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Ode with Anthropic puts AI implementation at center of enterprise push

The joint venture backed by Anthropic, Blackstone and others is using embedded engineers to help enterprises move AI projects into production.

Theo Nakamura

By Theo Nakamura · Staff Writer

· 3 min read

Ode with Anthropic is aiming at a practical problem in enterprise AI: companies are testing the technology, but many projects do not reach real-world use. For investors following the AI trade, the company’s pitch points to a shift from selling models alone to selling the services that help big businesses use them.

TechCrunch reported that Ode with Anthropic is a joint venture focused on placing forward-deployed engineers inside enterprise companies. Forward-deployed engineers are technical staff who work closely with customers on-site or within their operations, rather than building products only from a vendor’s own office.

The venture is backed by Anthropic, Blackstone, Hellman & Friedman, Goldman Sachs and others, according to TechCrunch. Its core comes from Fractional AI, an applied AI services startup that Ode acquired earlier this year, according to a Blackstone announcement cited by TechCrunch.

What Ode is trying to sell

The basic idea is that enterprises may need hands-on engineering help to turn AI tests into production systems. A pilot is a limited trial, often used to see whether a technology works before a company relies on it in daily operations. Production means the tool is live, used in real workflows and expected to perform consistently.

On TechCrunch’s Equity podcast, Rebecca Bellan spoke with Ode leaders Chris Taylor and Eddie Siegel, who founded Fractional AI. The discussion covered why many enterprise AI pilots stall before production and why Taylor and Siegel see AI-native services as a potentially large technology category, TechCrunch said.

“AI-native services” refers to service businesses built around artificial intelligence from the start, rather than traditional consulting firms adding AI tools onto existing work. In Ode’s case, that means embedding engineers with enterprise clients to build and implement AI systems.

Why the model matters

Large companies have been experimenting with AI tools across customer service, software development, operations and internal knowledge work. The hard part is often less about seeing a demo work and more about connecting AI to existing systems, processes and compliance requirements.

That implementation layer is where Ode is positioning itself, based on TechCrunch’s account of the company and the Equity podcast conversation. The company’s backers include both an AI model developer, Anthropic, and major financial firms, including Blackstone, Hellman & Friedman and Goldman Sachs.

The structure also shows how AI companies and investors are looking beyond foundation models, the large AI systems that power tools such as chatbots and coding assistants. If enterprises struggle to put those systems to work, services firms that help with deployment could become part of the broader AI business opportunity.

TechCrunch did not report financial terms for the Fractional AI acquisition in the episode summary. It also did not provide customer names, revenue figures or valuation details for Ode with Anthropic.

This story draws on original reporting from TechCrunch.

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