A few LLM providers appear to be increasing their maximum token limits per session.
Yesterday, I spent several hours revamping and distilling the parsing engine for my Detached System. Normally, a complex task like this would exhaust the session limit within minutes. But even after hours of work, there was still plenty of balance left.
This signals something bigger. LLM companies are no longer competing only through model intelligence. They are now competing through longer context windows, higher usage limits, lower costs, faster responses and better access for users.
It reminds me of the price war among online sellers.
Some sellers keep cutting prices even when their margins are already disappearing. The intention is not always to make an immediate profit. Sometimes, the strategy is to attract more customers, capture market share and weaken competitors that cannot survive without a strong customer base.
LLM providers may now be entering a similar phase. They are offering more tokens, longer sessions and better value to lock users into their platforms before competitors can build stronger customer loyalty.
For users, this is good in the short term. We can build more, test more and complete larger projects at a lower cost. Tasks that previously required multiple sessions, repeated prompts and constant context rebuilding can now be completed in one longer workflow.
But price wars rarely last forever. Once weaker competitors disappear and users become dependent on a small number of providers, pricing, limits and access conditions may change again.
For businesses, the lesson is simple: take advantage of the competition, but do not become fully dependent on one provider. Use Smart Routing, Detached Systems, local processing and multiple LLM providers wherever possible.
The real winner will not be the company using the most powerful LLM. It will be the company that can switch providers, control its own data and continue operating when the market changes.
#ArtificialIntelligence #LLM #AICompetition #DetachedSystem #SmartRouting #Distillation #Automation #BusinessStrategy #NeuralOps #AINNA
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pricing, limits and access conditions - that is the whole thing in one line.
Worth reading for repeated prompts and constant context alone.
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I have watched LLM providers go wrong in practice. Good to see it written down.
Honestly, faster responses and better access surprised me.
LLM companies are no longer is what I would forward to my boss. Have a few questions left here.
Not fully sold on longer sessions and better value, but the rest is solid.