OpenCode can host some open-source models at a 70% discount even when using middlemen for GPU hosting, enabling massive margins.
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OpenCode can host some open-source models at a 70% discount even when using middlemen for GPU hosting, enabling massive margins.
Where this was said
At 31:35 · chapter starts 30:27
Wes asks the inevitable: are AI inference costs going to spiral into thousands per employee per month? Dax has actual data to offer. At their 5x surge level, OpenCode's inference spend amounts to roughly 15% of their payroll — notable, but manageable for a tech company. [1] — Dax Raad "AI model cost ~15% of payroll: At 5x usage, OpenCode's AI inference costs represent roughly 15% of their total payroll — a manageable overh…" 28:44 And the structural trajectory is downward. His estimate: Anthropic and OpenAI are currently running approximately 90% margin on inference, excluding R&D. Breakeven is 10x cheaper than current prices. [2] — Dax Raad "Dax estimates Anthropic and OpenAI are running ~90% margins on inference, not counting R&D. That means breakeven is 10x cheaper than curren…" 29:10 Training losses are separate — they don't factor into inference economics. For open-source models, OpenCode can already host at a 70% discount to cost even using GPU middlemen. Direct GPU ownership would approach those same 90% margins. The narrative that OpenAI and Anthropic are perpetually unprofitable confuses training investment with inference margins — these are very different line items on the P&L.
OpenCode's team increased monthly token usage by 5x after getting early access to an unreleased next-generation AI model.
The founder argues that the foundation of all effective marketing is a great product — without it, no channel works.
Before other tactics, the founder defaults to SEO as the first and most-used growth channel for new products.
The founder uses four main marketing channels: SEO, social media, directory listings, and cross-promotion.
Every user who tries one of the founder's products ends up trying at least one more, and many try all of them.
The founder runs social media marketing on X, LinkedIn, Substack, and Facebook simultaneously.
Directory listings are described as a very effective growth channel, especially for AI products that are clickable and interesting.
Products that are inherently interesting or clickbaity are much easier to drive traffic from through directory listings.
The founder describes cross-promotion across his own product portfolio as a strategy that is quite unique to him.
Using these four strategies, the founder has grown multiple products to hundreds of thousands of users.
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