One of fourteen models named cside first on the direct prompt; one named Reflectiz. cside was named by eleven of the fourteen models and Reflectiz by thirteen and cside carries 26 labels and Reflectiz 32, so the shares are not directly comparable.
Named in two categories this edition.
Named in one category this edition.
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; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the client-side protection page.
Across every category in the October 2026 Edition, cside and Reflectiz were named in the same answer thirty-nine times, of the 85 answers naming cside and the 84 naming Reflectiz. In those answers Reflectiz took the first choice three times and cside thirteen.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| 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 | ||||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 | ||||||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B |
Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“cside is cited in current round-ups as a platform that does server-side payload analysis + client-side Script Method and Scan Method with 100% real-user session coverage.” Muse Glimmer 30B · budget prompt · first choice
“cside (Highly ranked in comparisons): Server-side payload analysis + client-side runtime monitoring of 100% real sessions.” Grok 4.1 Fast · comparative prompt · first choice
“the best fit is usually cside, because it has a public starting price of $99/month and also offers a free tier” Perplexity Sonar · budget prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Tools to Avoid on a Tight Budget - Reflectiz, Feroot, DomDog, Jscrambler” DeepSeek V4 Flash · budget prompt · hard negative
“solutions from vendors like JScrambler, Reflectiz, Source Defense, and Human Security ... often fail to block the majority of sophisticated e-skimming attacks” Qwen 3.7 Flash · negative prompt · soft negative
“Popular vendors include Human Security, SourceDefense, JScrambler, and Reflectiz. ... JS agents detect behavior after a script has already executed.” Muse Glimmer 30B · negative prompt · soft negative
“If your engineers are heavily constrained, look at an agentless scanner (like Reflectiz) which can be spun up in hours with zero code changes.” Gemini 3.5 Flash · scale prompt · first choice
“or Reflectiz if you want the fastest, lowest-effort deployment with strong supply-chain visibility and no code changes” DeepSeek V4 Flash · direct prompt · first choice
“Reflectiz's fully remote synthetic monitoring is often the lowest-friction starting point” Muse Glimmer 30B · paraphrase prompt · first choice
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.