App store optimization tools
Asked as “app store optimization tool”, and as “ASO platform for mobile app rankings”, on behalf of a mid-market B2B company. 56 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the October 2026 Edition on October 4, 2026; its answers are read by the distilled judge (ai-indexes-judge-qwen3-14b-run3), not the claude-opus-5 judge of the earlier categories: how the two compare.
Standing · first-choice share
39%
Contested · Appfigures 9%
39AppTweak09Appfigures07App Radar45others
39% of first choices, contested.
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.
The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
Show the one product at 0%, ordered by negative rate
09
SplitMetrics Optimize0%0%14accepted challengernewNew since September 2026: not ranked then, 0% now.
SplitMetrics Optimize0%0%14accepted challengernewNew since September 2026: not ranked then, 0% now.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 is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. 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.
For buyers
All twenty-eight head-to-head pages: the top eight products, each against each
AppTweak vs Sensor TowerAppTweak vs MobileActionAppTweak vs ASOMobileAppTweak vs SonarAppfigures vs AppFollowAppfigures vs App RadarAppfigures vs Sensor TowerAppfigures vs MobileActionAppfigures vs ASOMobileAppfigures vs SonarAppFollow vs App RadarAppFollow vs Sensor TowerAppFollow vs MobileActionAppFollow vs ASOMobileAppFollow vs SonarApp Radar vs Sensor TowerApp Radar vs MobileActionApp Radar vs ASOMobileApp Radar vs SonarSensor Tower vs MobileActionSensor Tower vs ASOMobileSensor Tower vs SonarMobileAction vs ASOMobileMobileAction vs SonarASOMobile vs Sonar
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 →
01
02
03
04
05
06
07
0809Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01AppTweak39%
AppTweak39%02Appfigures9%
Appfigures9%03AppFollow7%
AppFollow7%04App Radar7%
App Radar7%05Sensor Tower7%
Sensor Tower7%06MobileAction5%
MobileAction5%07ASOMobile5%
ASOMobile5%08Sonar2%
Sonar2%09SplitMetrics Optimize0%
SplitMetrics Optimize0%What they warned about
Six of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Mistral Small, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, MiniMax M2.5 and GPT-6 Luna 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 Tower40%
19 of 48 labels negative · 8 of 14 models · 2 hard negative
“Enterprise pricing (custom, typically $25K+/year), overkill for mid-market needs” Kimi K2, direct prompt
AppTweak9%
5 of 57 labels negative · 4 of 14 models
“Almost all major ASO tools (e.g., AppTweak, MobileAction, Sensor Tower, AppFigures, Astro) offer proprietary metrics... these metrics are entirely educated guesses” Gemini 3.5 Flash, negative prompt
App Radar6%
3 of 47 labels negative · 2 of 14 models
“starts at €69/month (~$75) ... Better if you have a slightly larger budget.” DeepSeek V4 Flash, budget prompt
Appfigures7%
2 of 28 labels negative · 2 of 14 models
“Almost all major ASO tools (e.g., AppTweak, MobileAction, Sensor Tower, AppFigures, Astro) offer proprietary metrics” Gemini 3.5 Flash, negative prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
78 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. 1030 links across 205 sites, every framing counted. Ranked by the number of answers carrying the site or page. None of the 252 answers across every segment cited this index's own page for the category.
vendor site · AppFollow49 answers · 78 citations · 13 models
vendor site · App Radar39 answers · 61 citations · 14 models
vendor site · AppDrift32 answers · 37 citations · 11 models
30 answers · 52 citations · 13 models
vendor site · AppTweak28 answers · 42 citations · 12 models
27 answers · 34 citations · 11 models
26 answers · 26 citations · 10 models
24 answers · 26 citations · 10 models
21 answers · 25 citations · 11 models
21 answers · 23 citations · 9 models
vendor site · ASOMobile21 answers · 21 citations · 10 models
vendor site · Guideflow21 answers · 21 citations · 11 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.
45 answers · 12 models
33 answers · 12 models
29 answers · 10 models
26 answers · 10 models
23 answers · 9 models
22 answers · 9 models
21 answers · 11 models
17 answers · 8 models
14 answers · 8 models
14 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 |
|---|---|---|---|---|---|---|---|
| AppTweak apptweak.com | 39% | 190 | 1,600 | 29 | 9,585 | 7 | 5 |
| Appfigures appfigures.com | 9% | 93 | 1,600 | 15 | 54,328 | ||
| AppFollow appfollow.io | 7% | 130 | 1,000 | 20 | 54,570 | 5 | 2 |
| App Radar appradar.com | 7% | 124 | 480 | 2,749 | 6,241 | 9 | 1 |
| Sensor Tower sensortower.com | 7% | 166 | 12,100 | 206 | 233,943 | 0 | |
| MobileAction mobileaction.co MobileAction 5%, Mobile Action 0% | 5% | 91 | 480 | 11 | 73,767 | 4 | |
| ASO.dev asomobile.net ASOMobile 5%, ASO.dev 0% | 5% | 30 | 140 | 2 | 1,678 | 1 | |
| Sonar trysonar.app | 2% | 29 | 49,500 | 8,330 | 210 | ||
| ASOTools | 2% | 880 | 0 | ||||
| data.ai | 2% | 1,600 | 11 |
Google's top ten for the two searches hold 16 sites; 4 of them are among the sites the models cited here (appfollow.io, appradar.com, apptweak.com, 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 mid-market B2B company?”Paraphrase“Which ASO platform for mobile app rankings would you recommend to a mid-sized B2B company?”Comparative“What are the top app store optimization tools and how do they differ?”Budget-constrained“What is the best app store optimization tool for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating an app store optimization tool. What should we look at?”Negative“Which app store optimization tools should I avoid or be cautious about?”
Claude Haiku 4.5AppTweak, AppfiguresAppTweakChangedno first choiceASOToolsno first choicenothing named
Three alternatives
AppFollow, Lengreo, Sensor TowerThree alternatives
ASOdesk, AppFollow, Apptopia EnterpriseSix alternatives
ASOTools, App Radar, AppFollow, AppTweak, Sensor Tower, SonarFour alternatives
Adapty, AppDrift, Apple's App Store Connect, Google Play ConsoleGPT-5.4 miniAppTweakAppFollowChangedAppTweakAppfiguresno first choicenothing named
Three alternatives
App Radar, MobileAction, SplitMetrics OptimizeTwo alternatives
Sensor Tower, data.aiFive alternatives
App Radar, AppFollow, MobileAction, Sensor Tower, SplitMetrics OptimizeGemini 3.5 FlashAppTweakagainst: Sensor TowerAppTweakHeldagainst: Sensor TowerAppTweakagainst: Sensor TowerApplyra, Sonaragainst: AppTweak, Sensor TowerAppTweakagainst: Sensor Toweragainst: AppTweak, Appfigures, MobileAction, Sensor Tower
Three alternatives
App Radar, AppFollow, MobileActionThree alternatives
App Radar, AppFollow, MobileActionSix alternatives
ASOMobile, App Radar, AppFollow, MobileAction, Sonar, SplitMetrics OptimizeSeven alternatives
ASOMobile, App Radar, AppFollow, AppScreenStudio, Appfigures, Apple Product Page Optimization, Google Play ConsoleThree alternatives
AppFollow, MobileAction, SplitMetrics OptimizePerplexity SonarAppTweakagainst: App Radar, Sensor TowerAppTweakHeldAppTweakagainst: Keyword Tool / ASO Desk, Sensor TowerAppFollow, Appfiguresno first choiceagainst: Astro
One alternative
MobileActionTwo alternatives
ASOMobile, App RadarFive alternatives
ASO.dev, App Radar, AppFollow, MobileAction, SplitMetrics OptimizeOne alternative
SonarGrok 4.1 FastAppTweakagainst: Sensor TowerAppTweakHeldagainst: ASOdesk, Sensor TowerAppTweakAppFollowagainst: ASOMobile, SonarSensor Toweragainst: ABOOSTER, ASO World, Adjust, AppTweak, Blue Whale Apps
Three alternatives
App Radar, AppFollow, Mobile ActionOne alternative
App RadarFive alternatives
App Radar, AppFollow, Appfigures, MobileAction, Sensor TowerOne alternative
AppfiguresTwo alternatives
AppTweak, data.aiMistral SmallGuideflowAppTweakChangedMobile Action, Sensor TowerMobileActionno first choicenothing named
Three alternatives
AppFollow, Applytics, MobileActionTwo alternatives
App Radar, MobileActionSeven alternatives
App Radar, AppFollow, AppTweak, Appfigures, SplitMetrics Optimize, StoreMaven, TheToolFour alternatives
Apple's Product Page Optimization, Applyzer, Google Play's Store Listing Experiments, Icon KitchenDeepSeek V4 FlashAppTweakagainst: App Radar, Appfigures, Sensor Tower, SonarAppTweakHeldagainst: AppDrift, Applyra, MobileAction, Sensor TowerAppTweak, Sensor TowerAppfiguresagainst: App Radarno first choiceagainst: ASOLeap, App Annie, Apptopia Enterprise, Sensor Tower
Two alternatives
App Follow, MobileActionOne alternative
App RadarFive alternatives
ASOTools, App Radar, AppFollow, Appfigures, Mobile ActionTwo alternatives
AppDrift, AppFollowLlama 4 MaverickApplyticsAppFollowChangedno first choiceASOMobileno first choicenothing named
Three alternatives
AppFollow, AppTweak, GuideflowOne alternative
AppTweakFour alternatives
App Radar, AppDrift, Appfigures, SonarQwen 3.7 FlashApp Radar, AppTweakAppTweakChangedagainst: Sensor TowerSensor TowerASOMobileSensor Tower, data.ainothing named
One alternative
AppFollowTwo alternatives
ASOdesk, App RadarFour alternatives
AppFollow, AppTweak, Appfigures, MobileActionFour alternatives
App Radar, AppFollow, Appfigures, SonarThree alternatives
AppFollow, MobileAction, SplitMetrics OptimizeKimi K2AppTweakagainst: Sensor Tower, data.aiApp RadarChangedagainst: AppTweakAppTweakASOMobileApp Radar, AppTweak, Sensor Toweragainst: Mobiaso
Two alternatives
AppFollow, MobileActionOne alternative
MobileActionSix alternatives
ASOTools, App Radar, AppFollow, Mobile Action, Sensor Tower, SplitMetrics OptimizeSix alternatives
AppVector.io, Apple Search Ads Console, Applyra, Google Play Console, GrowASO, SnapMonkGLM 4.7 FlashXAppTweakagainst: Sensor TowerAppTweakHeldagainst: Sensor TowerAppTweakAppfiguresno first choiceagainst: ASOTools, AppFollow, AppTweak
Three alternatives
App Radar, AppFollow, AppfiguresOne alternative
App RadarFour alternatives
App Radar, AppFollow, MobileAction, Sensor TowerFour alternatives
ASOTools, App Store Connect, Google Play Console, SonarMiniMax M2.5App Radar, AppTweakApp Annie, TheToolChangedAppTweakAppfigures Monitorno first choicenothing named
Three alternatives
ASO.dev, AppFollow, MobileActionOne alternative
ASOMobileFour alternatives
App Radar, AppFollow, Appfigures, Sensor TowerThree alternatives
ASO.dev, App Radar, AppTweakGPT-6 LunaMobileAction ASO Intelligence ProMobileActionChangedAppTweak, MobileActionMobileActionno first choicenothing named
One alternative
AppTweak GrowTwo alternatives
AppTweak, Sensor TowerFour alternatives
App Radar, AppFollow, Appfigures, Sensor TowerOne alternative
AppFollowMuse Glimmer 30BAppTweakagainst: Sensor TowerAppTweakHeldagainst: Sensor Towerno first choiceAstroSensor Towernothing named
Two alternatives
App Radar, ApplyticsOne alternative
App RadarSeven alternatives
App Radar, AppFollow, AppTweak, Appfigures, MobileAction, Sensor Tower, SonarNine alternatives
ASOTools, App Radar, AppDrift, AppFollow, AppVector Lite, Appfigures, Applyra, GrowASO, SonarTwo alternatives
AppTweak, data.aiBold 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. Full answer text is in the free responses file. Download the record
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 | 2026-10-05 00:08 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:15 | yes | 4 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:10 | yes | 10 | 20 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-05 00:38 | yes | 18 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:46 | yes | 22 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:19 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:55 | yes | 23 | 33 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:11 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:40 | yes | 10 | 28 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:18 | yes | 15 | 19 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:15 | yes | 21 | 32 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:13 | yes | 16 | 46 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:36 | yes | 2 | 16 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:55 | yes | 18 | 23 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:47 | yes | 17 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:23 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:33 | yes | 15 | 27 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-04 23:39 | yes | 25 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:39 | yes | 24 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:17 | yes | 22 | 11 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:13 | yes | 22 | 27 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:27 | yes | 5 | 4 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:58 | yes | 13 | 33 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:42 | yes | 19 | 21 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:33 | yes | 23 | 293 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:08 | yes | 5 | 18 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:40 | yes | 2 | 17 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:53 | yes | 14 | 18 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:45 | yes | 9 | 7 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:30 | yes | 3 | 6 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:27 | yes | 20 | 31 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-04 23:46 | yes | 18 | 3 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:20 | yes | 23 | 10 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:45 | yes | 9 | 6 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:27 | yes | 21 | 30 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:11 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:32 | yes | 10 | 33 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:55 | yes | 14 | 24 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:43 | yes | 23 | 60 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:47 | yes | 13 | 20 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:49 | yes | 7 | 19 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:49 | yes | 14 | 29 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:21 | yes | 9 | 6 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:08 | yes | 3 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:18 | yes | 14 | 19 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-05 00:22 | yes | 20 | 2 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:55 | yes | 20 | 7 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:54 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:30 | yes | 23 | 29 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:14 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:49 | yes | 5 | 15 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:47 | yes | 10 | 14 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:44 | yes | 15 | 38 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:37 | yes | 5 | 12 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:43 | yes | 3 | 12 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:35 | yes | 14 | 21 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:11 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:25 | no | 0 | 11 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:38 | yes | 11 | 25 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-04 23:47 | yes | 20 | 4 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:54 | yes | 14 | 7 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:59 | no | 0 | 12 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:43 | yes | 25 | 40 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:04 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:38 | no | 0 | 25 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:33 | yes | 14 | 16 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:41 | no | 0 | 11 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:56 | yes | 5 | 17 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:14 | yes | 3 | 16 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:35 | yes | 14 | 22 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:02 | yes | 17 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:56 | yes | 2 | 4 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:01 | yes | 14 | 21 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-04 23:02 | yes | 20 | 3 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:13 | yes | 25 | 8 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:13 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:23 | yes | 23 | 48 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:45 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:31 | yes | 12 | 28 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:17 | yes | 20 | 24 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:38 | yes | 22 | 42 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:18 | no | 0 | 9 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:01 | yes | 4 | 22 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:38 | yes | 23 | 29 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
ShowHide
Category-scoped readings
Google Play Store Listing Experiments read as Google Play Console
SplitMetrics read as SplitMetrics Optimize
Unresolved, counted raw
ABOOSTER
ASOLeap
Adapty
App Follow
AppTweak Grow
AppVector Lite
Appfigures Monitor
Apple Search Ads Console
Apple's App Store Connect
Apple's Product Page Optimization
Ascend.io
Blue Whale Apps
Google Play's Store Listing Experiments
Icon Kitchen
Keyword Tool / ASO Desk
Lengreo
Mobiaso
MobileAction ASO Intelligence Pro
Discontinued, still offered
No shut-down product was recommended here.
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