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zenml.io

zenml.io — How models behave inside real agents, measured as cost per correct answer, with the…

zenml.io is How models behave inside real agents, measured as cost per correct answer, with the method, noise and caveats published for every experiment.. It is ranked #7678 on the AI Radar, in AI agents, first seen 10 days ago and shared in 3 posts (476 views).

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Benchmarks: models inside real agent work Skip to content Start free Start free Benchmarks The best model depends on your agent. We test models, and the infrastructure that serves them, on real agent work by industry, starting with insurance, and count what each correct answer costs. Every experiment publishes its method, its noise and what it can't show. 8 benchmarks · last updated October 29, 2026 Featured industry Insurance Underwriting, claims and appeals agents on public insurance data: who keeps an agent improving, which model to run, what each correct decision costs, and how often a rerun changes the answer. Improving a Claims Agent…

What people said about zenml.io on X

The agent team at @avec_alan (great mascot for an insurer, btw) clearly knows how to ship. Their ops agents resolve 25% of blocked employment cases end to end at 94% accuracy. Mo, their health companion, automates 40% of care conversations and gets 4x the engagement of their human-run clinic, with doctors reviewing…

— @htahir111, 9 days ago · 6 likes · see the post

I heard benchmarks are good for you https://www.zenml.io/benchmarks

— @htahir111, 1 days ago · 2 likes · see the post

The life insurance advisor for @Prudential is so good - it has nuances like if diabetes comes up → underwriting agent asks A1C, blood sugar, oral vs injectable, other conditions. Quote time they reported went from ~3 days → 2 minutes. Enjoyed diving deep into their case study here:…

— @htahir111, 10 days ago · 0 likes · see the post

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FAQ

What is zenml.io?

How models behave inside real agents, measured as cost per correct answer, with the method, noise and caveats published for every experiment. It was first shared on X 10 days ago and is ranked #7678 on the AI Radar.

Is zenml.io free?

Pricing is not stated on the page we read.

Who shared zenml.io?

1 account on X, including @htahir111, in 3 posts totalling 476 views.

Every post is read and classified by AGK Intelligence: what it is, which market it belongs to, and whether the link is a real tool. 65.2k posts from 5k X accounts over the last 14 days, 10.5k tools, 19 markets. New posts are collected several times an hour and the full ranking is recomputed every hour — last update 2026-11-06 20:49 UTC. Full method.