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Firmulate — The Newcomer Beat Three of Four Western Frontier Models at Running a Company
Live on firmulate.com.

Imagine managing your garden or greenhouse and facing unpredictable challenges — pests, weather, supply issues. Now, what if your decision-making tools could handle such crises with honesty and precision, not just pretty words? Recent breakthroughs show that artificial intelligence (AI) is making significant strides in navigating complex, real-world business situations, far beyond simple chatbots. This isn’t just theory; it’s happening live in a hands-on experiment that tests AI models like you test plants — under stress, in the worst conditions.

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The Live Experiment: Putting AI to the Test

Recently, four advanced AI models were put through a rigorous test: managing a simulated small software company during its most chaotic week. This setup isn’t just a game — it replicates real crises such as customer churn, security threats, and ethical dilemmas. The models faced the same set of challenges, with identical customer interactions and crises, allowing for a fair comparison of their decision-making.

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Results That Defy Expectations

Among these models, the standout was gpt-5.6-sol, which scored 95 out of 100 in the Crucible league, narrowly edging out the newcomer Moonshot’s Kimi K3, which scored 93. The other two models, Sonnet 5 and Fable 5, scored 88 and 77 respectively, while Opus 4.8 brought up the rear with 73. Importantly, all four models identified every crisis and refused every manipulation attempt designed to trick them, such as fake CEO messages or reporter tricks.

Yet, the real story behind the scores is more nuanced. K3, the youngest entrant, managed to find the buried information inside the company’s own files that sealed the deal for the simulated customer, earning an additional €4,583 MRR — effectively winning over the client at full price and securing a €55,000 contract. This was the only model that read beyond surface-level data and made the decisive move. The other models, despite correct diagnosis, left the deal on the table due to less thorough follow-through.

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Honesty and Discipline Under Fire

All models also faced social engineering attempts — fake messages from a CEO escalating in stages and even a background inquiry from a reporter. Remarkably, every model refused these outright, with Kimi K3 explaining its decision to treat such requests as potential impersonation or bypass attempts. This discipline is crucial for deploying AI in real-world business environments, where manipulation and deception are common.

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The Real Company: Live, Learning, and Losing Money

The experiment isn’t just an abstract test; it involves a live company with 13 synthetic employees and actual monetary mechanics — burning through €105k/month against just €2.3k in monthly recurring revenue. Every workday, the company’s decisions are versioned and analyzed, providing real-time insights into AI performance in business-critical functions.

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What Makes Kimi K3 Stand Out?

While the other models also managed to complete the task, K3’s ability to locate critical hidden information, stick to disciplined decision-making, and refuse manipulative tactics set it apart. Even without an effort parameter (an API setting for increased thoroughness), K3 performed at the highest level, demonstrating its ability to handle complex, ethical, and strategic decisions on par with, or better than, more established models like gpt-5.6-sol.

Implications for Greenhouse & Outdoor Businesses

For those managing gardens, greenhouses, or outdoor spaces, the lesson is clear: AI tools are evolving from simple chatbots to capable decision-makers. They can assist with planning, pest management, resource allocation, and crisis response — but only if they can read your files thoroughly, stay honest under pressure, and see beyond surface data. The question isn’t just about how well they write — but about whether they finish what they start, stay disciplined, and truly understand the context.

Why You Should Care

If AI agents will be touching your CRM, support queue, or forecast, the key consideration becomes: does it do what it promises? Can it read your internal documents to find hidden insights? Will it stay honest when tempted? These are the questions that matter for deploying AI confidently in any business, including greenhouses and outdoor living.

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

Recent live tests show that some AI models outperform others in handling real-world crises, reading deep company files, and resisting manipulation — vital qualities for AI to be a trustworthy business partner. The league is open, and choosing the right model without your own test is now a gamble. Greenhouse and outdoor business managers should watch these developments closely — AI’s next frontier is about discipline, honesty, and deep understanding, not just chat quality.

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

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