Ep49: Why "Open" AI Models Aren't Free For Enterprise: The $30k a Month Reality | Rickard Hansson episode artwork

EPISODE · Aug 14, 2026 · 46 MIN

Ep49: Why "Open" AI Models Aren't Free For Enterprise: The $30k a Month Reality | Rickard Hansson

from AI Outcomes · host Ben Drakes

The subsidised token era is ending and the bill is landing. Rickard Hansson joins Ben Drakes for the first of a new fortnightly AI news strand — no pitch, no sales, just the AI news that matters if you run a business. Why your Claude context window disappears faster than it used to, how Ben accidentally became his own model router, what OpenRouter and Goose actually do, and the uncomfortable truth about "open" models: only the weights are open, and hosting one yourself starts around $30,000 a month.00:00 Token Maxing Ends 00:59 Summer Catch Up 02:01 Reality Check On Costs 03:12 Claude Pricing Squeeze 06:47 Task Based Model Switching 09:33 OpenRouter And Routing 12:03 Open Models Hosting Myths 15:36 Enterprise Self Hosted LLMs 18:20 Escaping Walled Gardens 22:37 Goose Harness Vs OpenRouter 23:43 Claude Memory Myth 26:20 Probabilistic vs Deterministic 28:10 Claude Design IP Fears 31:33 Model Commoditisation Distillation 32:56 Enterprise Workflow Moat 34:39 Chip Race GPUs to NPUs 40:22 Pricing Politics Predictions 45:00 Wrap Up and Where to Find Rickard Hansson https://www.linkedin.com/in/rickardh/Ben Drakes: https://www.linkedin.com/in/ben-drakes/Website: https://bendrakes.com

Episode metadata supplied by the publisher feed · Published Aug 14, 2026

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The subsidised token era is ending and the bill is landing. Rickard Hansson joins Ben Drakes for the first of a new fortnightly AI news strand — no pitch, no sales, just the AI news that matters if you run a business. Why your Claude context window disappears faster than it used to, how Ben accidentally became his own model router, what OpenRouter and Goose actually do, and the uncomfortable truth about "open" models: only the weights are open, and hosting one yourself starts around $30,000 a...

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Ep49: Why "Open" AI Models Aren't Free For Enterprise: The $30k a Month Reality | Rickard Hansson

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