A 54-upvote Reddit comment quietly nailed why AI products will all end up billed by token

An r/ClaudeAI post this month drew 448 upvotes by accusing agentic 24/7 workflows of breaking shared subscription limits. The 218 comments underneath spent most of their energy arguing about who deserves the blame — agentic users vs. interactive users, vendor vs. abusers, throttling vs. self-restraint. Buried in that fight, a comment from thekidisalright took 54 upvotes and a sentence to say something the rest of the thread mostly missed: subscription based pricing is not sustainable. Every western AI company is bleeding thru their noses from usage, eventually all AI models will be billed by token usage at some point.

The reason this lands so hard is that it changes the question. The OP framed the situation as a tier-design issue: old tier was right for one usage profile, new usage profile broke it, fix is a new tier. thekidisalright says no — the problem isn’t which tier, it’s the entire idea of a tier. Per-month-flat-fee is the wrong unit of account for AI consumption, full stop. The contract is denominated in time (a month of access); what users actually consume is compute (variable, sometimes huge). For most of software history, that mismatch didn’t matter because the marginal cost of a logged-in user was approximately zero. AI broke that assumption — every interactive session costs the vendor real money — but the pricing primitive that worked for SaaS got carried over without questioning.

The rest of the r/ClaudeAI thread, read against this lens, becomes evidence for thekidisalright’s claim. Selenbasmaps (18↑) presents the dilemma a flat-fee contract creates once underlying costs are variable: either Anthropic is selling a product they can’t provide... or they can provide it but don’t want to. That dilemma only exists because of how the contract is denominated. Charge per million tokens, and neither horn lands — users pay for what they used, restrictions become irrelevant, the moral argument about abuse evaporates. buff_samurai (8↑) names the same artifact from the consumer side: We pay money upfront, based on the current state/contract and then get the services restricted without compensation. The restriction-after-payment problem is a direct consequence of flat-fee billing; it doesn’t happen under usage billing.

What this means for anyone shipping an AI-powered product is more uncomfortable than the OP’s tier-redesign reading. If your underlying compute cost scales meaningfully with usage — and most AI products do — every flat-fee subscription tier you set is a bet that user behavior will stay close to the profile you priced for. The r/ClaudeAI thread is what that bet looks like when it loses: a community correctly identifying that your pricing primitive doesn’t fit, arguing publicly about which class of users should bear the cost. The cleaner outcome is to denominate the contract in the unit that scales — tokens, compute-time, or some equivalent — before that argument happens on your own subreddit. thekidisalright’s prediction is that the industry’s convergence on this is when not if. The question for your own pricing page is whether you’d rather move ahead of that curve, or be moved onto it by your own users.