App store optimization tools for enterprise buyers
Asked as “app store optimization tool”, and as “ASO platform for mobile app rankings”, on behalf of an enterprise B2B company. 55 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
47%
Clear leader
47Sensor Tower20AppTweak15AppFollow18others
47% of first choices, clear leader.
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 an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the three products at 0%, ordered by negative rate
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
03d04
05
06
07
08Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Sensor Tower47%
Sensor Tower47%02AppTweak20%
AppTweak20%03AppFollow15%
AppFollow15%04data.ai13%
05Appfigures2%
Appfigures2%06MobileAction0%
MobileAction0%07SplitMetrics Optimize0%
SplitMetrics Optimize0%08App Radar0%
App Radar0%What they warned about
Eight of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Mistral Small, Llama 4 Maverick, GLM 4.7 FlashX and MiniMax M2.5 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 Tower16%
11 of 70 labels negative · 10 of 14 models · 2 hard negative
“you should avoid tools that: ... Misrepresent themselves as ASO tools but are actually just market intelligence dashboards (like Sensor Tower for daily execution)” GLM 4.7 FlashX, negative prompt
AppTweak16%
10 of 64 labels negative · 8 of 14 models
“Its public enterprise page does not establish SOC 2, so ask directly whether it can meet your SOC 2 requirement and provide the relevant evidence.” GPT-6 Luna, scale prompt
data.ai
26%
9 of 35 labels negative · 6 of 14 models · 2 hard negative
“Large enterprises should avoid relying solely on market intelligence platforms like Sensor Tower or data.ai for ASO execution.” Mistral Small, negative prompt
Appfigures57%
8 of 14 labels negative · 6 of 14 models · 1 hard negative
“Free / very cheap tiers (AppFigures, Mobile Action, ASOdesk basic) | Limited coverage, no API, weak support | **Avoid** as a primary enterprise solution” MiniMax M2.5, 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
80 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. 1145 links across 279 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 · AppFollow51 answers · 84 citations · 13 models
vendor site · AppTweak41 answers · 59 citations · 14 models
vendor site · Guideflow38 answers · 38 citations · 11 models
vendor site · App Radar36 answers · 46 citations · 12 models
36 answers · 36 citations · 11 models
30 answers · 48 citations · 10 models
29 answers · 35 citations · 10 models
vendor site · AppDrift24 answers · 24 citations · 11 models
21 answers · 22 citations · 10 models
21 answers · 21 citations · 10 models
vendor site · ASOMobile19 answers · 22 citations · 10 models
17 answers · 22 citations · 8 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.
40 answers · 12 models
36 answers · 11 models
35 answers · 11 models
32 answers · 11 models
24 answers · 10 models
24 answers · 10 models
23 answers · 10 models
21 answers · 10 models
19 answers · 10 models
17 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 |
|---|---|---|---|---|---|---|---|
| Sensor Tower sensortower.com | 47% | 166 | 12,100 | 206 | 233,943 | 0 | |
| AppTweak apptweak.com | 20% | 190 | 1,600 | 29 | 9,585 | 7 | 5 |
| AppFollow appfollow.io | 15% | 130 | 1,000 | 20 | 54,570 | 5 | 2 |
| data.ai | 13% | 1,600 | 11 | ||||
| ASOScan asoscan.com | 4% | 4 | |||||
| Appfigures appfigures.com | 2% | 93 | 1,600 | 15 | 54,328 | ||
| MobileAction mobileaction.co | 0% | 91 | 480 | 11 | 73,767 | 4 | |
| SplitMetrics Optimize splitmetrics.com | 0% | 27 | 10 | 0 | 22,362 | 19 | |
| App Radar appradar.com | 0% | 124 | 480 | 2,749 | 6,241 | 9 | 1 |
| ASO Scan | 0% |
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 an enterprise B2B company?”Paraphrase“Which ASO platform for mobile app rankings would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade app store optimization tools and how do they differ?”Budget-constrained“What is the best app store optimization tool for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating an app store optimization tool. What should we look at?”Negative“Which app store optimization tools should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5Sensor TowerAppTweakChangedSensor TowerSensor Towerno first choicenothing named
Two alternatives
AppTweak, data.aiThree alternatives
MonogramGroup, Phiture, data.aiThree alternatives
App Radar, AppFollow, AppTweakOne alternative
AppTweakGPT-5.4 miniAppTweak, Sensor Tower, data.aiAppTweakChangedAppTweak, MobileActionagainst: TheToolAppTweakno first choiceagainst: Appfigures, Sensor Tower
Two alternatives
AppFollow, MobileActionOne alternative
Sensor TowerTwo alternatives
Sensor Tower, data.aiTwo alternatives
Sensor Tower, aso.watchGemini 3.5 FlashAppTweakAppTweakHeldAppTweak, Sensor TowerAppFollowagainst: AppTweak, Sensor Towerno first choiceagainst: ASOeShop, Astro, Keyapp.top
Three alternatives
AppFollow, Sensor Tower, SplitMetrics OptimizeTwo alternatives
AppFollow, Sensor TowerThree alternatives
AppFollow, MobileAction, SplitMetrics OptimizePerplexity SonarSensor TowerSensor TowerHeldSensor Towerdata.aino first choiceagainst: ASOMobile, AppFollow, AppTweak, Appfigures, Mobile Action
Two alternatives
AppTweak, data.aiThree alternatives
App Radar, AppTweak, SplitMetrics OptimizeFour alternatives
AppFollow, AppTweak, SplitMetrics Optimize, data.aiTwo alternatives
AppTweak, Sensor TowerGrok 4.1 FastSensor Toweragainst: data.aiSensor TowerHeldSensor TowerAppFollowagainst: App Radar, AppTweak, Appfigures, Gummicube, Mobile Action, data.aiAppFollow, Sensor Toweragainst: ASOdesk, App Radar, AppFollow, AppTweak, Appfigures, Gummicube, Mobile Action, Sensor Tower, data.ai
Two alternatives
AppTweak, GummicubeThree alternatives
App Radar, AppTweak, data.aiThree alternatives
AppFollow, AppTweak, Mobile ActionOne alternative
Sensor TowerOne alternative
AppTweakMistral SmallSensor Towerdata.aiChangedSensor Tower, data.aiSensor Toweragainst: ASOdesk, AppTweak, MobileActionno first choiceagainst: Sensor Tower, data.ai
One alternative
data.aiTwo alternatives
App Radar, AppFollowTwo alternatives
AppFollow, AppTweakDeepSeek V4 FlashSensor TowerSensor TowerHeldAppTweak, Sensor TowerSensor TowerAppFollow, AppTweak, Sensor Toweragainst: App Radar, Appfigures, MobileActionagainst: ASOTools, AppDrift, Appfigures, AstroASO, Sensor Tower
Two alternatives
AppFollow, AppTweakTwo alternatives
App Radar, AppTweakTwo alternatives
App Radar, AppFollowTwo alternatives
AppFollow, AppTweakLlama 4 Maverickdata.aiAppTweakChangedno first choicedata.aino first choiceagainst: Sensor Tower, data.ai
Three alternatives
AppFollow, Applytics, Sensor TowerQwen 3.7 FlashSensor TowerSensor TowerHeldSensor TowerSensor Tower, data.aino first choicenothing named
Two alternatives
AppTweak, GummicubeOne alternative
AppTweakTwo alternatives
App Radar, AppTweakOne alternative
Mobile ActionKimi K2Sensor TowerSensor TowerHeldSensor TowerAppFollowagainst: AppTweak, Gummicube, Sensor Tower, SplitMetrics Optimize, StoreMaven, data.aiSensor Toweragainst: AppTweak, Sensor Tower, data.ai
Two alternatives
AppFollow, AppTweakTwo alternatives
AppFollow, AppTweakSix alternatives
AppFollow, AppTweak, Gummicube, MobileAction, SplitMetrics Optimize, StoreMavenOne alternative
ASO ScanThree alternatives
AppFollow, AppTweak, MobileActionGLM 4.7 FlashXSensor TowerAppTweakChangedSensor Towerno first choiceno first choiceagainst: Sensor Tower
Four alternatives
App Radar, AppFollow, AppTweak, MobileActionTwo alternatives
MobileAction, Sensor TowerFour alternatives
App Radar, AppFollow, AppTweak, AppfiguresMiniMax M2.5Sensor TowerAppfigures, Sensor TowerChangedSensor TowerASOScan, Sensor Tower, data.aiAppFollowagainst: ASOdesk, App Radar, AppFollow, AppTweak, Appfigures, Mobile Action, Sensor Tower, data.ai
One alternative
data.aiTwo alternatives
AppTweak, data.aiThree alternatives
AppFollow, AppTweak, data.aiTwo alternatives
AppTweak, Sensor TowerGPT-6 LunaAppTweakAppTweakHeldAppTweakagainst: data.aiAppFollowno first choiceagainst: AppFollow, AppTweakagainst: Appfigures, MobileAction
Two alternatives
AppFollow, Sensor TowerOne alternative
Sensor TowerFour alternatives
AppFollow, MobileAction, Sensor Tower, SplitMetrics OptimizeOne alternative
AppTweakOne alternative
Sensor TowerMuse Glimmer 30BSensor TowerSensor TowerHeldagainst: ASOdesk, AppFollow, AppTweakSensor TowerASOScanagainst: AppTweak Grow / Grow PlusAppFollowagainst: Sensor Tower
Two alternatives
App Annie, data.aiOne alternative
data.aiSix alternatives
AppFollow, AppTweak, Gummicube – Smart ASO, MobileAction, SplitMetrics Optimize, data.ai – formerly App AnnieTwo alternatives
AppFollow, Sensor TowerTwo alternatives
App Radar, Sensor TowerBold 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 00:10 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:14 | yes | 1 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:29 | yes | 12 | 34 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-05 00:09 | yes | 17 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:44 | yes | 23 | 12 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:13 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:11 | yes | 21 | 26 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:39 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:30 | yes | 9 | 39 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:02 | yes | 15 | 17 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:28 | yes | 10 | 82 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:33 | yes | 12 | 41 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:52 | yes | 3 | 13 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:08 | yes | 12 | 12 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:18 | yes | 9 | 7 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:34 | yes | 2 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:11 | yes | 14 | 25 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-04 22:36 | yes | 23 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:01 | yes | 23 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:40 | yes | 12 | 7 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:56 | yes | 21 | 23 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:42 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:56 | yes | 13 | 42 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:07 | yes | 10 | 13 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:09 | yes | 24 | 42 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:06 | yes | 18 | 39 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:00 | yes | 2 | 13 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:26 | yes | 24 | 26 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:57 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:43 | yes | 7 | 6 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:23 | yes | 19 | 29 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-05 00:37 | yes | 16 | 4 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:20 | yes | 23 | 9 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:11 | yes | 10 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:40 | yes | 24 | 62 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:19 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:07 | yes | 10 | 31 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:33 | yes | 19 | 31 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:46 | yes | 21 | 132 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:58 | yes | 8 | 20 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:41 | yes | 6 | 41 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:56 | yes | 21 | 36 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:26 | yes | 18 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:33 | yes | 4 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:48 | yes | 15 | 22 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-04 23:11 | yes | 18 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:27 | yes | 19 | 10 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:06 | yes | 11 | 6 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:52 | yes | 22 | 24 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:34 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:29 | no | 0 | 26 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:57 | yes | 23 | 29 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:33 | yes | 23 | 179 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:36 | yes | 17 | 62 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:33 | yes | 2 | 28 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:08 | yes | 15 | 21 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:21 | yes | 19 | 12 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:25 | no | 0 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:21 | yes | 8 | 26 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-05 00:16 | yes | 19 | 8 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:50 | yes | 15 | 7 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:14 | no | 0 | 5 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:34 | yes | 24 | 92 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:40 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:47 | no | 0 | 29 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:47 | yes | 25 | 37 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:00 | yes | 23 | 38 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:31 | yes | 5 | 24 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:10 | yes | 3 | 22 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:49 | yes | 24 | 37 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:26 | yes | 26 | 18 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:50 | yes | 4 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:05 | yes | 18 | 27 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-05 00:33 | yes | 17 | 3 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:58 | yes | 23 | 12 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:05 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:01 | yes | 21 | 39 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:26 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:00 | yes | 19 | 59 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:13 | yes | 24 | 36 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:14 | yes | 24 | 85 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:41 | yes | 17 | 97 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:23 | yes | 6 | 25 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:54 | yes | 22 | 26 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
SplitMetrics read as SplitMetrics Optimize
SplitMetrics (Optimize) read as SplitMetrics Optimize
Unresolved, counted raw
ASO Scan
ASOWorld
AppTweak Grow / Grow Plus
ApsteQ
AstroASO
Checkaso
Gummicube – Smart ASO
Keyapp.top
MonogramGroup
Phiture
aso.watch
data.ai – formerly App Annie
Discontinued, still offered
No shut-down product was recommended here.