Application shielding for enterprise buyers
Asked as “app shielding tool”, and as “runtime application self-protection for mobile apps”, on behalf of an enterprise B2B company. 51 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
33%
Contested · Guardsquare DexGuard / iXGuard 12%
33Appdome12Guardsquare DexGuard / iXGuard10Promon SHIELD45others
33% 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 an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the one product 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 fifteen head-to-head pages: the top six products, each against each
Appdome vs DoveRunner AppSealingAppdome vs Promon SHIELDGuardsquare DexGuard / iXGuard vs LIAPPGuardsquare DexGuard / iXGuard vs AppSealingGuardsquare DexGuard / iXGuard vs DoveRunner AppSealingGuardsquare DexGuard / iXGuard vs Promon SHIELDLIAPP vs AppSealingLIAPP vs DoveRunner AppSealingLIAPP vs Promon SHIELDAppSealing vs DoveRunner AppSealingAppSealing vs Promon SHIELDDoveRunner AppSealing vs Promon SHIELD
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
08Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Appdome33%
Appdome33%02Guardsquare DexGuard / iXGuard12%
Guardsquare DexGuard / iXGuard12%03Promon SHIELD10%
Promon SHIELD10%04Digital.ai Application Protection6%
Digital.ai Application Protection6%05Zimperium MAPS2%
Zimperium MAPS2%06DoveRunner AppSealing2%
DoveRunner AppSealing2%07OneSpan2%
OneSpan2%08Verimatrix Application Shielding0%
Verimatrix Application Shielding0%What they warned about
Two of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.1 Fast, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, GLM 4.7 FlashX, GPT-6 Luna and Muse Glimmer 30B changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
OneSpan50%
5 of 10 labels negative · 5 of 14 models · 2 hard negative
“Legacy Approaches from Vendors like Guardsquare/DexGuard, Zimperium zShield, OneSpan... Best for smaller teams, not high-volume releases.” Grok 4.1 Fast, negative prompt
Appdome9%
5 of 54 labels negative · 5 of 14 models
“Appdome's build limit model can become restrictive in high-frequency CI/CD environments, and licensing options tied to active download counts rather than flat pricing.” MiniMax M2.5, negative prompt
Guardsquare DexGuard / iXGuard8%
3 of 39 labels negative · 3 of 14 models · 1 hard negative
“SDK-Based Solutions (e.g., Legacy Approaches from Vendors like Guardsquare/DexGuard...): Why avoid/caution? Require manual code instrumentation” Grok 4.1 Fast, negative prompt
ProGuard
100%
3 of 3 labels negative · 3 of 14 models
“Use ProGuard/R8 for file size optimization, but layer a dedicated enterprise shielding tool (like DexGuard, Promon, or Appdome) on top of it.” 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
79 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. 1149 links across 233 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 · G252 answers · 123 citations · 12 models
vendor site · FitGap37 answers · 41 citations · 11 models
32 answers · 41 citations · 11 models
vendor site · ZipDo.co31 answers · 41 citations · 10 models
29 answers · 39 citations · 11 models
vendor site · Luciq29 answers · 29 citations · 9 models
vendor site · SourceForge28 answers · 42 citations · 11 models
vendor site · Promon23 answers · 36 citations · 10 models
vendor site · Softwaresuggest22 answers · 24 citations · 12 models
vendor site · Appdome19 answers · 31 citations · 11 models
19 answers · 19 citations · 7 models
vendor site · Guardsquare18 answers · 36 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.
32 answers · 11 models
29 answers · 11 models
29 answers · 9 models
29 answers · 11 models
28 answers · 10 models
22 answers · 12 models
22 answers · 12 models
20 answers · 8 models
19 answers · 7 models
17 answers · 10 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 shielding tool”, “app shielding tools”, “best app shielding 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 | Paid search a month, est. | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|---|
| Appdome appdome.com | 33% | 148 | 590 | 11 | 7,127 | $44 | 32 | |
| Guardsquare DexGuard / iXGuard guardsquare.com | 12% | 103 | 0 | 5,881 | 45 | |||
| Promon SHIELD promon.io | 10% | 84 | 70 | 1 | 2,403 | 14 | ||
| Digital.ai Application Protection digital.ai | 6% | 29 | 0 | 20,268 | 5 | |||
| AppTego apptego.com | 6% | 32 | 0 | 0 | ||||
| Zimperium zimperium.com Zimperium MAPS 2%, Zimperium 2% | 4% | 23 | 1,300 | 49 | 14,656 | 2 | ||
| Approov approov.io | 2% | 31 | 140 | 0 | 1,745 | 8 | ||
| Build38 build38.com | 2% | 3 | ||||||
| DoveRunner AppSealing doverunner.com | 2% | 46 | 0 | 59,044 | 0 | |||
| AppOmni appomni.com | 2% | 140 | 1,300 | 15 | 47,643 | 0 |
Google's top ten for the three searches hold 16 sites; 3 of them are among the sites the models cited here (g2.com, gartner.com, sourceforge.net). The first result for “app shielding tool” is g2.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 shielding tool for an enterprise B2B company?”Paraphrase“Which runtime application self-protection for mobile apps would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade app shielding tools and how do they differ?”Budget-constrained“What is the best app shielding 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 shielding tool. What should we look at?”Negative“Which app shielding tools should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5no first choiceZimperium MAPSChangedDigital.ai Application ProtectionDoveRunner AppSealingagainst: Appdome, OneSpanno first choicenothing named
Two alternatives
Appdome, Promon SHIELDTwo alternatives
Appdome, Cloudflare Application SecurityOne alternative
Digital.ai Application ProtectionGPT-5.4 miniApproov, Guardsquare DexGuard / iXGuardno first choiceChangedGuardsquare DexGuard / iXGuardAppTegoagainst: Approovno first choicenothing named
Five alternatives
Appdome, Build38, Promon SHIELD, Verimatrix Application Shielding, ZimperiumOne alternative
Zimperium zSHIELDGemini 3.5 FlashGuardsquare DexGuard / iXGuardAppdomeChangedGuardsquare DexGuard / iXGuardAppdomeagainst: Approovno first choiceagainst: ProGuard, R8
Four alternatives
Appdome, Approov, Promon SHIELD, ZimperiumThree alternatives
Approov, Guardsquare DexGuard / iXGuard, Promon SHIELDFive alternatives
AppSealing, Appdome, Digital.ai Application Protection, Promon SHIELD, Zimperium MAPSTwo alternatives
Guardsquare DexGuard / iXGuard, PreEmptive DotfuscatorPerplexity SonarAppdomeZimperium zDefendChangedDexGuardAppdomeno first choicenothing named
Three alternatives
DexGuard, Digital.ai Application Protection, Promon SHIELDTwo alternatives
Digital.ai Application Protection for Mobile, OneSpan Mobile Application ShieldingFour alternatives
Appdome, DoveRunner AppSealing, F5 Distributed Cloud Mobile App Shield, OutSystems AppShieldOne alternative
DexGuardGrok 4.1 FastAppdome, Guardsquare DexGuard / iXGuardAppdomeChangedagainst: MASTG samples, Signal SciencesGuardsquare DexGuard / iXGuardagainst: ProGuardAppdomeagainst: LIAPP, Promon SHIELD, QuixxiAppdomeagainst: Appdome, Guardsquare DexGuard / iXGuard, OneSpan, Verimatrix Application Shielding, Zimperium zSHIELD
Four alternatives
Digital.ai Application Protection, Promon SHIELD, Verimatrix App Shielding, ZimperiumFour alternatives
Guardsquare DexGuard / iXGuard, Promon SHIELD, Talsec, Zimperium MAPSThree alternatives
AppSealing, Appdome, Digital.ai Application ProtectionTwo alternatives
Digital.ai Application Protection, Guardsquare DexGuard / iXGuardTwo alternatives
Digital.ai Application Protection, Promon SHIELDMistral SmallBuild38Digital.ai Application Protection, Guardsquare DexGuard / iXGuard, PradeoChangedno first choiceAppOmni, Obsidian Securityno first choicenothing named
Three alternatives
Appdome, Seclron Mobile Security Suite, Zimperium zSHIELDTwo alternatives
Appdome, Zimperium's Mobile Application Protection SuiteOne alternative
Build38DeepSeek V4 FlashDigital.ai Application ProtectionAppdomeChangedGuardsquare DexGuard / iXGuardPromon SHIELDagainst: LIAPPno first choiceagainst: Hikari, Java Obfuscator, Obfuscator.io, ProGuard, R8, UglifyJS, YANSOllvm, goron
Three alternatives
Appdome, Guardsquare DexGuard / iXGuard, Zimperium MAPSOne alternative
Guardsquare DexGuard / iXGuardSix alternatives
Appdome Mobile App Security, Digital.ai Application Protection, Jscrambler, Promon SHIELD, Verimatrix Application Shielding, Zimperium zSHIELDTwo alternatives
Appdome, Zimperium MAPSLlama 4 Maverickno first choiceAppdomeChangedno first choiceno first choiceno first choiceagainst: Appdome, Guardsquare DexGuard / iXGuard, OneSpan
Qwen 3.7 FlashCheckmarx OneZimperiumChangedno first choiceZing Boxno first choiceagainst: OneSpan
Six alternatives
CrowdStrike Falcon Mobile, IBM Security App Scan, Lookout, Microsoft Intune, Omnissa Workspace ONE, SnykThree alternatives
Appdome, Digital.ai Application Protection, Guardsquare DexGuard / iXGuardTwo alternatives
Palo Alto Networks, Tap SecurityKimi K2AppdomeAppdomeHeldDigital.ai Application Protection, Promon SHIELDagainst: Cloudflare Application SecurityPromon SHIELDagainst: DoveRunner AppSealing, Guardsquare DexGuard / iXGuardDigital.ai Application Protection, OneSpan Mobile Security, Promon SHIELDagainst: Appdome, PreEmptive Dotfuscator
Four alternatives
Guardsquare DexGuard / iXGuard, Promon SHIELD, Verimatrix Mobile App Security, Zimperium zSHIELDOne alternative
Promon SHIELDTwo alternatives
Appdome, Guardsquare DexGuard / iXGuardOne alternative
Verimatrix Application ShieldingTwo alternatives
Verimatrix Application Shielding, Zimperium MAPSGLM 4.7 FlashXAppTego, Guardsquare DexGuard / iXGuardAppdomeChangedno first choiceQuixxiagainst: Luciqno first choiceagainst: Cloudflare Application Security, OneSpan
Four alternatives
Appdome, OneSpan Mobile Application Shielding, Protectt.ai, Verimatrix Application ShieldingOne alternative
Promon SHIELDOne alternative
Guardsquare DexGuard / iXGuardMiniMax M2.5AppdomeAppdomeHeldAppdome, Guardsquare DexGuard / iXGuardno first choiceAppTego, Guardicore, OneSpanagainst: Appdome, PreEmptive Dotfuscator, Quixxi
Three alternatives
Digital.ai Application Protection, Guardsquare DexGuard / iXGuard, Verimatrix XTDFour alternatives
Approov, Delledox RASP SDK, OneSpan, Zimperium Mobile Application Protection SuiteTwo alternatives
Verimatrix Application Shielding, Zimperium MAPSGPT-6 LunaPromon SHIELDGuardsquare—DexGuard for Android and iXGuard for iOSChangedGuardsquare DexGuard / iXGuardAppsolidno first choiceagainst: R8/ProGuard
Two alternatives
Appdome, Guardsquare DexGuard / iXGuardTwo alternatives
Appdome, Promon SHIELDFive alternatives
Appdome, Digital.ai Application Security, Promon SHIELD, Verimatrix Application Shielding, Zimperium zShield / MAPSOne alternative
AppdomeMuse Glimmer 30BPromon SHIELDAppdomeChangedGuardsquare DexGuard / iXGuardAppdome, Guardsquare DexGuard / iXGuardno first choiceagainst: DoveRunner AppSealing
Two alternatives
Appdome, Guardsquare DexGuard / iXGuardFour alternatives
Arxan, F5, Guardsquare DexGuard / iXGuard, Promon SHIELDFour alternatives
Appdome, Digital.ai Application Protection – formerly Arxan, DoveRunner AppSealing, Promon SHIELDOne alternative
Promon SHIELDBold 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 00:15 | no | 0 | 5 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:17 | yes | 3 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:07 | yes | 12 | 25 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-04 22:47 | yes | 18 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:14 | yes | 23 | 8 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:32 | yes | 15 | 7 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:30 | yes | 20 | 38 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:51 | yes | 6 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:19 | no | 0 | 24 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:18 | yes | 10 | 16 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:20 | yes | 13 | 29 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:19 | yes | 18 | 34 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:25 | yes | 4 | 17 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:41 | yes | 22 | 25 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:19 | yes | 19 | 12 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:50 | yes | 2 | 7 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:22 | yes | 11 | 28 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-04 22:42 | yes | 19 | 5 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:33 | yes | 24 | 17 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:18 | yes | 12 | 8 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:22 | yes | 23 | 45 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:11 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:12 | yes | 5 | 37 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:12 | yes | 24 | 38 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:52 | yes | 23 | 18 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:56 | yes | 7 | 43 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:58 | yes | 3 | 17 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:41 | yes | 15 | 20 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:43 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:54 | yes | 6 | 8 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:07 | yes | 13 | 33 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-05 00:02 | yes | 20 | 7 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:50 | yes | 22 | 10 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:33 | yes | 7 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:07 | yes | 23 | 45 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:52 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:31 | no | 0 | 32 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:11 | yes | 24 | 55 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:58 | yes | 16 | 120 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:12 | yes | 17 | 36 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:28 | yes | 7 | 29 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:25 | yes | 20 | 52 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:07 | yes | 18 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:27 | yes | 3 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:26 | yes | 16 | 29 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-05 00:03 | yes | 15 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:52 | yes | 21 | 54 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:56 | yes | 9 | 6 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:10 | yes | 24 | 44 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:28 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:53 | yes | 14 | 123 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:31 | yes | 24 | 34 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:25 | yes | 23 | 176 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:50 | yes | 18 | 57 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:28 | yes | 2 | 21 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:06 | yes | 12 | 26 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:02 | yes | 18 | 13 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:45 | yes | 4 | 6 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:08 | no | 0 | 17 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-05 01:42 | yes | 17 | 4 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:46 | yes | 18 | 10 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:05 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:43 | yes | 22 | 48 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:26 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:54 | yes | 10 | 41 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:11 | yes | 21 | 34 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:48 | yes | 25 | 23 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:43 | yes | 10 | 58 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:32 | yes | 3 | 26 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:24 | yes | 15 | 26 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:56 | yes | 32 | 14 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:21 | yes | 5 | 7 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:02 | yes | 22 | 30 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-05 00:00 | yes | 15 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:34 | yes | 20 | 15 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:02 | yes | 12 | 8 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:44 | yes | 22 | 36 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:53 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:31 | yes | 14 | 48 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:02 | yes | 22 | 29 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:42 | yes | 19 | 48 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:15 | yes | 22 | 64 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:49 | yes | 3 | 19 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:00 | yes | 19 | 32 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
Cloudflare read as Cloudflare Application Security
Cloudflare Application Security and Performance read as Cloudflare Application Security
Digital.ai read as Digital.ai Application Protection
Digital.ai (Arxan) read as Digital.ai Application Protection
Digital.ai (Cloudfoundry/HCL) read as Digital.ai Application Protection
Digital.ai (ex-Arxan) read as Digital.ai Application Protection
Digital.ai (formerly Arxan) read as Digital.ai Application Protection
DoveRunner read as DoveRunner AppSealing
DoveRunner (AppSealing) read as DoveRunner AppSealing
DoveRunner (formerly AppSealing) read as DoveRunner AppSealing
GuardSquare read as Guardsquare DexGuard / iXGuard
GuardSquare DexGuard read as Guardsquare DexGuard / iXGuard
Guardsquare read as Guardsquare DexGuard / iXGuard
Guardsquare (DexGuard & iXGuard) read as Guardsquare DexGuard / iXGuard
Guardsquare (DexGuard + iXGuard) read as Guardsquare DexGuard / iXGuard
Guardsquare (DexGuard / iXGuard) read as Guardsquare DexGuard / iXGuard
Guardsquare (DexGuard for Android & iXGuard for iOS) read as Guardsquare DexGuard / iXGuard
Guardsquare (DexGuard for Android / iXGuard for iOS) read as Guardsquare DexGuard / iXGuard
Guardsquare (DexGuard for Android, iXGuard for iOS) read as Guardsquare DexGuard / iXGuard
Guardsquare (DexGuard/iXGuard) read as Guardsquare DexGuard / iXGuard
Guardsquare (formerly Promon SHIELD) read as Guardsquare DexGuard / iXGuard
Guardsquare (iXGuard/DexGuard) read as Guardsquare DexGuard / iXGuard
Guardsquare DexGuard read as Guardsquare DexGuard / iXGuard
Guardsquare/DexGuard read as Guardsquare DexGuard / iXGuard
OneSpan App Shielding read as OneSpan Mobile Application Shielding
OneSpan Mobile App Shielding read as OneSpan Mobile Application Shielding
PreEmptive read as PreEmptive Dotfuscator
PreEmptive (Dotfuscator/DashO) read as PreEmptive Dotfuscator
Promon read as Promon SHIELD
Promon (Promon SHIELD) read as Promon SHIELD
Promon Shield for Mobile read as Promon SHIELD
Verimatrix read as Verimatrix Application Shielding
Verimatrix App Shield read as Verimatrix Application Shielding
Unresolved, counted raw
Appsolid
Apptimize
Broadcom (formerly Symantec) Fortify
Bytehide
CrowdStrike Falcon Mobile
Digiprotect
Digital.ai Application Protection for Mobile
Digital.ai Application Protection – formerly Arxan
Distil Networks
F5 Distributed Cloud Mobile App Shield
Guardsquare—DexGuard for Android and iXGuard for iOS
Hikari
IBM Security App Scan
Instabug
Java Obfuscator
MASTG samples
Microsoft App Guardian
OneSpan Mobile Security
OutSystems AppShield
PreEmptive Protection
Tap Security
ThreatCast
Trustonic
UglifyJS
Verimatrix App Shielding
Verimatrix Mobile App Security
White Hat Ninja
YANSOllvm
Zimperium zDefend
Zimperium's Mobile Application Protection Suite (MAPS)
Zing Box (formerly Zimperium)
goron
Discontinued, still offered
No shut-down product was recommended here.