Nicheloom

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

AI Visibility Monitor

Track if your site gets cited by GPT/Claude

Details

External ID
47904123
Source
HN
Company
—
Product
AI Visibility Monitor
Website domain
github.com
Launched
April 25, 2026
Cohort
—
Upvotes
5
Upvotes percentile
0.11182519280205655
Tags
—
Fetched at
Sept. 7, 2026, 9:26 p.m.
Updated at
Sept. 7, 2026, 9:26 p.m.

Enrichment

Theme
AI visibility and marketing tools
Vertical
Horizontal
Function
Observability & eval
Audience
B2B
AI stance
AI feature
Project type
Commercial product
Normalized one-liner
track if ai models cite your content
Manually corrected
False

Could you build this?

Yes The monitor sends automated scheduled search and retrieval prompts across OpenAI, Anthropic, or Perplexity APIs and parses the responses to check for target URL and brand citations.

Discussion

1 comment analyzed.

Concerns raised: API costs per run ($1-3), Uncertainty about bot behavior divergence across different AI crawlers

Feature requests: Per-bot user agent tracking for GPTBot/ClaudeBot/PerplexityBot, Service account key alternatives for restricted Workspace orgs

Competitors

Other products that read as similar to this one — 282 launches clear the similarity bar, closest 8 shown.

Attention rank: #253 of 283 (itself plus its competitors, highest first — normalized so YC and Product Hunt are compared fairly).

Launched 173 days 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.