App store optimization tools for small business buyers
Asked as “app store optimization tool”, and as “ASO platform for mobile app rankings”, on behalf of a small B2B company. 64 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the November 2026 Edition.
Standing · first-choice share
16%
Contested · AppTweak 16%
16App Radar16AppTweak16Appfigures53others
16% of first choices, contested.
Since October 2026↗new leaderNew leader since October 2026: App Radar (16%) replaces Appfigures (27% then, 16% now), 0 points clear, inside the 11-point floor.App Radar leads at 16%, replacing Appfigures, which led at 27% and stands at 16% now: 0 points clear, inside the floor, so the swap reads as unsettled.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
Small business
App Radar16%Contested↗new leaderNew leader since October 2026: App Radar (16%) replaces Appfigures (27% then, 16% now), 0 points clear, inside the 11-point floor.This pageMid-market
AppTweak51%Consensus▲+12Since October 2026: 39% → 51%, +12 points. Past the 11-point floor: movement.Standing →Enterprise
Sensor Tower46%Clear leader▼−1Since October 2026: 47% → 46%, −1 point. Inside the 11-point floor: within noise.Standing →
App Radar16%Contested↗new leaderNew leader since October 2026: App Radar (16%) replaces Appfigures (27% then, 16% now), 0 points clear, inside the 11-point floor.This pageMid-marketAppTweak51%Consensus▲+12Since October 2026: 39% → 51%, +12 points. Past the 11-point floor: movement.Standing →EnterpriseSensor Tower46%Clear leader▼−1Since October 2026: 47% → 46%, −1 point. Inside the 11-point floor: within noise.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01App Radar16%4%51accepted challenger▲+5Since October 2026: 11% → 16%, +5 points. Inside the 11-point floor: within noise.11% → 16%
App Radar16%4%51accepted challenger▲+5Since October 2026: 11% → 16%, +5 points. Inside the 11-point floor: within noise.11% → 16%02
Appfigures16%7%44accepted challenger▼−11Since October 2026: 27% → 16%, −11 points. Past the 11-point floor: movement.27% → 16%
Appfigures16%7%44accepted challenger▼−11Since October 2026: 27% → 16%, −11 points. Past the 11-point floor: movement.27% → 16%03AppTweak16%36%61criticized challenger▲+7Since October 2026: 9% → 16%, +7 points. Inside the 11-point floor: within noise.9% → 16%
AppTweak16%36%61criticized challenger▲+7Since October 2026: 9% → 16%, +7 points. Inside the 11-point floor: within noise.9% → 16%04
ASOMobile9%0%23accepted challenger▲+2Since October 2026: 7% → 9%, +2 points. Inside the 11-point floor: within noise.7% → 9%
ASOMobile9%0%23accepted challenger▲+2Since October 2026: 7% → 9%, +2 points. Inside the 11-point floor: within noise.7% → 9%05
AppFollow8%14%42accepted challenger▼−3Since October 2026: 11% → 8%, −3 points. Inside the 11-point floor: within noise.11% → 8%
AppFollow8%14%42accepted challenger▼−3Since October 2026: 11% → 8%, −3 points. Inside the 11-point floor: within noise.11% → 8%06
MobileAction8%14%35accepted challenger▲+4Since October 2026: 4% → 8%, +4 points. Inside the 11-point floor: within noise.4% → 8%
MobileAction8%14%35accepted challenger▲+4Since October 2026: 4% → 8%, +4 points. Inside the 11-point floor: within noise.4% → 8%07
ASOdesk5%4%24accepted challenger▲+3Since October 2026: 2% → 5%, +3 points. Inside the 11-point floor: within noise.2% → 5%
ASOdesk5%4%24accepted challenger▲+3Since October 2026: 2% → 5%, +3 points. Inside the 11-point floor: within noise.2% → 5%08
Applyra5%0%14accepted challenger▲+3Since October 2026: 2% → 5%, +3 points. Inside the 11-point floor: within noise.2% → 5%
Applyra5%0%14accepted challenger▲+3Since October 2026: 2% → 5%, +3 points. Inside the 11-point floor: within noise.2% → 5%09
Astro2%31%13criticized challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
Astro2%31%13criticized challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%Show the three products at 0%, ordered by negative rate
11data.ai0%90%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
12Sensor Tower0%81%37criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Sensor Tower0%81%37criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%10
Google Play Console Lab in the set0%0%13accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Google Play Console Lab in the set0%0%13accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. How the floor is measured
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
Google Play Console is made by Google, whose model Gemini 3.5 Flash is in the set. On the four share prompts that model made it the first choice zero times of 4; the other thirteen models zero times of 52. Lab treatment is defined on the method page; the row is marked, not excluded.
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.
All ten head-to-head pages: the top five products, each against each
Recommended versus criticized
Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.
Criticized challengerCriticized default
Negative label rate →
01020304050607080910d11
12Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01App Radar16%
App Radar16%02Appfigures16%
Appfigures16%03AppTweak16%
AppTweak16%04ASOMobile9%
ASOMobile9%05AppFollow8%
AppFollow8%06MobileAction8%
MobileAction8%07ASOdesk5%
ASOdesk5%08Applyra5%
Applyra5%09Astro2%
Astro2%10Google Play Console0%
Google Play Console0%11data.ai0%
12Sensor Tower0%
Sensor Tower0%What they warned about
Four of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Kimi K2, MiniMax M2.5 and Muse Glimmer 30B changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
Sensor Tower81%
30 of 37 labels negative · 12 of 14 models · 7 hard negative
“Sensor Tower does not publish pricing on its website... "this tool is not for small teams, so expensive. Only big enterprises can afford it."” Muse Glimmer 30B, negative prompt
AppTweak36%
22 of 61 labels negative · 12 of 14 models · 4 hard negative
“What to avoid ... AppTweak | Excellent tool, but $79/mo minimum and better suited for teams with dedicated ASO specialists” DeepSeek V4 Flash, paraphrase prompt
data.ai
90%
9 of 10 labels negative · 6 of 14 models · 3 hard negative
“Sensor Tower, Data.ai / App Annie and the top tier of AppTweak are built for publishers, agencies and investment firms, not solo founders.” Muse Glimmer 30B, negative prompt
AppFollow14%
6 of 42 labels negative · 6 of 14 models · 1 hard negative
“Avoid pricier tools like Sensor Tower, AppTweak, MobileAction, or AppFollow” Grok 4.20, budget prompt
What they cite
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.
Sites the answers cite
75 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 836 links across 164 sites, every framing counted. Ranked by the number of answers carrying the site or page. 58 of the 252 answers across every segment cited this index's own page for the category; the method page measures whether that reading tilts an answer.
vendor site · AppTweak39 answers · 59 citations · 13 models
37 answers · 48 citations · 13 models
vendor site · AppFollow35 answers · 50 citations · 13 models
vendor site · App Radar35 answers · 39 citations · 13 models
vendor site · ASOMobile29 answers · 49 citations · 9 models
vendor site · Software Advice25 answers · 25 citations · 10 models
vendor site · Capterra21 answers · 30 citations · 9 models
vendor site · AppDrift19 answers · 19 citations · 10 models
19 answers · 19 citations · 8 models
18 answers · 19 citations · 12 models
vendor site · Capterra17 answers · 19 citations · 8 models
16 answers · 20 citations · 6 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
32 answers · 12 models
26 answers · 9 models
24 answers · 10 models
22 answers · 10 models
16 answers · 9 models
16 answers · 7 models
16 answers · 10 models
15 answers · 8 models
15 answers · 7 models
13 answers · 7 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “app store optimization tool”, “best app store optimization tool”. US estimates from DataForSEO and Google's Ads Transparency Center. A small company's site, or a mid-sized company's site for its flagship, is marked company; a product on a large parent's site (Google, Microsoft) has no site figures. A column with no figures for this category is left out, and an empty cell means none were seen, not none exist. Two measurements side by side: neither is read as the cause of the other.
| Company and products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|
| App Radar appradar.com | 16% | 113 | 480 | 2,749 | 6,241 | 9 | 1 |
| Appfigures appfigures.com | 16% | 98 | 1,600 | 15 | 54,328 | ||
| AppTweak apptweak.com | 16% | 211 | 1,600 | 29 | 9,585 | 7 | 5 |
| ASO.dev asomobile.net ASOMobile 9%, Lite ASO 2%, ASO.dev 0% | 11% | 42 | 140 | 2 | 1,678 | 1 | |
| MobileAction mobileaction.co MobileAction 8%, Mobile Action 2% | 9% | 100 | 480 | 11 | 73,767 | 4 | |
| AppFollow appfollow.io | 8% | 144 | 1,000 | 20 | 54,570 | 5 | 2 |
| ASOdesk asodesk.com | 5% | 38 | 50 | 0 | 207 | ||
| Applyra applyra.io | 5% | 22 | |||||
| Asolytics | 5% | ||||||
| AppDrift appdrift.co | 2% | 5 |
Google's top ten for the two searches hold 16 sites; 5 of them are among the sites the models cited here (appfollow.io, appradar.com, apptweak.com, aso.dev, g2.com). The first result for “app store optimization tool” is appradar.com.
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.ShowHide
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ShowHideModelDirect“What is the best app store optimization tool for a small B2B company?”Paraphrase“Which ASO platform for mobile app rankings would you recommend to a small business that sells to other businesses?”Comparative“What are the top app store optimization tools for a small team and how do they differ?”Budget-constrained“What is the best app store optimization tool for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating an app store optimization tool. What should we look at?”Negative“Which app store optimization tools should a small business avoid or be cautious about?”
Claude Haiku 4.5ASOdesk, AsolyticsASOdeskChangedagainst: AppTweakAppDriftagainst: AppTweakAppfiguresno first choiceagainst: AppTweak, Sensor Tower
Two alternatives
AppDrift, AppFollowOne alternative
App Intelligence from Sensor TowerSix alternatives
ASOScan, ASOTools, App Radar, AppFollow, Appfigures, SplitMetrics OptimizeFour alternatives
ASOTools, AppFollow, AsoBeast, Mobile ActionGPT-5.4 miniAppfiguresagainst: MobileAction, Sensor TowerAppTweakChangedagainst: data.aiAppTweakagainst: Sensor Tower, data.aiMobileAction's ASO Liteno first choicenothing named
Two alternatives
App Radar, ApplyraOne alternative
Sensor TowerFive alternatives
ASOMobile, App Radar, AppFollow, Appfigures, MobileActionTwo alternatives
ASOMobile, ApplyraGemini 3.5 FlashApp Radaragainst: Sensor Tower, data.aiAppFollowChangedagainst: Sensor Tower, data.aiApp Radar, AppTweakagainst: Sensor TowerASOMobile, AppDriftagainst: AppTweak, Sensor TowerAppTweak, Mobile Actionagainst: Sensor Toweragainst: Adjust, AppTweak, AppsFlyer, Kochava, MobileAction, Sensor Tower, SplitMetrics Optimize, StoreMaven
Three alternatives
ASOdesk, AppTweak, AppfiguresThree alternatives
ASOdesk, App Radar, MobileActionFive alternatives
ASOMobile, AppFollow, Appfigures, Applyra, Mobile ActionSix alternatives
App Radar, AppFollow, Appfigures, Apple App Store Connect, Astro ASO, Google Play ConsoleThree alternatives
ASOdesk, App Radar, SplitMetrics OptimizePerplexity SonarApp Radaragainst: AppTweak, Sensor TowerApp RadarHeldagainst: AppTweakApp Radar, Appfiguresagainst: Sensor Tower, SplitMetrics OptimizeApp Radarno first choiceagainst: AppFollow, AppTweak, Astro, Sensor Tower, SplitMetrics Optimize
Two alternatives
AppFollow, AppfiguresThree alternatives
ASOMobile, AppFollow, AppfiguresThree alternatives
ASOdesk, AppFollow, AppTweakThree alternatives
ASOdesk, AppFollow, MobileActionGrok 4.20AppTweakagainst: Adjust, Appfigures, KochavaAppfiguresChangedagainst: AppTweak, Mobile Action, Sensor TowerApp Radar, AppTweakagainst: Gummicube, MobileAction, Sensor Tower, SplitMetrics Optimize, StoreMavenAppfiguresagainst: AppFollow, AppTweak, MobileAction, Sensor TowerApp Radar, AppTweakagainst: Adjust, Sensor Toweragainst: ASO Task, Astro
Four alternatives
ASOdesk, App Radar, AppFollow, Mobile ActionThree alternatives
ASOMobile, App Radar, AppFollowThree alternatives
AppFollow, Applyra, AstroThree alternatives
ASOdesk, App Radar, SearchManThree alternatives
AppFollow, Appfigures, MobileActionMistral SmallApp Radar, AppTweakAppTweak, AppfiguresChangedApp RadarAppscreenmagicno first choiceagainst: AppTweak, Sensor Tower
Two alternatives
Appfigures, MobileActionThree alternatives
AppFollow, AppTweak, MobileActionTwo alternatives
ASOMobile, Apple Search Ads ConsoleDeepSeek V4 FlashApp Radaragainst: ASOdesk, Sensor TowerASOMobileChangedagainst: AppTweak, Appfigures, Sensor TowerApp RadarApplyraAppTweak, MobileActionagainst: Sensor Toweragainst: AppFollow, AppTweak, Astro, Sensor Tower
Four alternatives
App Follow, AppTweak, Appfigures, MobileActionOne alternative
App RadarFive alternatives
AppFollow, AppTweak, Appfigures, MobileAction, SplitMetrics OptimizeTwo alternatives
ASOMobile, AstroOne alternative
AppfiguresLlama 4 MaverickAppFollowASOMobileChangedno first choiceASO World, AppTweak, Applyrano first choiceagainst: AppFollow, AppTweak, Astro
Three alternatives
App Radar, AppTweak, MobileActionTwo alternatives
AppFollow, AppTweakQwen 3.7 FlashAppfiguresAppfiguresHeldApp RadarASOMobile, AstroAppFollow, MobileActionagainst: Sensor Tower, data.aiagainst: Ahrefs, AppTweak, Mobile Action, Semrush, Sensor Tower
Two alternatives
App Radar, AppTweakTwo alternatives
AppTweak, MobileActionThree alternatives
ASO.dev, Mobile Action, TopMobTwo alternatives
App Radar, ApplyraTwo alternatives
App Radar, SearchlyKimi K2ApplyraApp RadarChangedApp Radaragainst: Sensor Tower, data.aiASOMobile, Lite ASOagainst: AppTweakASOScan, App Radar, AppFollowagainst: AppTweakagainst: AppTweak, Fiverr keyword lists, Sensor Tower
Three alternatives
ASOMobile, App Radar, AppfiguresThree alternatives
ASOMobile, AppTweak, MobileActionThree alternatives
AppFollow, AppTweak, MobileActionThree alternatives
ASO.dev, Appfigures, AsolyticsGLM 4.7 FlashXAppfiguresAppfiguresHeldASOMobileagainst: Sensor TowerAsolyticsno first choiceagainst: Ahrefs, App Radar, AppFollow, AppTweak, Appfigures, Semrush, Sensor Tower, Ubersuggest
Three alternatives
ASOdesk, AppTweak, SearchManFour alternatives
ASOMobile, App Radar, AppFollow, MobileActionSeven alternatives
ASO.dev, ASOdesk, App Radar, AppFollow, AppTweak, Appfigures, MobileActionFour alternatives
AppDrift, AppFollow, AppTweak, AppfiguresMiniMax M2.5App Radar, AppTweakASOdesk, AppfiguresChangedApp Radar, AppTweakAsolyticsagainst: Mobile Actionno first choiceagainst: ASO World
One alternative
AsolyticsTwo alternatives
App Radar, AppTweakFour alternatives
ASOdesk, AppFollow, Appfigures, MobileActionOne alternative
AppfiguresGPT-6 LunaMobileActionMobileActionHeldMobileActionMobileActionagainst: AppTweakno first choiceagainst: Sensor Tower, data.ai
One alternative
AppTweak EssentialOne alternative
AppTweak EssentialFour alternatives
App Radar, AppFollow, AppTweak, AppfiguresOne alternative
ASOdeskMuse Glimmer 30BASOMobile, AppalizeAppTweakChangedASOMobile, AppTweak, Astro, MobileActionagainst: Sensor Tower, data.aiAppFollowagainst: AppTweakno first choiceagainst: ASO.dev, Adjust, App Annie, App Radar, AppFollow, AppTweak, Google AdMob, Kochava, MobileAction, Sensor Tower, data.ai
Two alternatives
App Radar, AppfiguresTwo alternatives
ASOMobile, AppfiguresFour alternatives
ASOdesk, AppFollow, Appfigures, GetAppNicheThree alternatives
ASOMobile, Applyra, MobileActionBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency.
Eighty-four rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:14 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:42 | yes | 2 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 14:22 | yes | 11 | 23 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 09:03 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:29 | yes | 10 | 11 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:23 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:59 | yes | 24 | 30 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:44 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:02 | yes | 10 | 60 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:14 | yes | 15 | 22 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:24 | yes | 10 | 33 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:14 | yes | 5 | 19 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:45 | yes | 3 | 13 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:42 | yes | 14 | 20 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:48 | yes | 16 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:56 | no | 0 | 3 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 12:08 | yes | 3 | 17 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 10:27 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:08 | yes | 13 | 12 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:17 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:12 | yes | 23 | 19 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:51 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:43 | yes | 10 | 38 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:15 | yes | 19 | 27 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:36 | yes | 19 | 101 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:49 | yes | 5 | 32 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:36 | yes | 2 | 12 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:19 | yes | 12 | 23 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:32 | yes | 10 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:58 | yes | 4 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 15:08 | yes | 13 | 23 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 08:42 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:03 | yes | 5 | 16 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:56 | yes | 5 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:33 | yes | 23 | 29 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:30 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:26 | no | 0 | 27 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:58 | yes | 20 | 30 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:16 | yes | 19 | 45 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:52 | yes | 19 | 50 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:42 | yes | 6 | 21 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:12 | yes | 15 | 31 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:45 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:54 | yes | 2 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 10:31 | yes | 6 | 16 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 10:42 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:55 | yes | 5 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:13 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:13 | yes | 20 | 19 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:31 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:49 | yes | 5 | 15 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:41 | yes | 10 | 52 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:09 | yes | 24 | 31 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:22 | yes | 5 | 51 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:05 | yes | 4 | 13 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:17 | yes | 15 | 21 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 17:04 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:38 | no | 0 | 5 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 11:17 | no | 0 | 18 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 12:21 | yes | 10 | 6 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:48 | yes | 5 | 16 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:59 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:03 | yes | 17 | 27 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:08 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:48 | no | 0 | 32 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:02 | yes | 23 | 39 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:40 | yes | 10 | 22 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:05 | no | 0 | 17 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:35 | yes | 3 | 12 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:35 | no | 0 | 4 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 13:03 | yes | 36 | 15 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:34 | yes | 5 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 14:56 | yes | 8 | 22 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 10:22 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:38 | yes | 5 | 14 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:53 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:47 | yes | 20 | 41 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:53 | yes | 9 | 5 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:30 | yes | 18 | 40 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:07 | yes | 20 | 60 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:49 | yes | 25 | 50 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:45 | yes | 22 | 101 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:30 | yes | 2 | 17 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:05 | yes | 24 | 30 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
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Category-scoped readings
Google Play Store Listing Experiments read as Google Play Console
SplitMetrics read as SplitMetrics Optimize
Unresolved, counted raw
ASO Task
ASOWorld
App Follow
App Intelligence from Sensor Tower
AppTweak Essential
Apple's Product Page Optimization (PPO)
Apple's free tools
Applyta
Astro ASO (iOS only)
Fiverr keyword lists ($15)
GetAppNiche
Google Play Console analytics
Lite ASO
MobileAction's ASO Lite
Searchly
Shotlingo Pro
TopMob
Discontinued, still offered
No shut-down product was recommended here.