[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"branding":3,"analytics":7,"article-ai-usage-keeps-climbing-but-ramp-data-shows-spending-flat":10,"sections":40},{"siteName":4,"siteTagline":5,"publisherName":4,"contactEmail":6},"The Revision","Tech news, decoded.","editor@therevision.news",{"gaMeasurementId":8,"adsenseClientId":9},"G-ZW2MV82GYR","ca-pub-8533917693782264",{"article":11},{"id":12,"slug":13,"title":14,"dek":15,"body_md":16,"tags_json":17,"published_at":18,"created_at":19,"updated_at":20,"status":21,"review_note":22,"review_notes":23,"image_url":22,"persona_id":22,"persona_name":22,"section":30,"tags":31,"sources":35,"feedback":39,"feedback_at":22,"cost_usd":39,"total_tokens":39},12527,"ai-usage-keeps-climbing-but-ramp-data-shows-spending-flat","AI Usage Keeps Climbing, but Ramp Data Shows Spending Flat","Ramp's data shows companies using more AI while spending stalls, which complicates the growth story behind Anthropic's move toward an IPO.","Companies are using more AI without spending more on it, according to Ramp's data, and the finding arrives as Anthropic moves toward an IPO.\n\nRamp's figures show AI usage still climbing while spending has stalled. Among the biggest spenders, the data points to two forces: price cuts and smarter cost controls. The heaviest buyers are either paying less per unit of AI or getting better at avoiding waste. Either way, the bill is no longer rising in step with the workload.\n\nThat matters because of how investors have priced the sector. Hypergrowth stories assume revenue follows usage upward. If the two decouple, that assumption weakens, which is an awkward fact for a lab preparing to go public. Ramp's data cannot speak to any one AI company's revenue, but it does challenge the premise those valuations lean on.\n\nOur read is that this looks like a familiar stage in a maturing technology. Cloud computing went through something similar, when customers learned to trim their bills and vendors cut prices to keep them. Falling unit prices and a growing market can coexist, but only if volume rises faster than prices fall. Usage is climbing. Whether it is climbing fast enough to lift spending again is the question any IPO prospectus will have to answer.","[\"ai\",\"anthropic\",\"ipo\",\"ai-spending\"]","2026-11-06T15:54:47.000Z","2026-11-08T07:26:24.289Z","2026-11-08T07:26:26.668Z","published",null,[24],{"id":25,"reviewer":26,"round":27,"reason":28,"status":29},"editor-r1","editor",1,"Remove the text that talks about missing source material (\"The source gives no dollar figures,\" \"the source does not say how long spending has been flat\") and cut or fully source the claims that depend on it, so the piece rests on what Ramp's data actually shows (usage up, spending flat, price cuts and cost controls among the biggest spenders) plus clearly labeled analysis, and add concrete Ramp figures only if they can be sourced.","resolved","ai",[30,32,33,34],"anthropic","ipo","ai-spending",[36],{"name":37,"url":38},"TechCrunch","https:\u002F\u002Ftechcrunch.com\u002F2026\u002F11\u002F06\u002Framp-data-shows-ai-spending-stalling-just-as-anthropic-nears-its-ipo\u002F",0,{"sections":41},[42,46,51,56,61,66,71,76,81,86,91,96,101,106],{"name":43,"slug":30,"count":44,"latest_published_at":45},"AI",7110,"2026-11-08T14:34:09.000Z",{"name":47,"slug":48,"count":49,"latest_published_at":50},"Security","security",1099,"2026-11-08T15:24:01.000Z",{"name":52,"slug":53,"count":54,"latest_published_at":55},"Deals","deals",620,"2026-11-08T08:00:00.000Z",{"name":57,"slug":58,"count":59,"latest_published_at":60},"Policy","policy",604,"2026-11-07T15:48:26.000Z",{"name":62,"slug":63,"count":64,"latest_published_at":65},"Consumer Tech","consumer-tech",336,"2026-11-08T21:00:00.000Z",{"name":67,"slug":68,"count":69,"latest_published_at":70},"Hardware","hardware",316,"2026-11-08T14:36:39.000Z",{"name":72,"slug":73,"count":74,"latest_published_at":75},"Science","science",222,"2026-11-07T16:19:17.000Z",{"name":77,"slug":78,"count":79,"latest_published_at":80},"Software","software",154,"2026-11-08T15:42:52.000Z",{"name":82,"slug":83,"count":84,"latest_published_at":85},"Startups","startups",150,"2026-11-06T16:50:01.000Z",{"name":87,"slug":88,"count":89,"latest_published_at":90},"Dev Tools","dev-tools",125,"2026-11-06T22:15:59.000Z",{"name":92,"slug":93,"count":94,"latest_published_at":95},"General","general",111,"2026-11-08T21:27:29.000Z",{"name":97,"slug":98,"count":99,"latest_published_at":100},"Gaming","gaming",94,"2026-11-08T20:52:05.000Z",{"name":102,"slug":103,"count":104,"latest_published_at":105},"Reviews","reviews",38,"2026-10-20T12:00:00.000Z",{"name":107,"slug":108,"count":109,"latest_published_at":110},"How-To","how-to",8,"2026-10-05T09:00:00.000Z"]