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Penetration testing as a service · October 2026 Edition

Synack vs Bugcrowd

Zero of fourteen models named Synack first on the direct prompt; zero named Bugcrowd. Synack was named by fourteen of the fourteen models and Bugcrowd by ten and Synack carries 29 labels and Bugcrowd 12, so the shares are not directly comparable.

Synack

accepted challenger

Named in two categories this edition.

Bugcrowd

accepted challenger

Named in one category this edition.

First-choice share4%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate10%17%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#3#7A position in a field of 10; printed, not drawn.
Labels2912A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Synack reading right to left. Rank and label count are printed, not drawn.Cobalt was named alongside these two in ten of the fourteen direct answers. Cobalt vs Synack · Cobalt vs Bugcrowd · BreachLock vs Synack

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

How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
SynackFirst choices, of fourteen modelsBugcrowd
Direct00
Paraphrase003 against Synack · 2 against Bugcrowd
Comparative10
Budget-constrained21
Scale-constrained00
Negative00
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.

Across every category in the October 2026 Edition, Synack and Bugcrowd were named in the same answer seventeen times, of the 105 answers naming Synack and the 36 naming Bugcrowd. In those answers Bugcrowd took the first choice zero times and Synack three.

Every model, every framing

The eighty-four answers behind the chart above, one cell each: where Synack and Bugcrowd stood in it.
ModelDirectParaphraseComparativeBudget-constrainedScale-constrainedNegative
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
Synack Bugcrowd first choice named as an alternative argued againstblank: not namedEach cell is one answer, Synack on the left and Bugcrowd on the right.

The direct prompt

The plain question, one answer per model, grouped by where Synack and Bugcrowd stood in it.

Neither was the first choice, one was named

2 of 14 modelsThe answer put something else first and named one of the two as an alternative.
Mistral SmallBreachLock, Cobalt alternatives: NetSPI, Stingrai, Synack
MiniMax M2.5BreachLock, UnderDefense alternatives: Raxis, Synack

Neither was named

12 of 14 modelsThe answer made no first choice from these two in this category.
Claude Haiku 4.5BreachLock, Cobalt alternatives: Packetlabs, Raxis, Stingrai
GPT-5.4 miniCobalt alternatives: Cognisys, Trava Security
Gemini 3.5 FlashCobalt alternatives: BreachLock, NetSPI, UnderDefense
Perplexity SonarBreachLock alternatives: Cobalt, Raxis, Stingrai
Grok 4.1 FastBreachLock alternatives: Bright Defense, NetSPI, Packetlabs, Prescient Security
DeepSeek V4 FlashCobalt, Raxis alternatives: BreachLock, Packetlabs, UnderDefense
Llama 4 Maverickno first choice
Qwen 3.7 FlashRed Siege Security alternatives: Astra Security, BreachLock, Lumina.io, Netragard
Kimi K2Cobalt alternatives: BreachLock, Coalfire, Praetorian
GLM 4.7 FlashXCobalt, UnderDefense alternatives: BreachLock, NetSPI, Packetlabs
GPT-6 LunaCobalt alternatives: Bishop Fox, NetSPI
Muse Glimmer 30BCobalt alternatives: Astra Security, HackerOne, Netragard, Red Siege, UnderDefense

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

The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
Bugcrowd leads by two points.
Bugcrowd2%#7 of 8
Synack0%#– of 8
The full small business standing →
Mid-marketThe figures above
The order flips: Synack leads at mid-market.
Synack4%#3 of 10
Bugcrowd2%#7 of 10
The full mid-market standing →
Enterprise
Synack leads by twenty-one points.
Synack23%#2 of 11
Bugcrowd2%#7 of 11
The full enterprise standing →

What the models said about Synack

Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of six in this category shown.

“Choose Synack if you want a crowdsourced model and are willing to validate scope and pricing more carefully” Perplexity Sonar · paraphrase prompt · soft negative
“often more suited to larger enterprises or those with more complex needs” Mistral Small · paraphrase prompt · soft negative
“More enterprise-focused, higher cost/complexity.” Grok 4.1 Fast · paraphrase prompt · soft negative
“The best penetration testing service for a company with a limited budget is Synack, which offers penetration testing as a service starting at $119/month.” Llama 4 Maverick · budget prompt · first choice
“Offers continuous AI-driven penetration testing starting at $119/month, making it one of the most affordable options” Mistral Small · budget prompt · first choice
“Synack tops the list because it combines an elite human red team with agentic AI inside a single platform” Claude Haiku 4.5 · comparative 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
Also compared

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.