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Index › IT › Security operations › PTaaS › Cobalt vs BreachLock
Penetration testing as a service · November 2026 Edition

Cobalt vs BreachLock

Nine of fourteen models named Cobalt first on the direct prompt; three named BreachLock. Cobalt was named by fourteen of the fourteen models and BreachLock by twelve and Cobalt carries 47 labels and BreachLock 36, so the shares are not directly comparable.

Cobalt

endorsed leader

Named in one category this edition.

BreachLock

accepted challenger

Named in two categories this edition.

First-choice share46%10%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate0%0%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#1#3A position in a field of 12; printed, not drawn.
Labels4736A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Cobalt reading right to left. Rank and label count are printed, not drawn.Cobalt vs Astra Security · Cobalt vs Stingrai · Cobalt vs NetSPI

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.
CobaltFirst choices, of fourteen modelsBreachLock
Direct93
Paraphrase121
Comparative33
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 November 2026 Edition, Cobalt and BreachLock were named in the same answer seventy times, of the 139 answers naming Cobalt and the 87 naming BreachLock. In those answers BreachLock took the first choice six times and Cobalt twenty-two.

Every model, every framing

The eighty-four answers behind the chart above, one cell each: where Cobalt and BreachLock stood in it.
ModelDirectParaphraseComparativeBudget-constrainedScale-constrainedNegative
Claude Haiku 4.5
GPT-5.4 mini
Gemini 3.5 Flash
Perplexity Sonar
Grok 4.20
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
Cobalt BreachLock first choice named as an alternative argued againstblank: not namedEach cell is one answer, Cobalt on the left and BreachLock on the right.

The direct prompt

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

Both were the first choice

2 of 14 modelsThe answer named them together, and the judge labeled each a first choice.
DeepSeek V4 FlashBreachLock, Cobalt alternatives: Baker Tilly, Cherry Bekaert, RSM, Rapid7, Sprocket Security, Stingrai
Kimi K2BreachLock, Cobalt alternatives: Stingrai

Cobalt first, BreachLock an alternative

7 of 14 modelsBreachLock was named in the answer but not as the choice, or not at all.
Gemini 3.5 FlashCobalt alternatives: BreachLock, NetSPI, Synack
Perplexity SonarCobalt alternatives: Coalfire, NetSPI, Raxis, Stingrai
Mistral SmallCobalt alternatives: BreachLock, NetSPI, Stingrai
Llama 4 MaverickCobalt
Qwen 3.7 FlashBishop Fox, Cobalt alternatives: HackerOne PTaaS, Lattice Security, NCC Group, Secureworks, TrustedSec
GPT-6 LunaCobalt alternatives: Bishop Fox, NetSPI
Muse Glimmer 30BCobalt alternatives: BreachLock, Bugcrowd PTaaS, HackerOne PTaaS, NetSPI, Rapid7, Stingrai, Synack

BreachLock first, Cobalt an alternative

1 of 14 modelsCobalt was named in the answer but not as the choice, or not at all.
Grok 4.20BreachLock alternatives: Cobalt, Rapid7

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.
GPT-5.4 miniNetSPI alternatives: Appsecco, Cobalt, HackerOne PTaaS, Packetlabs
GLM 4.7 FlashXAstra Security alternatives: Blaze InfoSec, Cobalt, SecurityMetrics
MiniMax M2.5Astra Security alternatives: BreachLock, Cobalt, Intruder, Stingrai

Neither was named

1 of 14 modelsThe answer made no first choice from these two in this category.
Claude Haiku 4.5no first choice

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
Level: the same share of first choices.
Cobalt13%#3 of 8
BreachLock13%#4 of 8
The full small business standing →
Mid-marketThe figures above
Cobalt leads by thirty-six points.
Cobalt46%#1 of 12
BreachLock10%#3 of 12
The full mid-market standing →
Enterprise
Cobalt leads by ten points.
Cobalt12%#3 of 12
BreachLock2%#8 of 12
The full enterprise standing →

What the models said about Cobalt

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

“Known for pioneer PTaaS delivery. Cobalt connects customers with a vetted network of certified testers (the Cobalt Core) via a modern platform.” Gemini 3.5 Flash · comparative prompt · first choice
“For most mid-market B2B companies, Cobalt and BreachLock tend to offer the strongest combination of quality, speed, and value.” DeepSeek V4 Flash · direct prompt · first choice
“Cobalt.io and Astra Security are top recommendations due to their scalability, compliance support, and ease of use” Mistral Small · paraphrase prompt · first choice

What the models said about BreachLock

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

“BreachLock stands out as my top recommendation for a mid-sized B2B company seeking a Pentest-as-a-Service (PTaaS) provider.” Grok 4.20 · paraphrase prompt · first choice
“For continuous security: Use a PTaaS provider like BreachLock or Cobalt.io integrated into your DevOps cycle.” Kimi K2 · comparative prompt · first choice
“PTaaS platforms like Cobalt or BreachLock offer the best balance of quality, ongoing coverage, and retesting flexibility” MiniMax M2.5 · comparative prompt · first choice
Also compared
Cobalt vs Astra SecurityCobalt vs StingraiCobalt vs NetSPICobalt vs Bishop FoxCobalt vs IntruderCobalt vs RaxisAstra Security vs BreachLockBreachLock vs StingraiBreachLock vs NetSPIBreachLock vs Bishop FoxBreachLock vs IntruderBreachLock vs RaxisAll twenty-eight head-to-head pages and the full ptaas standing

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.