Nicheloom

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

CiteGraph

Get your product mentioned and cited by AI assistants.

Details

External ID
1244580
Source
PH
Company
—
Product
CiteGraph
Website domain
producthunt.com
Launched
Sept. 9, 2026
Cohort
—
Upvotes
11
Upvotes percentile
0.9575315373102417
Tags
Analytics, SEO, Artificial Intelligence
Fetched at
Sept. 10, 2026, 1:14 a.m.
Updated at
Sept. 10, 2026, 1:14 a.m.

Description

AI is recommending your competitors to your buyers right now. CiteGraph asks ChatGPT, Claude, Gemini and Perplexity your buyers' real questions, shows who gets named instead of you and which pages they cite, and provides you the fixes that wins each answer back. Real answers, error bars, no guesswork.

Enrichment

Theme
AI visibility and marketing tools
Vertical
Marketing
Function
Vertical SaaS
Audience
B2B
AI stance
AI feature
Project type
Commercial product
Normalized one-liner
get your product mentioned by ai assistants
Manually corrected
False

Could you build this?

Partial The dashboard and basic LLM querying are standard web dev, but accurately orchestrating continuous automated queries across multiple LLM web/search interfaces, citation parsing, and statistical Wilson score modeling is nontrivial.

What it would actually take: Build with Next.js/FastAPI running background worker queues (Celery/Temporal) that poll multi-model endpoints (OpenAI, Anthropic, Gemini, Perplexity). Scraping or API-querying LLM search outputs to reliably extract citations and ground competitor visibility across thousands of keyword variations requires headless browser management or specialized SERP APIs, alongside statistical calculation for confidence intervals.

Competitors

Other products that read as similar to this one — 195 launches clear the similarity bar, closest 8 shown.

Attention rank: #15 of 196 (itself plus its competitors, highest first — normalized so YC and Product Hunt are compared fairly).

Launched 291 days after the earliest competitor.

Other launches for this product

Same idea, different domain

Nobody's really built a vertical saas tool for Insurance yet.