{"id":124373,"date":"2026-04-26T15:21:11","date_gmt":"2026-04-26T15:21:11","guid":{"rendered":"https:\/\/mailinvest.blog\/index.php\/2026\/04\/26\/tokenmaxxing-isnt-an-ai-strategy-the-register\/"},"modified":"2026-04-26T15:22:14","modified_gmt":"2026-04-26T15:22:14","slug":"tokenmaxxing-isnt-an-ai-strategy-the-register","status":"publish","type":"post","link":"https:\/\/mailinvest.blog\/index.php\/2026\/04\/26\/tokenmaxxing-isnt-an-ai-strategy-the-register\/","title":{"rendered":"Tokenmaxxing isn&#8217;t an AI strategy \u2022 The Register"},"content":{"rendered":"<p> <a href=\"https:\/\/go.fiverr.com\/visit\/?bta=1052423&nci=17043\" Target=\"_Top\"><img loading=\"lazy\" decoding=\"async\" border=\"0\" src=\"https:\/\/mailinvest.blog\/wp-content\/themes\/breek\/assets\/images\/transparent.gif\" data-lazy=\"true\" data-src=\"https:\/\/fiverr.ck-cdn.com\/tn\/serve\/?cid=40081059\"  width=\"601\" height=\"201\"><\/a>\n<\/p>\n<div id=\"body\">\n<p>What does AI price? It is a easy query and an vital one \u2013 the reply will decide the destiny of corporations and form society. But it surely&#8217;s additionally a query that may&#8217;t be answered in a significant method with out extra context.<\/p>\n<p>One potential response is &#8220;an excessive amount of.&#8221; US personal AI funding reached $285.9 billion in 2025, in keeping with Stanford HAI&#8217;s 2026 Synthetic Intelligence Index <a href=\"https:\/\/hai.stanford.edu\/ai-index\/2026-ai-index-report\" rel=\"nofollow\">Report<\/a>. That cash has financial advantages but in addition provides stress to <a href=\"https:\/\/www.lincolninst.edu\/publications\/land-lines-magazine\/articles\/land-water-impacts-data-centers\/\" rel=\"nofollow\">environmental resources, utilities, and communities<\/a>.\u00a0<\/p>\n<p>Because the report states, &#8220;AI information heart energy capability rose to 29.6 GW, corresponding to New York state at peak demand, and annual GPT-4o inference water use alone could exceed the ingesting water wants of 12 million individuals.&#8221;<\/p>\n<div aria-hidden=\"true\" class=\"adun\" data-pos=\"top\" data-raptor=\"condor\" data-xsm=\",fluid,mpu,dmpu,\" data-sm=\",fluid,mpu,dmpu,\" data-md=\",fluid,mpu,dmpu,\">\n        <noscript><br \/>\n            <a href=\"https:\/\/pubads.g.doubleclick.net\/gampad\/jump?co=1&amp;iu=\/6978\/reg_software\/aiml&amp;sz=300x50%7C300x100%7C300x250%7C300x251%7C300x252%7C300x600%7C300x601&amp;tile=2&amp;c=2ae4tZ07HnER3IG6Zzpz-AAAAAZc&amp;t=ct%3Dns%26unitnum%3D2%26raptor%3Dcondor%26pos%3Dtop%26test%3D0\" target=\"_blank\"><br \/>\n                <img decoding=\"async\" src=\"https:\/\/mailinvest.blog\/wp-content\/themes\/breek\/assets\/images\/transparent.gif\" data-lazy=\"true\" data-src=\"https:\/\/pubads.g.doubleclick.net\/gampad\/ad?co=1&amp;iu=\/6978\/reg_software\/aiml&amp;sz=300x50%7C300x100%7C300x250%7C300x251%7C300x252%7C300x600%7C300x601&amp;tile=2&amp;c=2ae4tZ07HnER3IG6Zzpz-AAAAAZc&amp;t=ct%3Dns%26unitnum%3D2%26raptor%3Dcondor%26pos%3Dtop%26test%3D0\" alt=\"\"\/><br \/>\n            <\/a><br \/>\n        <\/noscript>\n    <\/div>\n<p>Then there&#8217;s the fee to human competency, when expertise atrophy or by no means develop resulting from overreliance on immediate slot machines.<\/p>\n<div aria-hidden=\"true\" class=\"adun\" data-pos=\"top\" data-raptor=\"falcon\" data-xmd=\",fluid,mpu,leaderboard,\" data-lg=\",fluid,mpu,leaderboard,\" data-xlg=\",fluid,billboard,superleaderboard,mpu,leaderboard,\" data-xxlg=\",fluid,billboard,superleaderboard,brandwidth,brandimpact,leaderboard,mpu,\">\n            <noscript><br \/>\n                <a href=\"https:\/\/pubads.g.doubleclick.net\/gampad\/jump?co=1&amp;iu=\/6978\/reg_software\/aiml&amp;sz=300x50%7C300x100%7C300x250%7C300x251%7C300x252%7C300x600%7C300x601&amp;tile=4&amp;c=44ae4tZ07HnER3IG6Zzpz-AAAAAZc&amp;t=ct%3Dns%26unitnum%3D4%26raptor%3Dfalcon%26pos%3Dmid%26test%3D0\" target=\"_blank\"><br \/>\n                    <img decoding=\"async\" src=\"https:\/\/mailinvest.blog\/wp-content\/themes\/breek\/assets\/images\/transparent.gif\" data-lazy=\"true\" data-src=\"https:\/\/pubads.g.doubleclick.net\/gampad\/ad?co=1&amp;iu=\/6978\/reg_software\/aiml&amp;sz=300x50%7C300x100%7C300x250%7C300x251%7C300x252%7C300x600%7C300x601&amp;tile=4&amp;c=44ae4tZ07HnER3IG6Zzpz-AAAAAZc&amp;t=ct%3Dns%26unitnum%3D426raptor%3Dfalcon%26pos%3Dmid%26test%3D0\" alt=\"\"\/><br \/>\n                <\/a><br \/>\n            <\/noscript>\n        <\/div>\n<div class=\"adun_eagle_desktop_story_wrapper\">\n<div aria-hidden=\"true\" class=\"adun\" data-pos=\"mid\" data-raptor=\"eagle\" data-xxlg=\",mpu,dmpu,\">\n                <noscript><br \/>\n                    <a href=\"https:\/\/pubads.g.doubleclick.net\/gampad\/jump?co=1&amp;iu=\/6978\/reg_software\/aiml&amp;sz=300x50%7C300x100%7C300x250%7C300x251%7C300x252%7C300x600%7C300x601&amp;tile=3&amp;c=33ae4tZ07HnER3IG6Zzpz-AAAAAZc&amp;t=ct%3Dns%26unitnum%3D3%26raptor%3Deagle%26pos%3Dmid%26test%3D0\" target=\"_blank\"><br \/>\n                        <img decoding=\"async\" src=\"https:\/\/mailinvest.blog\/wp-content\/themes\/breek\/assets\/images\/transparent.gif\" data-lazy=\"true\" data-src=\"https:\/\/pubads.g.doubleclick.net\/gampad\/ad?co=1&amp;iu=\/6978\/reg_software\/aiml&amp;sz=300x50%7C300x100%7C300x250%7C300x251%7C300x252%7C300x600%7C300x601&amp;tile=3&amp;c=33ae4tZ07HnER3IG6Zzpz-AAAAAZc&amp;t=ct%3Dns%26unitnum%3D3%26raptor%3Deagle%26pos%3Dmid%26test%3D0\" alt=\"\"\/><br \/>\n                    <\/a><br \/>\n                <\/noscript>\n            <\/div>\n<\/p><\/div>\n<p>However that is tough to measure over a brief time frame. And given the present US administration&#8217;s disinterest in regulatory restraint or public concern, it is maybe simpler to deal with the monetary trivialities till authorities and business will be compelled to reckon with <a href=\"https:\/\/sfstandard.com\/2026\/04\/12\/sam-altman-s-home-targeted-second-attack\/\" rel=\"nofollow\">civic unease<\/a>.<\/p>\n<p>You can begin with the token, the fundamental unit for promoting the enter and output of AI fashions in the meanwhile. The worth of tokens has been a lot on the thoughts of builders utilizing AI subscription plans as a result of plan suppliers like Anthropic and GitHub have been pushing clients away from token-subsidized subscriptions towards pay-as-you-go consumption.<\/p>\n<div aria-hidden=\"true\" class=\"adun\" data-pos=\"top\" data-raptor=\"falcon\" data-xsm=\",fluid,mpu,dmpu,\" data-sm=\",fluid,mpu,dmpu,\" data-md=\",fluid,mpu,dmpu,\">\n            <noscript><br \/>\n                <a href=\"https:\/\/pubads.g.doubleclick.net\/gampad\/jump?co=1&amp;iu=\/6978\/reg_software\/aiml&amp;sz=300x50%7C300x100%7C300x250%7C300x251%7C300x252%7C300x600%7C300x601&amp;tile=4&amp;c=44ae4tZ07HnER3IG6Zzpz-AAAAAZc&amp;t=ct%3Dns%26unitnum%3D4%26raptor%3Dfalcon%26pos%3Dmid%26test%3D0\" target=\"_blank\"><br \/>\n                    <img decoding=\"async\" src=\"https:\/\/mailinvest.blog\/wp-content\/themes\/breek\/assets\/images\/transparent.gif\" data-lazy=\"true\" data-src=\"https:\/\/pubads.g.doubleclick.net\/gampad\/ad?co=1&amp;iu=\/6978\/reg_software\/aiml&amp;sz=300x50%7C300x100%7C300x250%7C300x251%7C300x252%7C300x600%7C300x601&amp;tile=4&amp;c=44ae4tZ07HnER3IG6Zzpz-AAAAAZc&amp;t=ct%3Dns%26unitnum%3D426raptor%3Dfalcon%26pos%3Dmid%26test%3D0\" alt=\"\"\/><br \/>\n                <\/a><br \/>\n            <\/noscript>\n        <\/div>\n<p>Devansh, a machine studying researcher, head of AI at authorized startup Iqidis, and founding father of an AI group group referred to as the <a href=\"https:\/\/chocolatemilkcult.ai\" rel=\"nofollow\">Chocolate Milk Cult<\/a>, did the mathematics in <a href=\"https:\/\/machine-learning-made-simple.medium.com\/how-much-does-one-ai-token-really-cost-3e98f2a877f6\" rel=\"nofollow\">a post<\/a> revealed earlier this yr. The reply is about $0.0038 per million tokens \u2013 in a really particular context.<\/p>\n<p>That is the bottom price for inference on an Nvidia H100 GPU, rented at a value of $2.50\/hour and producing 185 tokens\/second at 100% utilization.<\/p>\n<p>However as Devansh observes, nobody runs at 100% utilization. At 30 p.c utilization, the worth could be ~$0.013\/M tokens; at 10 p.c, it could be ~$0.038\/M tokens.<\/p>\n<div aria-hidden=\"true\" class=\"adun\" id=\"story_eagle_xsm_sm_md_xmd_lg_xlg\" data-pos=\"mid\" data-raptor=\"eagle\" data-xsm=\",mpu,dmpu,\" data-sm=\",mpu,dmpu,\" data-md=\",mpu,dmpu,\" data-xmd=\",mpu,dmpu,\" data-lg=\",mpu,dmpu,\" data-xlg=\",mpu,dmpu,\">\n            <noscript><br \/>\n                <a href=\"https:\/\/pubads.g.doubleclick.net\/gampad\/jump?co=1&amp;iu=\/6978\/reg_software\/aiml&amp;sz=300x50%7C300x100%7C300x250%7C300x251%7C300x252%7C300x600%7C300x601&amp;tile=3&amp;c=33ae4tZ07HnER3IG6Zzpz-AAAAAZc&amp;t=ct%3Dns%26unitnum%3D3%26raptor%3Deagle%26pos%3Dmid%26test%3D0\" target=\"_blank\"><br \/>\n                    <img decoding=\"async\" src=\"https:\/\/mailinvest.blog\/wp-content\/themes\/breek\/assets\/images\/transparent.gif\" data-lazy=\"true\" data-src=\"https:\/\/pubads.g.doubleclick.net\/gampad\/ad?co=1&amp;iu=\/6978\/reg_software\/aiml&amp;sz=300x50%7C300x100%7C300x250%7C300x251%7C300x252%7C300x600%7C300x601&amp;tile=3&amp;c=33ae4tZ07HnER3IG6Zzpz-AAAAAZc&amp;t=ct%3Dns%26unitnum%3D3%26raptor%3Deagle%26pos%3Dmid%26test%3D0\" alt=\"\"\/><br \/>\n                <\/a><br \/>\n            <\/noscript>\n        <\/div>\n<p>Anthropic at present <a href=\"https:\/\/platform.claude.com\/docs\/en\/about-claude\/pricing\" rel=\"nofollow\">charges<\/a> $5\/M tokens (enter) and $25\/M tokens (output) for its newest mannequin, Opus 4.7. For Google&#8217;s Gemma 4 26B A4B, the weighted common enter value on the time of writing is $0.096\/M tokens, <a href=\"https:\/\/openrouter.ai\/google\/gemma-4-26b-a4b-it\" rel=\"nofollow\">per OpenRouter<\/a>.<\/p>\n<p>In case you run the numbers on totally different {hardware}, priced at a unique time, with totally different power prices, on totally different fashions, with totally different utilization, you will get totally different outcomes.<\/p>\n<p>&#8220;In case you had been to simply have a look at what the labs present as the fee per API, it is an excellent sign for what the token prices them, for the Western labs,&#8221; Devansh advised <em>The Register<\/em> in a telephone interview.\u00a0<\/p>\n<p>&#8220;Some individuals say that Anthropic&#8217;s making an attempt to get a few fifty p.c gross margin. However in actuality what a token price is definitely many variables rolled into one. You could have the mannequin, you&#8217;ve gotten the analysis behind the mannequin, fixed updates within the fashions that folks do not see. So you need to issue all of these in. It is not simply the price of inference at one name, which is definitely not an excellent method to have a look at the system.&#8221;<\/p>\n<p>Devansh mentioned organizations have a tendency to not deal with the precise price of tokens as a result of they&#8217;re centered on delivering a service that clients worth.<\/p>\n<p>&#8220;In lots of authorized work, you&#8217;ll be able to really cross prices alongside to your buyer and the shoppers won&#8217;t complain as a result of they need to see transparency into what was performed and the way it was performed,&#8221; he mentioned. &#8220;So from that perspective, there&#8217;s much less of a fear about how a lot this may price so long as you&#8217;ll be able to justify your prices. \u2026 So long as you are persistently capable of ship the worth, I feel forecasting prices are a bit of bit much less worrisome.&#8221;<\/p>\n<p>Firms like Meta and Shopify have made <a href=\"https:\/\/www.nytimes.com\/2026\/03\/20\/technology\/tokenmaxxing-ai-agents.html\" rel=\"nofollow\">headlines<\/a> by treating token utilization as a key efficiency indicator, and staff have answered the decision by making an attempt to sign their worth by way of heavy use of AI instruments. That may get costly shortly and will not do a lot for extra significant enterprise metrics.<\/p>\n<p>&#8220;Is token spend instantly correlated with productiveness?&#8221; mentioned Devansh. &#8220;Completely not. I&#8217;ve performed this analysis very extensively. \u2026 Earlier than you used to have traces of code and different kinds of silly productiveness metrics, like what number of phrases you typed. So that is simply the newest in that period of stupidity. I feel center managers will at all times attempt to justify themselves and discover a method they&#8217;ll rank individuals with out having to use their brains.&#8221;<\/p>\n<p>However one of many points with LLMs, mentioned Devansh, is we do not understand how greatest to use them. So there&#8217;s potential worth in simply encouraging individuals to spend tokens in case they provide you with new sorts of workflows that present alerts about what works and what does not.<\/p>\n<p>Bob Venero, CEO of IT consultancy <a href=\"https:\/\/www.ftei.com\" rel=\"nofollow\">Future Tech Enterprise<\/a>, advised <em>The Register<\/em> that his firm tends to work with Fortune 100 purchasers, and that lots of them have stood up AI initiatives that contain throwing round some huge cash with out considering by way of what they need to accomplish.<\/p>\n<p>Venero mentioned when his firm engages with purchasers, the objective is to determine the specified enterprise consequence, which can or could not contain AI.\u00a0<\/p>\n<p>Future Tech&#8217;s current work with Northrop Grumman did contain AI \u2013 the IT biz helped implement an <a href=\"https:\/\/news.northropgrumman.com\/artificial-intelligence\/pushing-boundaries-northrop-grummans-leadership-in-ai-enabled-systems-powered-by-nvidia\" rel=\"nofollow\">Nvidia Enterprise AI Factory<\/a> to assist the protection agency run AI workloads related to its initiatives.<\/p>\n<p>Venero mentioned that corporations are struggling to evaluate the affect of AI of their surroundings, to measure ROI, and to find how the know-how could also be helpful.<\/p>\n<p>&#8220;So there&#8217;s lots of pre-work that must be performed to determine the place they need to spend their cash and what the result goes to be, particularly when prices are 3x of what they had been six months in the past,&#8221; he mentioned, citing &#8220;Ramageddon&#8221; \u2013 the scarcity of RAM as a result of AI compute increase.<\/p>\n<p>Venero factors to OpenAI&#8217;s <a href=\"https:\/\/www.theregister.com\/2025\/10\/02\/openai_ropes_in_samsung_and\/\">commitment<\/a> to buy reminiscence chips from Samsung and SK Hynix, and the shift of OEMs like Micron towards <a href=\"https:\/\/www.micron.com\/products\/memory\/hbm\" rel=\"nofollow\">high-bandwidth memory<\/a>, as catalysts for the present RAM disaster. That complicates ROI calculations for AI deployments, he mentioned, as a result of all the things has grow to be costlier.<\/p>\n<p>Cloud suppliers might help by providing consumption-based pricing, he mentioned, however he has some reservations about that.<\/p>\n<p>&#8220;I am not an enormous fan of off-prem AI,&#8221; he mentioned. &#8220;It is a bit of bit scary from our perspective.&#8221;<\/p>\n<p>Setting apart the safety considerations, Venero mentioned the productiveness danger of cloud dependency is substantial for giant organizations. He pointed to Microsoft Workplace 365. &#8220;Has Workplace 365 ever gone down?&#8221; he mentioned. &#8220;A number of occasions. And there are such a lot of of these outages that occur.&#8221;<\/p>\n<p>If a cloud outage prices an organization a thousand {dollars} per minute of downtime, he mentioned, perhaps that is acceptable. &#8220;If it is one million {dollars} a minute, you most likely need to take into consideration the controls that have to be in place, and that is most likely an on-prem answer,&#8221; he mentioned.<\/p>\n<p>AI could also be making cloud stability worse, by way of the deployment of under-reviewed code and the infrastructure stress that has adopted from heavy AI use. Clients, Venero mentioned, &#8220;are completely seeing that. And after they&#8217;re not, we&#8217;re educating them.&#8221;<\/p>\n<p>In mild of the capability challenges created by the sudden recognition of OpenClaw, Venero mentioned, &#8220;Folks threw this into their surroundings and it did loopy stuff. So there&#8217;s undoubtedly an ecosystem dialog that should occur about danger and the three totally different pillars of danger which are tied to it.&#8221;<\/p>\n<p>And, he mentioned, the hyperscalers have contributed to the issue by specializing in pace on the expense of high quality. &#8220;Proper now it is a race. Who&#8217;s going to win? Who&#8217;s going to take probably the most? And everyone&#8217;s throwing all the things at it. And it is simply inflicting this unbelievable turmoil.&#8221;<\/p>\n<p>&#8220;What we wish our clients to do is step again,&#8221; he mentioned. &#8220;Check out what you need to accomplish and why. Take a look at the related investments and the fitting timeline to do it after which measure these outcomes.&#8221;<\/p>\n<p>Approaching AI thoughtfully and intentionally makes it extra doubtless for AI initiatives to make it into manufacturing.\u00a0<\/p>\n<p>Venero mentioned that among the many corporations he is seen, previous to being educated about AI, perhaps 15 p.c of their prototypes would really be deployed. With steering, he mentioned, that determine is extra like 45 or 50 p.c.<\/p>\n<p>&#8220;It&#8217;s extremely use-case-specific,&#8221; he mentioned. &#8220;And when you&#8217;ve gotten the outcomes that you just&#8217;re making an attempt to drive to and then you definately measure these outcomes, you may be profitable. In case you&#8217;re not, should you&#8217;re doing AI for the sake of AI, it is gonna be 5 p.c.&#8221;<\/p>\n<p>Perhaps asking what AI prices shouldn&#8217;t be the primary query. Citing the stress some staff really feel to indicate their worth by expending tokens, Venero mentioned, the query needs to be, &#8220;Why? And what are you utilizing them for?&#8221; \u00ae<\/p>\n<\/p><\/div>\n<iframe data-lazy=\"true\" data-src=\"https:\/\/www.fiverr.com\/gig_widgets?id=U2FsdGVkX18x7XQvttUTrv1oEqmGNGTgvvCUiUoJ\/AP4z\/UyMz8lXGOLpu15jIMxBbTR0gmD5uBoFvhC4KWeALQRp3h\/X\/AwcVD0K8Wj9H\/ZzYKzcCNHosB9oS4SCJJFWiN85P9ICAc4OgCoE\/wHKIY7CDkf2\/DQ1vqGvk4smVe5cRDEmrLPCWi4FC8p40VUhSmWQ5udCm0zoJtorgWv3vbDQw0kKYkwn39ozAnQXDe+YvWMxkLFWA+O3TFwkJvdkIK+\/AUSnRssPKt5WHY0FhNOxnSPcLslEL4G4\/RfP95ve99U+kRnDy3X+KtzdQLY+u935ghON\/o3UE4IMv9oN6JX9RnxzL\/LRcOgnHigxStSGPKsZYtnz8RWNVT\/rOLAibqiWJadC5MYHRbekF3eg6FOGrQGkXYbsn0+a5aovnlLCbLwIqY9fcS17UX8J235iQ6cdmHNbrPeS84CMm34RA==&affiliate_id=1052423&strip_google_tagmanager=true\" loading=\"lazy\" data-with-title=\"true\" class=\"fiverr_nga_frame\" frameborder=\"0\" height=\"350\" width=\"100%\" referrerpolicy=\"no-referrer-when-downgrade\" data-mode=\"random_gigs\" onload=\" var frame = this; var script = document.createElement('script'); script.addEventListener('load', function() { window.FW_SDK.register(frame); }); script.setAttribute('src', 'https:\/\/www.fiverr.com\/gig_widgets\/sdk'); document.body.appendChild(script); \" ><\/iframe>\n<br \/><a href=\"https:\/\/go.theregister.com\/feed\/www.theregister.com\/2026\/04\/26\/ai_price_tag\/\">Source link <\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>What does AI price? It is a easy query and an vital one \u2013 the reply will decide the destiny of corporations and form society&#8230;.<\/p>\n","protected":false},"author":1,"featured_media":124374,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[7],"tags":[],"class_list":["post-124373","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tech-universe"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Tokenmaxxing isn&#039;t an AI strategy \u2022 The Register - mailinvest.blog<\/title>\n<meta name=\"description\" content=\"Technology is forever changing, and there are always new pieces of technology to replace obsolete ones. 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