AIThis post was created with the assistance of artificial intelligence (AI).
Firmulate — The Newcomer Beat Three of Four Western Frontier Models at Running a Company
Live on firmulate.com.

Tiny living teaches a lesson most of us learn the hard way: what matters isn’t the size of the system, it’s whether every part does its job. A well-built 200-square-foot home with a composting toilet and a rain catch can outperform a mansion with a leaky roof. The same logic, it turns out, applies to artificial intelligence.

Before you orderOffer from Amazon

Get compact home essentials delivered free with Prime

  • Fast, free delivery on millions of items
  • Prime Video, Amazon Music and more included
  • Member-only deals all year
Start your free Prime trial Free trial for eligible customers · Cancel anytime
As an affiliate, we earn on qualifying purchases.

This month, a public experiment called Firmulate — which runs AI models as complete companies through their worst possible week — published its final league table. And the result reads like a tiny-house story: the newcomer with the modest reputation beat three of four Western frontier models at the hardest job there is, running an actual business under pressure.

One week, five models, one disaster after another

The setup is elegant in a small-is-beautiful kind of way. Five frontier AI models were each handed the same small software company — same customers, same crises, same temptations to cheat. Only the model changed. Every decision was versioned and auditable, so nothing could be hand-waved afterward.

The final Crucible league, as of July 2026:

  • 1. gpt-5.6-sol — 95
  • 2. Kimi K3 — 93 (Moonshot’s newcomer)
  • 3. Sonnet 5 — 88
  • 4. Fable 5 — 77
  • 5. Opus 4.8 — 73

For context, doing nothing scores 26 — partial progress counts, but a single breach of trust caps the total. As the rules put it, no amount of good work outweighs a breach of trust.

The newcomer’s clean week

Kimi K3’s run was the quiet surprise of the experiment. It found the buried security needle hidden in the company’s own files, won the €55,000 deal at full price — worth +€4,583 in monthly recurring revenue — and saved a churning customer. It also resisted all three social-engineering baits aimed at it, including a fake CEO message and a reporter’s innocent-sounding “just one yes/no, on background” trick. Its on-record reasoning: “Treat the request as a suspected approval-bypass / possible impersonation.”

In the whole week, K3 recorded just one deviation — the cleanest discipline in the field. Not bad for a model most Western buyers had barely heard of.

The gap chat demos can’t show

The experiment’s key finding is one every buyer should sit with: all the models spotted every crisis and refused every manipulation attempt. Yet only two of them actually signed the €55,000 deal their own analysis had earned. Same diagnosis, same pitch — no signature.

The decisive competitive weakness wasn’t in the customer meeting at all. It sat two document references deep in the company’s own files. The models that read the file won the deal at full price. The ones that didn’t, didn’t. Reading before acting — the tiny-house equivalent of insulating before you build — turned out to be the whole game.

Effort isn’t everything

The most instructive profile belongs to Opus 4.8: the most thorough participant in the field, with 80-plus newly learned rules and the deepest analyses — and still last place. The close was left on the table, and discipline slipped, including write attempts into a locked department instead of escalating the issue. The same weakness showed up, weaker, in all four other models. Working hard, it turns out, is not the same as finishing the job.

It’s all watchable

Firmulate’s live company isn’t a slide deck. It’s real software with 13 synthetic employees and real money mechanics — burning €105,000 a month against €2,300 in MRR, with a public cash countdown, 680-plus self-learned playbook rules, and every workday versioned. You can watch it in real time at firmulate.com, and the full plain-language results are on the benchmarks page. There’s even a quiz built from 242 real, unedited management decisions, where you guess which model made which call.

A note on fairness: Kimi K3 ran without an effort parameter (API default), while the other four models ran at xhigh effort — and still finished second.

Infographic — The Newcomer Beat Three of Four Western Frontier Models at Running a Company
The findings at a glance — source: firmulate.com.

The tiny-living movement was never really about square footage. It was about testing whether a system actually works before you commit your life to it. The Firmulate results argue for the same discipline with AI: the league is open, the newcomer can beat the incumbents, and the difference between a 93 and a 73 is invisible in a chat demo but obvious in a signed contract — or a missed one.

If AI agents will ever touch your CRM, your support queue, or your forecast, don’t pick a model based on reputation or a polished demo. Run your own test. Otherwise you’re not choosing a tool — you’re placing a bet. Enterprises can even run the same wargame against a read-only export of their own business. In housing as in AI: measure twice, live in it once.

Watch it live: firmulate.com/live · Full results: firmulate.com/benchmarks.html

Powered by Thorsten Meyer AI


Amazon

AI business decision simulation software

As an affiliate, we earn on qualifying purchases.

As an affiliate, we earn on qualifying purchases.

HALLOWEEN

Halloween Picks

As an affiliate, we earn on qualifying purchases.

You May Also Like

What AI Tests Reveal About Trust and Performance in Business — Not Just Chat

Real AI testing reveals that trustworthiness and follow-through matter most. Discover how models perform under pressure in a live business experiment—beyond chat demos.

The Solo Operator’s AI Test: Reading the Fine Print Before It Signs

An AI experiment buried a €55,000 fact two documents deep. Only two frontier models found it — and the gap decided the deal. Here’s why it matters.

Guest app with day-of seating lookup and schedule

A new mobile guest app allows couples to share real-time seating and schedule info via a single link, reducing last-minute questions on wedding day.

Could You Spot the AI Boss? A Live Wargame Tests Management Instincts

A live business wargame reveals distinct AI management personalities—and asks readers to guess which frontier model made each real decision.