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. 52 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the November 2026 Edition.
Standing · first-choice share
46%
Clear leader
46Sensor Tower31AppTweak12AppFollow12others
46% of first choices, clear leader.
Since October 2026▼−1Since October 2026: 47% → 46%, −1 point. Inside the 11-point floor: within noise.Sensor Tower held the lead, −1 point on 47%, inside the 11-point 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.Standing →Enterprise
Sensor Tower46%Clear leader▼−1Since October 2026: 47% → 46%, −1 point. Inside the 11-point floor: within noise.This page
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.Standing →EnterpriseSensor Tower46%Clear leader▼−1Since October 2026: 47% → 46%, −1 point. Inside the 11-point floor: within noise.This pageThe 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 rateLabelsQuadrantSince October 2026
01Sensor Tower46%19%70endorsed leader▼−1Since October 2026: 47% → 46%, −1 point. Inside the 11-point floor: within noise.47% → 46%
Sensor Tower46%19%70endorsed leader▼−1Since October 2026: 47% → 46%, −1 point. Inside the 11-point floor: within noise.47% → 46%02AppTweak31%16%73endorsed leader▲+11Since October 2026: 20% → 31%, +11 points. Past the 11-point floor: movement.20% → 31%
AppTweak31%16%73endorsed leader▲+11Since October 2026: 20% → 31%, +11 points. Past the 11-point floor: movement.20% → 31%03
AppFollow12%8%50accepted challenger▼−3Since October 2026: 15% → 12%, −3 points. Inside the 11-point floor: within noise.15% → 12%
AppFollow12%8%50accepted challenger▼−3Since October 2026: 15% → 12%, −3 points. Inside the 11-point floor: within noise.15% → 12%04
Gummicube4%0%14accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise.0% → 4%
Gummicube4%0%14accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise.0% → 4%05data.ai4%31%26criticized challenger▼−9Since October 2026: 13% → 4%, −9 points. Inside the 11-point floor: within noise.13% → 4%
06
MobileAction2%24%21accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
MobileAction2%24%21accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%07App Radar2%25%20criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
App Radar2%25%20criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%Show the four products at 0%, ordered by negative rate
11
Appfigures0%36%14criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Appfigures0%36%14criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%09
Adjust0%18%17accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Adjust0%18%17accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%10
Mobile Action0%10%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Mobile Action0%10%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%08
SplitMetrics Optimize0%8%12accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
SplitMetrics Optimize0%8%12accepted 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.
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.
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 →
01020304d05
060708091011Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Sensor Tower46%
Sensor Tower46%02AppTweak31%
AppTweak31%03AppFollow12%
AppFollow12%04Gummicube4%
Gummicube4%05data.ai4%
06MobileAction2%
MobileAction2%07App Radar2%
App Radar2%08SplitMetrics Optimize0%
SplitMetrics Optimize0%09Adjust0%
Adjust0%10Mobile Action0%
Mobile Action0%11Appfigures0%
Appfigures0%What they warned about
Eight of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Grok 4.20, Qwen 3.7 Flash, Kimi K2 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 Tower19%
13 of 70 labels negative · 11 of 14 models · 2 hard negative
“Sensor Tower has been criticized for misrepresenting itself as an ASO tool but being actually just a market intelligence dashboard” Llama 4 Maverick, negative prompt
AppTweak16%
12 of 73 labels negative · 8 of 14 models · 2 hard negative
“Tools to Avoid for Your Use Case: AppTweak | Per-seat pricing; only 1–5 seats on standard plans” Kimi K2, budget prompt
data.ai
31%
8 of 26 labels negative · 8 of 14 models · 2 hard negative
“Avoid: ... data.ai (criticized reliability)” GLM 4.7 FlashX, negative prompt
Appfigures36%
5 of 14 labels negative · 5 of 14 models · 1 hard negative
“Appfigures — Avoid for Enterprise-Grade Needs” DeepSeek V4 Flash, negative 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. 936 links across 265 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 · AppTweak42 answers · 74 citations · 12 models
vendor site · AppFollow38 answers · 64 citations · 13 models
38 answers · 57 citations · 11 models
publisher (Gane)38 answers · 42 citations · 10 models
vendor site · App Radar28 answers · 29 citations · 11 models
vendor site · Moburst21 answers · 21 citations · 10 models
vendor site · Capterra19 answers · 21 citations · 10 models
18 answers · 19 citations · 9 models
vendor site · ASOMobile17 answers · 22 citations · 11 models
vendor site · GetApp15 answers · 16 citations · 9 models
14 answers · 14 citations · 8 models
vendor site · Sensor Tower13 answers · 17 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.
37 answers · 10 models
28 answers · 10 models
24 answers · 10 models
17 answers · 9 models
17 answers · 8 models
16 answers · 10 models
15 answers · 7 models
14 answers · 7 models
14 answers · 8 models
14 answers · 8 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 | 46% | 164 | 12,100 | 206 | 233,943 | 0 | |
| AppTweak apptweak.com | 31% | 211 | 1,600 | 29 | 9,585 | 7 | 5 |
| AppFollow appfollow.io | 12% | 144 | 1,000 | 20 | 54,570 | 5 | 2 |
| Gummicube gummicube.com | 4% | 23 | |||||
| data.ai | 4% | 1,600 | 11 | ||||
| MobileAction mobileaction.co MobileAction 2%, Mobile Action 0% | 2% | 100 | 480 | 11 | 73,767 | 4 | |
| App Radar appradar.com | 2% | 113 | 480 | 2,749 | 6,241 | 9 | 1 |
| SplitMetrics Optimize splitmetrics.com | 0% | 28 | 10 | 0 | 22,362 | 19 | |
| Adjust adjust.com | 0% | 123 | 49,500 | 212,073 | 496,097 | 88 | 3 |
| Kochava kochava.com | 0% | 43 | 1,900 | 55 | 55,058 | 9 |
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 TowerAppTweak, Sensor TowerChangedSensor TowerSensor Towerno first choiceagainst: AppTweak, Appfigures, Sensor Tower
Three alternatives
AppTweak, Gummicube, data.aiOne alternative
data.aiFive alternatives
App Radar, AppFollow, AppTweak, StoreMaven, data.aiOne alternative
AppTweakThree alternatives
Sensor Tower, StoreMaven, data.aiGPT-5.4 miniSensor TowerAppTweakChangedAppTweakAppFollowno first choicenothing named
Three alternatives
AppFollow, AppTweak, MobileActionOne alternative
Sensor TowerFour alternatives
AppFollow, MobileAction, Sensor Tower, data.aiOne alternative
AppTweakGemini 3.5 FlashAppTweakAppTweakHeldAppTweak, Sensor TowerAppTweakAppTweaknothing named
Three alternatives
AppFollow, Sensor Tower, SplitMetrics OptimizeTwo alternatives
Mobile Action, Sensor TowerFour alternatives
AppFollow, Gummicube, MobileAction, SplitMetrics OptimizeTwo alternatives
MobileAction, Sensor TowerThree alternatives
Mobile Action, Sensor Tower, SplitMetrics OptimizePerplexity SonarAppTweakAppTweakHeldAppTweak, MobileActionAppFollowagainst: AppTweakno first choiceagainst: ASOTools, ASOdesk, App Masters, App Radar, AppTweak, Appfigures, MobileAction, Sensor Tower, SplitMetrics Optimize, StoreMaven, data.ai
Three alternatives
AppFollow, Gummicube, Sensor TowerThree alternatives
AppFollow, MobileAction, Sensor TowerFive alternatives
Adjust, AppFollow, Sensor Tower, SplitMetrics Optimize, StoreMavenOne alternative
Sensor TowerGrok 4.20Sensor Tower, data.aiagainst: App Radar, Mobile ActionSensor TowerChangedagainst: ASOMobile, App Radar, AppFollow, MobileActionAppTweak, Sensor Toweragainst: ASOdesk, App RadarSensor Toweragainst: Adjust, KochavaAppTweakagainst: Sensor Toweragainst: Sensor Tower
Two alternatives
AppTweak, GummicubeTwo alternatives
AppTweak, GummicubeThree alternatives
AppFollow, Appfigures, MobileActionThree alternatives
ASOdesk, AppFollow, AppTweakOne alternative
data.aiMistral SmallSensor TowerSensor TowerHeldSensor TowerSensor Towerno first choiceagainst: ASOMobile
Two alternatives
AppFollow, AppTweakTwo alternatives
AppFollow, AppTweakFour alternatives
Adjust, AppFollow, AppTweak, data.aiTwo alternatives
AppFollow, AppTweakDeepSeek V4 FlashSensor TowerSensor TowerHeldAppTweakAppFollowagainst: ASOScan, App Radarno first choiceagainst: AppMagic, Appfigures, Astro, MobileAction, Sensor Tower, data.ai
Three alternatives
AppFollow, AppTweak, SplitMetrics OptimizeOne alternative
AppTweakSix alternatives
AppFollow, Appfigures, Gummicube, MobileAction, Sensor Tower, SplitMetrics OptimizeTwo alternatives
AppTweak, Sensor TowerLlama 4 MaverickSensor TowerSensor TowerHeldno first choiceno first choiceno first choiceagainst: AppTweak, Sensor Tower, data.ai
Three alternatives
Adjust, AppFollow, AppTweakQwen 3.7 FlashAppTweak, Sensor TowerAppTweakChangedSensor TowerSensor Tower, data.aino first choiceagainst: AppTweak, Sensor Tower, data.ai
Two alternatives
AppFollow, Mobile ActionTwo alternatives
Mobile Action, data.aiThree alternatives
AppFollow, AppTweak, data.aiTwo alternatives
AppFollow, Mobile ActionKimi K2GummicubeSensor TowerChangedAppTweak, Sensor Tower, data.aiAppFollowagainst: ASO.dev, AppTweak, OptScale, Sensor TowerAppTweak, Sensor Toweragainst: AppFollow, data.aiagainst: Adjust, AppTweak, Sensor Tower
Three alternatives
AppFollow, AppTweak, data.aiOne alternative
AppTweakFour alternatives
App Radar, AppFollow, Gummicube, SplitMetrics OptimizeOne alternative
MobileActionGLM 4.7 FlashXSensor TowerSensor TowerHeldAppTweakAppTweakno first choiceagainst: Sensor Toweragainst: ASOTools, Adjust, AppFollow, Applyra, MobileAction, data.ai
Three alternatives
Adjust, AppFollow, AppTweakOne alternative
AppTweakEight alternatives
App Radar, AppFollow, Appfigures, AppsFlyer, Gummicube, Kochava, MobileAction, Sensor TowerTwo alternatives
Appfigures, MobileActionMiniMax M2.5AppTweak, Sensor Toweragainst: ASO DeskGummicubeChangedAppTweak, Sensor TowerMobileActionApp Radaragainst: AppTweak, Appfigures, Astro, MobileAction, Sensor Tower, data.ai
Three alternatives
Adjust, AppFollow, GummicubeFour alternatives
Adjust, AppFollow, AppTweak, Sensor TowerSeven alternatives
ASOdesk, Adjust, AppFollow, Appfigures, Kochava, Mobile Action, Similarweb App IntelligenceTwo alternatives
ASOScan, AppTweakTwo alternatives
AirASO, Sensor TowerGPT-6 LunaAppTweakAppTweakHeldAppTweakagainst: AppfiguresAppFollowagainst: AppTweakno first choiceagainst: AppTweakagainst: AppFollow, AppTweak, Sensor Tower, data.ai
One alternative
Sensor TowerOne alternative
Sensor TowerFour alternatives
AppFollow, MobileAction, Sensor Tower, SplitMetrics OptimizeOne alternative
ASOScanMuse Glimmer 30BSensor TowerSensor TowerHeldSensor TowerAppFollowagainst: AppTweak, Sensor TowerSensor Toweragainst: Applyra
Two alternatives
AppFollow, AppTweakOne alternative
AppTweakFive alternatives
App Radar, AppFollow, AppTweak, Gummicube, data.ai, formerly App AnnieOne alternative
ASOScanThree alternatives
App Radar, AppFollow, AppTweakBold 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 11:22 | yes | 10 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:21 | yes | 3 | 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 09:32 | yes | 7 | 19 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 12:06 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:22 | yes | 9 | 10 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:06 | yes | 5 | 3 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:17 | yes | 21 | 23 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:36 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:04 | yes | 5 | 22 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:47 | yes | 19 | 32 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:27 | yes | 13 | 158 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:35 | yes | 5 | 28 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:53 | yes | 3 | 21 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:27 | yes | 12 | 15 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 16:11 | yes | 17 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:46 | yes | 2 | 5 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 14:58 | no | 0 | 14 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 10:10 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:32 | yes | 5 | 10 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:23 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:37 | yes | 23 | 26 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:10 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:33 | no | 0 | 25 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:48 | yes | 19 | 30 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:21 | yes | 23 | 37 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:10 | yes | 5 | 17 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:54 | yes | 3 | 10 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:15 | yes | 24 | 31 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:07 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:44 | yes | 0 | 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 13:37 | yes | 11 | 27 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 15:11 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:33 | yes | 9 | 17 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:01 | yes | 5 | 5 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:37 | yes | 24 | 47 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:37 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:12 | yes | 9 | 51 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:32 | yes | 14 | 28 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 17:00 | yes | 21 | 144 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:48 | yes | 5 | 70 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:30 | yes | 6 | 38 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:58 | yes | 14 | 29 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 13:50 | yes | 19 | 10 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:59 | yes | 2 | 11 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 16:58 | yes | 12 | 21 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 11:33 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:00 | yes | 14 | 13 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:05 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:29 | yes | 24 | 18 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:29 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:48 | no | 0 | 29 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:37 | yes | 20 | 32 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 17:12 | yes | 22 | 92 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:50 | yes | 10 | 35 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:10 | yes | 4 | 19 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:03 | yes | 22 | 27 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:11 | yes | 19 | 12 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:11 | no | 0 | 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 12:01 | no | 0 | 19 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 14:45 | yes | 10 | 9 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:57 | yes | 10 | 18 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:54 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:24 | yes | 23 | 39 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:30 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:25 | no | 0 | 28 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:54 | yes | 24 | 46 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:37 | yes | 22 | 25 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:12 | yes | 18 | 27 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:35 | yes | 2 | 22 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:01 | yes | 24 | 32 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:11 | yes | 36 | 12 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:58 | yes | 3 | 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 11:22 | no | 0 | 21 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 15:25 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:07 | yes | 10 | 10 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:53 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:15 | yes | 24 | 46 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:06 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:28 | yes | 22 | 73 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:34 | yes | 25 | 31 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:42 | yes | 17 | 56 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:45 | yes | 13 | 35 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:21 | yes | 5 | 23 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:38 | yes | 25 | 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.
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Category-scoped readings
SplitMetrics read as SplitMetrics Optimize
SplitMetrics (SplitMetrics Optimize) read as SplitMetrics Optimize
Unresolved, counted raw
AirASO
App Masters
OptScale
Similarweb App Intelligence
Discontinued, still offered
No shut-down product was recommended here.