Nicheloom

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

CitePrism

Know when AI assistants mention your brand

Details

External ID
1256964
Source
PH
Company
—
Product
CitePrism
Website domain
producthunt.com
Launched
Sept. 22, 2026
Cohort
—
Upvotes
1
Upvotes percentile
0.30815693820825313
Tags
Analytics, Marketing, Artificial Intelligence
Fetched at
Sept. 23, 2026, 1:01 a.m.
Updated at
Sept. 23, 2026, 1:01 a.m.

Description

AI visibility analytics: see whether ChatGPT,, Gemini, Perplexity, Google AI Overviews, Microsoft Copilot and others recommend your brand, who they recommend instead, which sources they trust, and what to do about it.

Enrichment

Theme
AI visibility and marketing tools
Vertical
Marketing
Function
Analytics & BI
Audience
B2B
AI stance
AI-native
Project type
Commercial product
Normalized one-liner
ai brand mention tracking for marketers
Manually corrected
False

Could you build this?

Partial Tracking brand citations across various closed LLMs and search engines requires complex, anti-bot-resilient web scraping or costly multi-model API querying and citation parsing pipelines.

What it would actually take: The architecture requires a scheduled distributed worker pool (e.g., Celery/BullMQ with rotating residential proxies or browser automation like Playwright/Puppeteer) to query Perplexity, ChatGPT, Claude, and Google AI Overviews. Responses must undergo automated NLP parsing, NER (named entity recognition), and URL attribution extraction to identify brand mentions and source links. The hard part is bypassing persistent bot-detection and anti-scraping defenses on consumer AI chat interfaces that lack structured APIs for citation search.

Competitors

Other products that read as similar to this one — 187 launches clear the similarity bar, closest 8 shown.

Attention rank: #97 of 188 (itself plus its competitors, highest first — normalized so YC and Product Hunt are compared fairly).

Launched 304 days after the earliest competitor.

Other launches for this product

Same idea, different domain

Nobody's really built a analytics & bi tool for Legal yet.