UnderDefense vs Bugcrowd
Two of fourteen models named UnderDefense first on the direct prompt; zero named Bugcrowd. UnderDefense was named by seven of the fourteen models and Bugcrowd by ten and UnderDefense carries 11 labels and Bugcrowd 12, so the shares are not directly comparable.
Named in four 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 penetration testing as a service page.
By framing
UnderDefenseFirst choices, of fourteen modelsBugcrowd
Every model, every framing
| 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 | | |
UnderDefense Bugcrowd first choice named as an alternative argued againstblank: not namedEach cell is one answer, UnderDefense on the left and Bugcrowd on the right.The direct prompt
UnderDefense first, Bugcrowd not the choice
2 of 14 modelsBugcrowd was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
3 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
9 of 14 modelsThe answer made no first choice from these two in this category.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.
By buyer segment
UnderDefense2%#6 of 8Bugcrowd2%#7 of 8UnderDefense4%#5 of 10Bugcrowd2%#7 of 10Bugcrowd2%#7 of 11UnderDefense0%#– of 11What the models said about UnderDefense
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“I'd recommend BreachLock or UnderDefense as they specifically target mid-market companies” MiniMax M2.5 · direct prompt · first choice
“UnderDefense or Cobalt offer the best balance of pricing, quality, and scalability” GLM 4.7 FlashX · direct prompt · first choice
What the models said about Bugcrowd
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“often more suited to larger enterprises or those with more complex needs” Mistral Small · paraphrase prompt · soft negative
“Broader crowdsourcing, but less PTaaS-specific structure.” Grok 4.1 Fast · paraphrase prompt · soft negative
“Platforms like HackerOne, Bugcrowd, or Open Bug Bounty allow you to set a budget and pay only for valid vulnerabilities found” MiniMax M2.5 · budget prompt · first choice
“Companies wanting crowdsourced testing | Launch in <72 hours, subscription model” MiniMax M2.5 · paraphrase prompt · alternative
“their Enterprise PTaaS offering is well-suited for mid-sized agile enterprises” Qwen 3.7 Flash · paraphrase prompt · alternative
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.