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Show HN: Kairos – Open-source risk and fraud decisioning platform

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  • Points105
  • Comments36
–Rank now
#16Peak rank
6Days on list
98Score · 7d
Nov 3, 2026First seen
Rank · 7 days

On Hacker News

Hey HN, Ayan here from Finic. We’re launching Kairos, an open source alternative to Sift, Sardine, and other real-time fraud decisioning platforms. Kairos addresses two of the biggest problems facing traditional decisioning tools: a lack of labeled data to train on and dealing with fraudsters that are constantly changing their tactics. 1. Traditional fraud solutions use ML models such as XGBoost to detect fraud, but these models are dependent on quality labeled data which many businesses do…

Points
105
Comments
36
Submitted by
ayanb9440
Posted
Nov 3, 2026
Site
github.com

Story details from Hacker News ↗ · linked article on github.com.

Trending history

Show HN: Kairos – Open-source risk and fraud decisioning platform was first seen on Hacker News · Front page on Nov 3, 2026. Since then it has appeared in 146 checks on 6 different days, across 3 lists (Hacker News · Front page, Hacker News · Show HN, Hacker News · Show HN · this week). Its best position was #16 of 30, reached on Nov 4, 03:37 UTC. It dropped off the list after Nov 8, 14:50 UTC. The same link also trended on GitHub, which raises its cross-platform score.

Rank history

Position on Hacker News · Front page at every check (lower is better).

#1#11#20#30 21:2200:4103:5907:1810:37 Nov 3, 21:22 UTC · #29Nov 3, 21:37 UTC · #28Nov 3, 21:52 UTC · #26Nov 3, 22:07 UTC · #28Nov 3, 22:22 UTC · #27Nov 3, 22:37 UTC · #27Nov 3, 22:52 UTC · #27Nov 3, 23:07 UTC · #26Nov 3, 23:22 UTC · #26Nov 3, 23:37 UTC · #26Nov 3, 23:52 UTC · #26Nov 4, 00:07 UTC · #25Nov 4, 00:22 UTC · #25Nov 4, 00:37 UTC · #25Nov 4, 00:52 UTC · #23Nov 4, 01:07 UTC · #23Nov 4, 01:22 UTC · #22Nov 4, 01:37 UTC · #22Nov 4, 01:52 UTC · #22Nov 4, 02:07 UTC · #22Nov 4, 02:22 UTC · #21Nov 4, 02:37 UTC · #21Nov 4, 02:52 UTC · #20Nov 4, 03:07 UTC · #19Nov 4, 03:22 UTC · #17Nov 4, 03:37 UTC · #16Nov 4, 03:52 UTC · #16Nov 4, 04:07 UTC · #17Nov 4, 04:22 UTC · #18Nov 4, 04:37 UTC · #18Nov 4, 04:52 UTC · #18Nov 4, 05:07 UTC · #17Nov 4, 05:22 UTC · #18Nov 4, 05:37 UTC · #17Nov 4, 05:52 UTC · #18Nov 4, 06:07 UTC · #17Nov 4, 06:22 UTC · #17Nov 4, 06:37 UTC · #18Nov 4, 06:52 UTC · #19Nov 4, 07:07 UTC · #18Nov 4, 07:22 UTC · #19Nov 4, 07:37 UTC · #19Nov 4, 07:52 UTC · #20Nov 4, 08:07 UTC · #19Nov 4, 08:22 UTC · #19Nov 4, 08:37 UTC · #18Nov 4, 08:52 UTC · #18Nov 4, 09:07 UTC · #16Nov 4, 09:22 UTC · #16Nov 4, 09:37 UTC · #16Nov 4, 09:52 UTC · #16Nov 4, 10:07 UTC · #16Nov 4, 10:22 UTC · #17Nov 4, 10:37 UTC · #17

Last 14 days

Best rank per day (UTC).

Oct 26today

Metric history

Platform metric as reported by Hacker News.

0316193 21:2200:4103:5907:1810:37 Nov 3, 21:22 UTC · 4Nov 3, 21:37 UTC · 9Nov 3, 21:52 UTC · 12Nov 3, 22:07 UTC · 17Nov 3, 22:22 UTC · 21Nov 3, 22:37 UTC · 21Nov 3, 22:52 UTC · 25Nov 3, 23:07 UTC · 28Nov 3, 23:22 UTC · 31Nov 3, 23:37 UTC · 31Nov 3, 23:52 UTC · 35Nov 4, 00:07 UTC · 37Nov 4, 00:22 UTC · 37Nov 4, 00:37 UTC · 40Nov 4, 00:52 UTC · 47Nov 4, 01:07 UTC · 48Nov 4, 01:22 UTC · 54Nov 4, 01:37 UTC · 57Nov 4, 01:52 UTC · 59Nov 4, 02:07 UTC · 61Nov 4, 02:22 UTC · 61Nov 4, 02:37 UTC · 64Nov 4, 02:52 UTC · 64Nov 4, 03:07 UTC · 64Nov 4, 03:22 UTC · 67Nov 4, 03:37 UTC · 70Nov 4, 03:52 UTC · 72Nov 4, 04:07 UTC · 73Nov 4, 04:22 UTC · 73Nov 4, 04:37 UTC · 73Nov 4, 04:52 UTC · 77Nov 4, 05:07 UTC · 80Nov 4, 05:22 UTC · 80Nov 4, 05:37 UTC · 80Nov 4, 05:52 UTC · 81Nov 4, 06:07 UTC · 82Nov 4, 06:22 UTC · 82Nov 4, 06:37 UTC · 83Nov 4, 06:52 UTC · 83Nov 4, 07:07 UTC · 83Nov 4, 07:22 UTC · 85Nov 4, 07:37 UTC · 85Nov 4, 07:52 UTC · 86Nov 4, 08:07 UTC · 87Nov 4, 08:22 UTC · 87Nov 4, 08:37 UTC · 88Nov 4, 08:52 UTC · 90Nov 4, 09:07 UTC · 91Nov 4, 09:22 UTC · 91Nov 4, 09:37 UTC · 93Nov 4, 09:52 UTC · 93Nov 4, 10:07 UTC · 93Nov 4, 10:22 UTC · 93Nov 4, 10:37 UTC · 93

Where it trended

ListBestDaysChecksLast seen
Hacker News · Front page#16254
Hacker News · Show HN#9113
Hacker News · Show HN · this week#15479
GitHub · Rising this week finic-ai/kairossame link

From the discussion

A few top-level comments from Hacker News, shortened. Read the full thread on Hacker News.

I love that this is open source, thank you. I'm not a fan of TypeScript on Node for this solution space. For a payment gateway, I'd want a program that can't modify itself from external sources. Programs in this runtime can rewrite themselves while running, and the Dockerfile doesn't lock it down. So as it stands,…

This isn’t really a new problem. Back in 1995, I was the Sr. Internet Mail Administrator at AOL. We were doing everything we could to fight the spammers. We found that we would work on a new technique over a period of weeks or months, and then they would find a way to work around our technique in a single weekend.…

Not something I need but super cool that this is both open source and shows the realtime flow.

Questions

Is Show HN: Kairos – Open-source risk and fraud decisioning platform trending on Hacker News right now?

Not at the moment. It was last on the list on Nov 8, 14:50 UTC, after 6 days of trending.

What is the highest rank Show HN: Kairos – Open-source risk and fraud decisioning platform reached?

#16 on Hacker News · Front page, on Nov 4, 03:37 UTC. Trendoday checks this list every 15 minutes.

How long has Show HN: Kairos – Open-source risk and fraud decisioning platform been trending?

It was first seen on Nov 3, 2026 and has been on the list on 6 days (146 checks) since.

How much discussion did it get on Hacker News?

105 points and 36 comments; submitted by ayanb9440 on Nov 3, 2026.