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. 51 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the November 2026 Edition.
Standing · first-choice share
51%
Consensus
51AppTweak10AppFollow10MobileAction29others
51% of first choices, consensus.
Since October 2026▲+12Since October 2026: 39% → 51%, +12 points. Past the 11-point floor: movement.AppTweak held the lead, +12 points on 39%, past the floor.
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.Standing →Mid-market
AppTweak51%Consensus▲+12Since October 2026: 39% → 51%, +12 points. Past the 11-point floor: movement.This pageEnterprise
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.Standing →Mid-marketAppTweak51%Consensus▲+12Since October 2026: 39% → 51%, +12 points. Past the 11-point floor: movement.This pageEnterpriseSensor 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 mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01AppTweak51%8%63endorsed leader▲+12Since October 2026: 39% → 51%, +12 points. Past the 11-point floor: movement.39% → 51%
AppTweak51%8%63endorsed leader▲+12Since October 2026: 39% → 51%, +12 points. Past the 11-point floor: movement.39% → 51%02
AppFollow10%0%45accepted challenger▲+3Since October 2026: 7% → 10%, +3 points. Inside the 11-point floor: within noise.7% → 10%
AppFollow10%0%45accepted challenger▲+3Since October 2026: 7% → 10%, +3 points. Inside the 11-point floor: within noise.7% → 10%03
MobileAction10%9%34accepted challenger▲+5Since October 2026: 5% → 10%, +5 points. Inside the 11-point floor: within noise.5% → 10%
MobileAction10%9%34accepted challenger▲+5Since October 2026: 5% → 10%, +5 points. Inside the 11-point floor: within noise.5% → 10%04
Appfigures8%9%35accepted challenger▼−1Since October 2026: 9% → 8%, −1 point. Inside the 11-point floor: within noise.9% → 8%
Appfigures8%9%35accepted challenger▼−1Since October 2026: 9% → 8%, −1 point. Inside the 11-point floor: within noise.9% → 8%05Sensor Tower2%37%54criticized challenger▼−5Since October 2026: 7% → 2%, −5 points. Inside the 11-point floor: within noise.7% → 2%
Sensor Tower2%37%54criticized challenger▼−5Since October 2026: 7% → 2%, −5 points. Inside the 11-point floor: within noise.7% → 2%Show the five products at 0%, ordered by negative rate
08
ASOMobile0%6%16accepted challenger▼−5Since October 2026: 5% → 0%, −5 points. Inside the 11-point floor: within noise.5% → 0%
ASOMobile0%6%16accepted challenger▼−5Since October 2026: 5% → 0%, −5 points. Inside the 11-point floor: within noise.5% → 0%06App Radar0%3%35accepted challenger▼−7Since October 2026: 7% → 0%, −7 points. Inside the 11-point floor: within noise.7% → 0%
App Radar0%3%35accepted challenger▼−7Since October 2026: 7% → 0%, −7 points. Inside the 11-point floor: within noise.7% → 0%07
Mobile Action0%0%15accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Mobile Action0%0%15accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%09
SplitMetrics Optimize0%0%12accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
SplitMetrics Optimize0%0%12accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%10
ASOdesk0%0%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
ASOdesk0%0%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 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.
For buyers
All ten head-to-head pages: the top five products, each against each
One product takes 51% of first choices here, so the chart would put nine markers in one corner and one at the far edge. The two measurements it plots are columns in the standing above: share, and the negative label rate. One product carries a negative rate above 25% in this category.
What they warned about
Eight of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Mistral Small, Kimi K2, GLM 4.7 FlashX, 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 Tower37%
20 of 54 labels negative · 11 of 14 models · 4 hard negative
“Avoid premium tools like AppTweak (~$79+/month), Sensor Tower, or MobileAction unless scaling up” Grok 4.20, budget prompt
AppTweak8%
5 of 63 labels negative · 5 of 14 models · 2 hard negative
“Avoid premium tools like AppTweak (~$79+/month), Sensor Tower, or MobileAction unless scaling up” Grok 4.20, budget prompt
Astro44%
4 of 9 labels negative · 4 of 14 models · 1 hard negative
“Overhyped keyword trackers with vague metrics (e.g., Astro and many smaller ASO-specific tools)... can waste budget on ineffective optimizations.” Grok 4.20, negative prompt
MobileAction9%
3 of 34 labels negative · 3 of 14 models · 1 hard negative
“Avoid premium tools like AppTweak (~$79+/month), Sensor Tower, or MobileAction unless scaling up” 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
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. 828 links across 212 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 · AppFollow38 answers · 52 citations · 12 models
vendor site · AppTweak33 answers · 57 citations · 14 models
28 answers · 46 citations · 13 models
vendor site · ASOMobile28 answers · 43 citations · 10 models
vendor site · App Radar28 answers · 30 citations · 9 models
19 answers · 20 citations · 11 models
vendor site · Capterra17 answers · 22 citations · 9 models
vendor site · Moburst17 answers · 18 citations · 10 models
publisher (Gane)16 answers · 21 citations · 9 models
15 answers · 19 citations · 9 models
15 answers · 15 citations · 8 models
vendor site · Software Advice14 answers · 14 citations · 10 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.
26 answers · 9 models
22 answers · 8 models
17 answers · 10 models
16 answers · 7 models
16 answers · 8 models
15 answers · 8 models
14 answers · 10 models
12 answers · 7 models
11 answers · 6 models
11 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 | 51% | 211 | 1,600 | 29 | 9,585 | 7 | 5 |
| AppFollow appfollow.io AppFollow 10%, AppFollow Free Tools 2% | 12% | 144 | 1,000 | 20 | 54,570 | 5 | 2 |
| MobileAction mobileaction.co MobileAction 10%, Mobile Action 0% | 10% | 100 | 480 | 11 | 73,767 | 4 | |
| Appfigures appfigures.com | 8% | 98 | 1,600 | 15 | 54,328 | ||
| Applyra applyra.io | 6% | 22 | |||||
| Appalize | 4% | ||||||
| Google parent site Google Play Console 2% | 2% | 22 | 49,500 | 289 | |||
| Sensor Tower sensortower.com | 2% | 164 | 12,100 | 206 | 233,943 | 0 | |
| Apple Search Ads Keyword Popularity Tool | 2% | ||||||
| AsoBeast | 2% |
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 4.5AppTweakagainst: Sensor TowerAppTweak, MobileActionChangedAppFollowAppFollowno first choiceagainst: App Radar, Apptentive
Two alternatives
App Radar, MobileActionFour alternatives
ASOTools, App Radar, Appbot, SplitMetrics OptimizeFour alternatives
ASOTools, Appfigures, Applyra, Mobile ActionGPT-5.4 miniAppTweakAppTweakHeldagainst: Sensor TowerAppTweakMobileActionno first choicenothing named
Three alternatives
App Radar, Sensor Tower, StoreMavenOne alternative
MobileActionThree alternatives
MobileAction, Sensor Tower, data.aiTwo alternatives
AppTweak, ApplyraGemini 3.5 FlashAppTweakagainst: Sensor TowerAppTweakHeldagainst: Sensor TowerAppTweakAppfiguresagainst: AppTweak, Sensor Towerno first choicenothing named
Two alternatives
AppFollow, Mobile ActionTwo alternatives
AppFollow, Mobile ActionSix alternatives
App Radar, AppFollow, Appfigures, MobileAction, Sensor Tower, SplitMetrics OptimizeSix alternatives
ASOMobile, App Store Connect, AppFollow, Applyra, Astro, Google Play ConsolePerplexity SonarAppTweakagainst: Sensor TowerAppTweakHeldAppTweakAppFollowno first choicenothing named
Three alternatives
App Radar, AppFollow, SplitMetrics OptimizeThree alternatives
ASOMobile, AppFollow, Sensor TowerEight alternatives
ASOdesk, App Radar, AppFollow, Appfigures, MobileAction, Sensor Tower, SplitMetrics Optimize, StoreMavenFour alternatives
ASOTools, App Store Connect, Appfigures, Google Play ConsoleGrok 4.20AppTweakagainst: Appfigures, Asolytics, Sensor TowerAppTweakHeldagainst: Sensor TowerAppTweakApplyraagainst: AppTweak, MobileAction, Sensor TowerAppTweakagainst: Apptimizer, Astro
One alternative
SplitMetrics OptimizeTwo alternatives
ASOMobile, AppFollowFive alternatives
App Radar, AppFollow, Appfigures, Gummicube, Sensor TowerThree alternatives
ASOMobile, Apple's App Store Connect, Google's Play ConsoleThree alternatives
AppFollow, Mobile Action, Sensor TowerMistral SmallAppTweakAppalizeChangedno first choiceAsoBeastno first choiceagainst: AppTweak, Sensor Tower
Two alternatives
AppTweak, GummicubeThree alternatives
ASOdesk, App Radar, Keyword ToolDeepSeek V4 FlashAppTweakagainst: Sensor TowerAppTweakHeldagainst: Sensor TowerAppTweakApple Search Ads Keyword Popularity Tool, Applyra, Google Play Consoleagainst: AppFollow Free Plan, AppTweak, Sensor Towerno first choiceagainst: ASO World, Apptamin, Astro, PickASO, Sensor Tower, ShyftUp
Three alternatives
App Radar, Appfigures, FoxDataThree alternatives
App Radar, Appfigures, MobileActionSeven alternatives
App Radar, AppFollow, Appfigures, MobileAction, Sensor Tower, SplitMetrics Optimize, StoreMavenTwo alternatives
App Store Connect Search-Term Report, AppfiguresLlama 4 MaverickAppTweakAppTweakHeldno first choiceAppFollowno first choiceagainst: AppTweak, Appfigures, Astro, MobileAction, Sensor Tower
Four alternatives
App Radar, AppTweak, Appfigures, MobileActionQwen 3.7 FlashAppTweakagainst: Sensor TowerAppTweakHeldagainst: Sensor TowerAppTweakAppfiguresSensor Towernothing named
Two alternatives
App Radar, MobileActionOne alternative
App RadarFive alternatives
ASO Desk, AppsFlight, MobileAction, Sensor Tower, data.aiFour alternatives
ASOdesk, AppFollow, Mobile Action, SearchManFour alternatives
ASOMobile, App Radar, AppTweak, MobileActionKimi K2AppTweakagainst: Sensor TowerAppFollow, AppTweakChangedagainst: Sensor TowerAppTweakagainst: data.aiAppFollow Free Tools, Forvibeno first choicenothing named
One alternative
AppFollowTwo alternatives
App Radar, MobileActionSix alternatives
ASOdesk, AppFollow, Appfigures, Mobile Action, Sensor Tower, Superapp SelfdriveFive alternatives
ASOMobile, ASOdesk, App Store Connect, Appfigures, Google Play ConsoleGLM 4.7 FlashXAppTweakagainst: ASOMobile, MobileActionMobileActionChangedAppTweakAppFollowno first choiceagainst: ASOTools.io
Two alternatives
ASOMobile, AppTweakFour alternatives
App Radar, AppFollow, Appfigures, Sensor TowerThree alternatives
ASOMobile, AppTweak Free Tools, AppfiguresMiniMax M2.5AppTweakagainst: Appfigures, GummicubeAppTweak, AppfiguresChangedAppTweakAppalize, Appfiguresno first choicenothing named
One alternative
SplitMetrics OptimizeTwo alternatives
ASOMobile, AppFollowFive alternatives
App Radar, AppFollow, Appfigures, Mobile Action, Sensor TowerOne alternative
App Masters / ASOdesk AgencyGPT-6 LunaAppTweakMobileActionChangedAppTweak, MobileActionMobileActionno first choicenothing named
Two alternatives
AppFollow, MobileActionOne alternative
AppTweak GrowFour alternatives
AppFollow, Appfigures, Sensor Tower, SplitMetrics OptimizeTwo alternatives
App Store Connect, AppFollowMuse Glimmer 30BAppTweakAppTweakHeldApp Radar, AppTweakApplyraagainst: Sensor Tower, data.aino first choiceagainst: Astro
Four alternatives
ASOMobile, App Radar, AppFollow, MobileActionSix alternatives
AppFollow, Appalize, Appfigures, MobileAction, Sensor Tower, data.ai, formerly App AnnieFour alternatives
App Store Connect, AppFollow, Astro, Google Play ConsoleBold 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 10:47 | yes | 18 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:35 | yes | 2 | 11 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 11:03 | yes | 10 | 17 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 10:18 | yes | 10 | 3 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:50 | yes | 10 | 10 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:40 | yes | 5 | 3 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:06 | yes | 22 | 35 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:41 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:55 | yes | 9 | 54 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:15 | yes | 19 | 27 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:29 | yes | 10 | 90 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:26 | yes | 10 | 25 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:19 | yes | 3 | 12 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:57 | yes | 14 | 15 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:40 | yes | 19 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:03 | yes | 3 | 4 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 08:58 | yes | 11 | 21 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 09:07 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:27 | yes | 5 | 10 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:52 | yes | 10 | 6 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 17:07 | yes | 24 | 32 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:14 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:00 | yes | 10 | 46 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:42 | yes | 20 | 36 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:17 | yes | 14 | 60 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 17:12 | yes | 5 | 28 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:09 | yes | 2 | 14 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:43 | yes | 13 | 22 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:21 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 17:11 | yes | 6 | 8 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 15:54 | yes | 8 | 24 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 08:33 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:27 | yes | 5 | 14 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:52 | yes | 5 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:08 | yes | 24 | 49 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:18 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:49 | no | 0 | 31 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:57 | yes | 10 | 39 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:16 | yes | 25 | 101 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:12 | yes | 10 | 33 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:25 | yes | 6 | 17 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:24 | yes | 11 | 19 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 17:19 | yes | 10 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:18 | yes | 3 | 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 11:41 | yes | 13 | 17 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 09:22 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:29 | yes | 10 | 10 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:10 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:57 | yes | 15 | 14 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:29 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:08 | yes | 15 | 50 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:05 | yes | 10 | 51 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:24 | yes | 14 | 15 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:42 | yes | 5 | 23 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:03 | yes | 2 | 10 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:36 | yes | 12 | 17 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:39 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:29 | yes | 5 | 7 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 10:31 | no | 0 | 14 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 16:38 | yes | 10 | 7 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:44 | yes | 10 | 15 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:19 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:58 | yes | 23 | 37 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:34 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:24 | yes | 5 | 33 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:18 | yes | 15 | 53 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:59 | yes | 15 | 23 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:19 | no | 0 | 22 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:11 | yes | 3 | 19 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:14 | yes | 13 | 20 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:43 | yes | 28 | 13 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:04 | yes | 3 | 8 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 15:15 | no | 0 | 15 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 12:59 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:55 | yes | 5 | 9 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 14:36 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:42 | yes | 22 | 24 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:31 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:45 | yes | 15 | 35 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:40 | yes | 25 | 30 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:33 | yes | 19 | 36 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:23 | yes | 5 | 34 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:51 | yes | 6 | 16 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:43 | yes | 15 | 23 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
SplitMetrics read as SplitMetrics Optimize
Unresolved, counted raw
ASO Atlas
ASO Suite
ASOTools.io
App Masters / ASOdesk Agency
App Store Connect Search-Term Report
AppFollow Free Plan
AppFollow Free Tools
AppTweak Agency
AppTweak Free Tools
AppTweak Grow
Apple Search Ads Keyword Popularity Tool
Apple's App Store Connect
AppsFlight
Apptamin
Apptimizer
Appure Keyword Research
Forvibe
Google's Play Console
MobileAction ASO Lite
PickASO
ShyftUp
Discontinued, still offered
No shut-down product was recommended here.