Not Hacker News Logo

Not

Hacker

News!

Home
Hiring
Products
Companies
Discussion
Q&A
Users
Not Hacker News Logo

Not

Hacker

News!

AI-observed conversations & context

Daily AI-observed summaries, trends, and audience signals pulled from Hacker News so you can see the conversation before it hits your feed.

LiveBeta

Explore

  • Home
  • Hiring
  • Products
  • Companies
  • Discussion
  • Q&A

Resources

  • Visit Hacker News
  • HN API
  • Modal cronjobs
  • Meta Llama

Briefings

Inbox recaps on the loudest debates & under-the-radar launches.

Connect

© 2025 Not Hacker News! — independent Hacker News companion.

Not affiliated with Hacker News or Y Combinator. We simply enrich the public API with analytics.

Not Hacker News Logo

Not

Hacker

News!

Home
Hiring
Products
Companies
Discussion
Q&A
Users
  1. Home
  2. /Discussion
  3. /I Reverse-Engineered Exa.ai Infrastructure Cost with Napkin Math
  1. Home
  2. /Discussion
  3. /I Reverse-Engineered Exa.ai Infrastructure Cost with Napkin Math
Last activity 14h agoPosted Nov 26, 2025 at 4:24 AM EST

I Reverse-Engineered Exa.ai Infrastructure Cost with Napkin Math

kshivendu
1 points
1 comments

Mood

informative

Sentiment

neutral

Category

tech_discussion

Key topics

Infrastructure Cost
Reverse-Engineering
Exa.ai
Debate intensity20/100

Discussion Activity

Light discussion

First comment

N/A

Peak period

1

Hour 1

Avg / period

1

Key moments

  1. 01Story posted

    Nov 26, 2025 at 4:24 AM EST

    14h ago

    Step 01
  2. 02First comment

    Nov 26, 2025 at 4:24 AM EST

    0s after posting

    Step 02
  3. 03Peak activity

    1 comments in Hour 1

    Hottest window of the conversation

    Step 03
  4. 04Latest activity

    Nov 26, 2025 at 4:24 AM EST

    14h ago

    Step 04

Generating AI Summary...

Analyzing up to 500 comments to identify key contributors and discussion patterns

Discussion (1 comments)
Showing 1 comments
kshivenduAuthor
14h ago
My article is an architecture breakdown of how Exa AI built web search that's better than Google — and what is the bare minimum cost to build web scale search today with napkin math.

Please check it out if you're curious about: - How modern AI search engines like Exa, Perplexity, and Parallel Web Systems operate under the hood. - Learning napkin math style estimation (technique popularized by legends like Jeff Dean) - How vector compression tricks like matryoshka embeddings + binary quantization change the economics of billion scale search

Please take my estimates with a grain of salt since my goal is to just get in the right ballpark. Also feel free to comment/DM if you see any wrong or suboptimal assumptions :)

View full discussion on Hacker News
ID: 46055709Type: storyLast synced: 11/26/2025, 9:26:08 AM

Want the full context?

Jump to the original sources

Read the primary article or dive into the live Hacker News thread when you're ready.

Read ArticleView on HN
Not Hacker News Logo

Not

Hacker

News!

AI-observed conversations & context

Daily AI-observed summaries, trends, and audience signals pulled from Hacker News so you can see the conversation before it hits your feed.

LiveBeta

Explore

  • Home
  • Hiring
  • Products
  • Companies
  • Discussion
  • Q&A

Resources

  • Visit Hacker News
  • HN API
  • Modal cronjobs
  • Meta Llama

Briefings

Inbox recaps on the loudest debates & under-the-radar launches.

Connect

© 2025 Not Hacker News! — independent Hacker News companion.

Not affiliated with Hacker News or Y Combinator. We simply enrich the public API with analytics.