Index › IT › Products › Code Review Lab · November 2026 Edition
Secure code training · Named, not ranked

Code Review Lab

–Too few to rank
6/14Models named it
2First choices
1Warnings
November 2026 Edition · all company sizes counted.
Ranked inSecure code training #19 mid-market
What AI models recommend

Named, too few times to rank.

A product needs 10 labels in a category before a share is stated. Code Review Lab has 3.

Why models recommend it

“offers interactive training focused on secure coding at just $7/month per user, making it one of the most affordable options available”Claude Haiku 4.5 · Budget-constrained question · first choice
“Move to SafeStack Academy or Code Review Lab if you need centralized reporting and practical exercises”Perplexity Sonar · Budget-constrained question · alternative

What gives them pause

“reviews are sparse and it lacks the depth/lab quality of PortSwigger or SecureFlag”DeepSeek V4 Flash · Budget-constrained question · warning

Also on the shortlist

The products named in the same answers as Code Review Lab, over the 10 answers that named it, and how often each was the first choice instead.

A side-by-side page exists where both products are among a category's top eight.

How this is measured

Fourteen AI models from 12 labs are asked the same buying questions six ways, for three company sizes. Standings refresh every edition.

Gane sells AI visibility software. No company can pay to change a result.

Read the method →

Sources returned with these answers

The sites and pages the answers that named Code Review Lab came back with. A fact about retrieval, not a cause of the answer.

Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted. These counts come from 10 of the 10 answers that named Code Review Lab and are not a share of its labels.

By model

How each model answered on Code Review Lab across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.
ModelFirst choiceAlternativeMentionWarningLabels
Claude Haiku 4.510001
GPT-5.4 mini00000
Gemini 3.5 Flash00000
Perplexity Sonar01001
Grok 4.2000000
Mistral Small00000
DeepSeek V4 Flash00011
Llama 4 Maverick00000
Qwen 3.7 Flash00000
Kimi K200000
GLM 4.7 FlashX00000
MiniMax M2.500000
GPT-6 Luna00000
Muse Glimmer 30B00000