Nicheloom

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

WhatHappened

HN summaries, heatmaps, and contrarian picks

Details

External ID
46196796
Source
HN
Company
—
Product
WhatHappened
Website domain
whathappened.tech
Launched
Dec. 8, 2025
Cohort
—
Upvotes
66
Upvotes percentile
0.8473282442748091
Tags
—
Fetched at
Sept. 7, 2026, 9:25 p.m.
Updated at
Sept. 7, 2026, 9:25 p.m.

Description

Hi HN,I built WhatHappened (whathappened.tech) because I have a love/hate relationship with this site. I love the content, but the "wall of text" UI gives me FOMO. I was spending too much time clicking into vague titles ("Project X") or wading through flame wars just to find technical insights.I built this tool to act as a filter. It generates a card for the top daily posts with a few specific features to cut the noise:1. AI Summaries: It generates a technical TL;DR (3 bullet points) and an ELI5 version for every post.2. The Heat Meter: I analyze the comment section to visualize the distribution: Constructive vs. Technical vs. Flame War. If a thread is 90% Flame War, I know to skip it (or grab popcorn).3. Contrarian Detection: To break the echo chamber, the AI specifically hunts for the most upvoted disagreement or critique in the comments and pins it to the card.4. Mobile-First PWA: I mostly read HN on my phone, so I designed this as a PWA. It supports swipe gestures and installs to the home screen without an app store.Stack: Next.js, Gemini, Supabase.It currently supports English and Chinese. Any feedback will be appreciated! My original X post: https://x.com/marsw42/status/1997087957556318663, please share if you like it or find it helpful! :DThanks!

Enrichment

Theme
Hacker News clients, datasets, and tools
Vertical
Media & entertainment
Function
Content generation
Audience
B2C
AI stance
AI feature
Project type
Commercial product
Normalized one-liner
hacker news summaries and analysis
Manually corrected
False

Could you build this?

Yes It is a wrapper application that ingests the public Hacker News Firebase/Algolia API, uses an LLM API to summarize threads and extract sentiment, and displays the results in a Next.js interface.

Discussion

20 comments analyzed.

Competitors mentioned: trackernews (HN content tables), RSS feed summarizers, Palantir technologies

Concerns raised: Cannot reliably determine highly upvoted comments on HN (votes not shown in UI), Token usage/cost from running jobs, Unclear business model or monetization intent, Too many posts classified as Non-technical, Content table presentation confusing on some views

Feature requests: Filter/search by tags and categories, Reverse sort option for posts, Filter for technical posts specifically, Desktop table/card view improvements, Easier self-hosting code release

Competitors

Other products that read as similar to this one — 89 launches clear the similarity bar, closest 8 shown.

Attention rank: #20 of 90 (itself plus its competitors, highest first — normalized so YC and Product Hunt are compared fairly).

Launched 32 days after the earliest competitor.

Other launches for this product

Same idea, different domain

Nobody's really built a content generation tool for Government yet.