{"id":5121,"date":"2026-08-09T13:08:00","date_gmt":"2026-08-09T13:08:00","guid":{"rendered":"https:\/\/crosscountrymovingteams.com\/?p=5121"},"modified":"2026-08-09T13:08:00","modified_gmt":"2026-08-09T13:08:00","slug":"why-every-company-wants-an-ai-model-router-right-now","status":"publish","type":"post","link":"https:\/\/crosscountrymovingteams.com\/?p=5121","title":{"rendered":"Why every company wants an AI model router right now\u00a0"},"content":{"rendered":"
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A new study illustrates the impact: 62% of organizations said an unexpected AI expense materially altered a business decision over the past year. Among them, 40% said the issue required board-level escalation, 33% implemented emergency spending freezes, and 25% delayed or canceled an AI initiative outright.<\/p>\n

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That\u2019s why AI model routers, software that\u00a0 allows organizations to choose the AI model for the right task at the right cost, have suddenly become one of the hottest areas in enterprise tech. Rather than sending every request to the most expensive frontier model, companies can either manually define or automatically choose the model that offers the best combination of cost, speed, and performance for each step of an agent\u2019s work. Companies say this kind of intelligent model routing can reduce inference costs by double-digit percentages \u2013 in some cases up to 30%.\u00a0<\/p>\n

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A slew of startups have rushed into the model router space, though they\u2019re taking different approaches. Companies like OpenRouter, which has reportedly been in acquisition talks with Stripe at a valuation of up to $10 billion, provide a marketplace and unified gateway to hundreds of AI models, while Not Diamond automatically routes requests to the model best suited for each task. Others, including LiteLLM, let enterprises build and manage their own routing infrastructure. Large vendors such as Salesforce and Databricks are also building routing capabilities into their AI platforms. Cursor, Ramp and Meta are reportedly working on their own model routers, and even video startup Runway has launched one.\u00a0<\/p>\n

OpenRouter co-founder and chief operating officer Chris Clark told Fortune that the vast demand for output from tools like Anthropic\u2019s Claude Code, which was released in mid-2025, has driven the demand. Through 2024 and 2025, the C-suite was \u201cpounding the table\u201d for companies to adopt AI, he explained, but it wasn\u2019t until this year that it all started falling into place because harnesses and agentic flows began advancing capabilities beyond chat. \u201cIt\u2019s an AI model using tools, calling out to different systems, taking action,\u201d he said. But agents are also more token-hungry, which for companies paying per-token, became more and more expensive.\u00a0<\/p>\n

\u201cNo one had any budgets in place,\u201d Clark said. \u201cIt was sort of this maximalist attitude.\u201d\u00a0<\/p>\n

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But for OpenRouter, it\u2019s been good for business. \u201cOur durable belief is that AI tokens \u201cwill be a massive line item for every business\u2019 operating expense,\u201d he said, which will lead nearly every company to seek relief.\u00a0<\/p>\n

Not every task requires the smartest\u2014or most expensive\u2014AI model, Clark explained, so there are real benefits to being choosy. \u201cWe try to talk to people about the idea of intelligent saturation: When a new frontier model shows up and you switch that agent to the newest, smartest model, does the performance improve or not?\u201d he explained. Many tasks are already \u2018intelligence-saturated,\u2019 meaning if agents use the latest and greatest, smartest model, the performance doesn\u2019t improve because an older model can already tackle that task.\u00a0<\/p>\n

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Still, most companies today simply default to the most powerful model for everything, which becomes wasteful, said Tom\u00e1s Hernando Kofman, CEO of Not Diamond, which works with large enterprise clients such as SAP. However, he added that choosing the wrong small model at the wrong time can also be expensive because smaller models can take longer to get the same amount of work done. That\u2019s where an automated model routing system can help.\u00a0<\/p>\n

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Not Diamond likens the problem of automating this to robotics. Just as a robot must coordinate thousands of small actions to complete a task, an AI coding agent needs different models at different stages of a long-running workflow. Rather than optimizing each prompt in isolation, its routing system predicts the best model and reasoning level for the next step based on the complexity of the request, the conversation\u2019s history, and other signals.\u00a0<\/p>\n

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But while enterprises are adopting AI model routers today to rein in soaring inference costs, Salesforce president and chief architect David Ward argues that\u2019s only the first phase.<\/p>\n

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\u201cLet\u2019s solve the big bill,\u201d he said. \u201cThat\u2019s certainly one priority, but there are other priorities that need to come into place as well.\u201d<\/p>\n

Over time, Ward expects routing decisions to expand beyond model selection to include trust, compliance, governance, and measurable business outcomes. Rather than simply choosing the right model, routers could help determine what enterprise data an agent can access and whether a fine-tuned open-source model is sufficient for a particular task.<\/p>\n

\u201cIt\u2019s not just which model for which job; it\u2019s which tool, which skill gives me the measured outcome I want,\u201d he said. \u201cThe industry will be having those conversations.\u201d\u00a0<\/p>\n

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Florian Douetteau, co-founder and CEO of enterprise AI platform Dataiku, said the recent access restrictions to Anthropic\u2019s Fable model also prompted enterprise customers around the world to rethink their dependence on a single AI provider. Rather than tying critical business processes to one frontier model, companies increasingly want the flexibility to switch providers\u2014or fall back on increasingly capable open-weight models\u2014if access changes.<\/p>\n

\u201cThat\u2019s another reason to have a router type of mindset,\u201d he said.<\/p>\n

Douetteau recalled one Fortune 500 CIO describing the anxiety of discovering late on a Friday that a model underpinning a critical business process might not be available on Monday.\u00a0<\/p>\n

\u201cThat\u2019s the practical thing that triggered people to start looking at different ways to procure AI,\u201d he said.\u00a0\u00a0<\/p>\n

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Still, even as a rash of AI companies rush into the routing space to serve enterprise demands, it\u2019s not easy, said OpenRouter\u2019s Clark.\u00a0<\/p>\n

\u201cI know a lot of companies are trying this \u2013 we\u2019ve seen some sort of launch from just about every company under the sun over the past few weeks,\u201d he said, pointing out that OpenRouter launched in 2023. \u201cBut I think those companies and their customers will discover this is a harder problem to get right than they anticipate.\u201d\u00a0<\/p>\n

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While it may appear to be little more than a unified API connecting different AI models, he said running a production-grade routing platform requires deep partnerships with model providers, constant monitoring of thousands of model endpoints, rapid response to outages and specification changes, and ongoing validation of factors ranging from data policies to GPU configurations.\u00a0<\/p>\n

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\u201cIt\u2019s not a thin software wrapper,\u201d he said. \u201cIt\u2019s a deep partnership.\u201d<\/p>\n

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Surging agentic AI costs are making routers\u2014software that\u00a0allows organizations to choose the AI model for the right task\u2014one of the hottest areas in enterprise tech.<\/p>\n","protected":false},"author":1,"featured_media":5120,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[211],"tags":[],"class_list":["post-5121","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-agents"],"yoast_head":"\nWhy every company wants an AI model router right now\u00a0 - Cross Country Moving Team<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/crosscountrymovingteams.com\/?p=5121\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Why every company wants an AI model router right now\u00a0 - 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