Nicheloom

Market intelligence for builders — see what's gaining traction before it's crowded.

Benchmark your team's AI coding security posture

Details

External ID
45823379
Source
HN
Company
—
Product
—
Website domain
—
Launched
Nov. 5, 2025
Cohort
—
Upvotes
5
Upvotes percentile
0.0982532751091703
Tags
—
Fetched at
Sept. 7, 2026, 9:25 p.m.
Updated at
Sept. 7, 2026, 9:25 p.m.

Description

Hi HN.We launched a free AI Coding Risk Assessment tool to help engineering teams and businesses benchmark the security and compliance posture of their AI coding workflows and policies against peers in the industry. This anonymous 24-question survey delivers:- A 0–100 risk score that measures your AI coding security posture- A live benchmark that compares your AI-assisted development practices with peers- A research-based checklist that identifies improvement areasWe're seeing more and more clients signal their concerns about the sudden increase of source code written by AI coding agents that nobody’s fully watching or even knows how to oversee. That’s why we created this open benchmarking tool.We hope this will help companies identify where they stand, compare themselves to the market, and take concrete, actionable steps to leverage AI at scale.Thanks for reading, we are keen to hear your thoughts!Link: https://ai-risk.codacy.com/

Enrichment

Theme
AI coding agents and developer tools
Vertical
Security
Function
Observability & eval
Audience
B2B
AI stance
AI feature
Project type
Commercial product
Normalized one-liner
security benchmark for ai-assisted coding
Manually corrected
False

Could you build this?

Yes This is a 24-question survey form that computes a weighted risk score (0-100) and displays benchmark comparison charts.

Discussion

No comments on this launch.

Competitors

Other products that read as similar to this one — 293 launches clear the similarity bar, closest 8 shown.

Attention rank: #279 of 294 (itself plus its competitors, highest first — normalized so YC and Product Hunt are compared fairly).

Launched 1 day after the earliest competitor.

Other launches for this product

Same idea, different domain

Nobody's really built a observability & eval tool for Media & entertainment yet.