Hang Ten's $85M bets AI consulting is a skills library

The old enterprise AI consulting model sold you people by the hour and left you with a slide deck. Hang Ten Systems raised $85 million in four months to sell something different: a library of reusable AI skills that gets applied to the next client, and the next. That mechanic is not exclusive to $10B companies, and it is the part worth copying.

What actually happened

TechCrunch reports that Hang Ten Systems — co-founded in May 2026 by former Infosys CEO Vishal Sikka — closed an additional $53 million led by Xora, a Temasek-backed fund, about five weeks after a $32 million first seed led by Mayfield. Total funding is $85 million; valuation was not disclosed. Mayfield returned for the second round alongside Aramco Ventures, and the cap table includes Intel CEO Lip-Bu Tan, Micron chairman and CEO Sanjay Mehrotra, and Yahoo co-founder Jerry Yang, who joined the board.

The product is a platform called Hobie, with layers named Shoreline, Shaper, Lens and Reef, packaging reusable AI skills for regulated industries. The target customer is an enterprise above roughly $10 billion in annual revenue. TechCrunch names Fresenius Kabi, Saudi Aramco and Siemens Energy as early customers, with multiple seven-figure contracts signed within months of launch.

Read the funding speed for what it is. Two seed rounds in five weeks means investors are paying for the artifact, not the roster — the skills library compounds, billable hours do not.

Why packaged AI skills matter for your business

You will never hire Hang Ten. You can still steal the structure, and it costs nothing but discipline. Every time you get an agent or a prompt working — the one that reconciles your invoices, the one that drafts supplier emails, the one that cleans product data before it hits your catalog — write it down as a versioned artifact with its tools, its inputs, and its failure cases. Put it in the repo next to your code. That is a skill.

Do that ten times and you have what the consultancies are raising money on: work that gets faster each time you do it instead of starting from a blank prompt. The three-person shop that keeps a skills library beats the twelve-person shop that keeps everything in someone's chat history. And if a skill is written as a portable artifact rather than a config blob inside one vendor's console, you can move it when that vendor triples its price.

The regulated-industries framing is the other tell. Aramco and Siemens Energy are not buying cleverness; they are buying an AI skill that behaves identically on the hundredth run. Same standard applies to your refund agent.

Sources: TechCrunch, SiliconANGLE.