis, ALL CAPS, "best"/"#1"/"free", CTAs on Google278Play) is always **blocks the listing** — see `references/google-play-specs.md`.279280---281282## Task-Specific Questions2832841. What is the App Store or Google Play URL?2852. Is this your app or a competitor's?2863. What category does the app compete in?2874. Do you have competitor URLs to compare against?2885. Are you focused on search visibility, conversion rate, or both?2896. Do you have access to App Store Connect or Google Play Console data?290291---292293## Boundaries294295- Do not claim keyword rank, conversion lift, review status, or store approval without a current source or console readback.296- Do not edit or submit store metadata, screenshots, builds, prices, or releases without explicit authorization.297- Do not invent competitor performance, customer sentiment, or platform benchmarks; label estimates and their source dates.298- Do not reuse copyrighted competitor assets or generate an alternate Suede S in screenshot recommendations.299300## Routing301302- Need paid app-install creative -> use `suede-ad-creative`.303- Need install attribution or in-app events -> use `suede-analytics`.304- Need customer language for listing copy -> use `suede-customer-research`.305- Need an iOS or Android product build -> use `site-to-ios-app` or `android-app-factory`; native iOS from scratch is a private Suede Labs companion, not in this pack: ios-app-factory.306- Need App Store metadata authored for an app being shipped through the iOS factory pipeline -> private Suede Labs companion, not in this pack: ios-aso-launch. Precedence: `suede-aso` audits and scores a live listing from its URL; `ios-aso-launch` authors the metadata fields for a release in flight. Only one of the two owns a given field at a time.307- From those skills, route listing audits, metadata strategy, and screenshot sequencing back to `suede-aso`.