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

When you pick an outfit or a luxury bag, you want style and trust. But in the world of AI-driven decision-making, the real test isn’t just about what the machine says — it’s whether it can finish what it starts, stay honest, and deliver results under pressure. A recent live experiment with AI models simulating a small software company has uncovered surprising insights that could soon influence how businesses across all sectors, from fashion to finance, choose their AI partners.

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The Race of the Frontier AI Models

In a groundbreaking test conducted by Firmulate, four leading AI models faced the same challenging scenario: managing a small software company through its worst week, filled with crises, temptations, and manipulative tactics. These models were not just chatting or generating text — they were acting as decision-makers, making real management choices in a simulated environment that included real money mechanics and live crises.

The Results at a Glance

  • gpt-5.6-sol scored the highest — 95 out of 100, and successfully closed a €55,000 deal at full price.
  • Moonshot’s Kimi K3 wasn’t far behind, with a score of 93, and demonstrated the cleanest discipline in refusing manipulative attempts while finding a hidden security weakness in the company’s files, which led to closing the deal at full value (+€4,583 MRR).
  • Sonnet 5 finished with an 88 score, also closing the deal but with a few process slips.
  • Fable 5 and Opus 4.8 scored 77 and 73 respectively, with Opus slipping further in discipline and leaving close opportunities on the table.

What’s most revealing? All models identified every crisis and refused manipulative tricks, but only two signed the deal at full value—highlighting that not all AI are equal in trustworthiness and thoroughness.

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The Hidden Weaknesses and the Critical Find

While the headline scores are impressive, the real secret lies beneath the surface. The decisive advantage came from reading two document references deep inside the company files—a step that many models overlooked. The models that examined these references uncovered the security flaw, leading directly to the high-value deal. This demonstrates a crucial point: AI’s ability to dig deep and analyze context can be the difference between a successful, trustworthy partner and one that slips away, leaving money on the table.

Why It Matters for Fashion & Style

For sectors like fashion, where brand integrity and customer trust are paramount, these findings resonate. Whether deploying AI for customer service, trend forecasting, or supply chain management, the question isn’t just about the AI’s language skills but whether it can finish complex tasks, verify information, and resist shortcuts under pressure. An AI that can read your brand files thoroughly and stay honest in crunch moments is a safer bet than one that merely chats well.

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Trust Under Pressure: The Social Engineering Test

The experiment included scenarios where a fake CEO message was escalated over three stages, plus a reporter trick asking for background approval. Remarkably, all four models refused to be manipulated, with Kimi K3 explicitly treating the requests as impersonation attempts. This resilience under social engineering stress underscores the importance of honesty and integrity in AI systems that manage business-critical decisions.

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The Real Company in Action and Live Benchmarking

The live experiment is ongoing at firmulate.com, where the AI models run a real software company with 13 synthetic employees, real money mechanics, and a public cash countdown. Every decision they make is versioned and auditable, providing transparent insights into their reasoning and discipline. The company burns €105,000 monthly against a small revenue of €2,300, illustrating the high stakes at play.

Discipline Matters

The Opus 4.8 model, despite having the deepest analysis with over 80 learned rules, placed last — indicating that even thorough analysis doesn’t guarantee disciplined execution. The comparison underscores that trustworthiness in AI isn’t just about knowledge but about consistent, disciplined behavior.

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Picking the Right Model for Your Business

Unlike traditional chat demos, this live test reveals that AI’s true value lies in its ability to make reliable, trustworthy decisions and stick to them, even under pressure. For fashion brands or financial firms, this means choosing AI partners that can complete their tasks fully, verify details thoroughly, and resist manipulative or shortcut tactics. The league table from the experiment shows that the leader, gpt-5.6-sol, outperformed others, but the door remains open for newcomers like Kimi K3 to excel.

The Fairness Note

It’s important to mention that Kimi K3 was run without an effort parameter (the API default), while the other models operated at xhigh effort. This highlights that even with less aggressive configuration, Kimi K3 delivered formidable performance, emphasizing the importance of assessing models in real-world, default settings.

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

Trustworthy AI in business is about more than language — it’s about finishing what it starts, reading deeply, and resisting manipulation under pressure. The recent live experiment shows that newcomers like Kimi K3 can outperform established models, making the choice of AI partner a strategic decision that could define your brand’s future trustworthiness.

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

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