A financial analyst, a strategy consultant and an industrial manager arrive at an AI company. In Jeff He’s case, they arrive in the same person. Before becoming co-founder and CEO of TandemAI, he worked through a collection of jobs that put money, plans and practical execution under different kinds of scrutiny. His career makes a useful subject for an age inclined to explain every new enterprise by pointing at its algorithm.
There is an algorithmic story at TandemAI. There is also a story about recruiting specialists, paying for computing, organizing laboratory work and giving customers a usable way into the arrangement. He’s particular place in that story becomes clearer when you follow the responsibilities he held before the CEO title. The path includes three co-founded companies and three different executive seats: finance, operations and overall leadership. Each seat offers a different view of how an ambitious plan meets a working week.
Three degrees, several kinds of responsibility
He’s education crossed engineering, economics and management. He earned his bachelor’s degree in engineering at Zhejiang University, a master’s in economics at the institution his biography names as Shanghai University of Science and Technology, and an MBA at Emory University’s Goizueta Business School. Those fields put different questions on the desk. Can a system work? How are resources allocated? How does an organization make and carry out a decision?
His early professional roles included senior financial analyst at Intel and strategy consultant at Bain & Company. Both place a person close to the gap between an attractive proposal and its economic consequences. A spreadsheet can be remarkably cooperative. A business usually has more opinions. The distinction matters when the job eventually involves assembling an organization around technical work that requires both equipment and expertise.
Management positions at Saint-Gobain and Danaher/Fluke brought increasing responsibility for profit and loss. He later became a senior vice president at TPG, where he helped take ShangPharma private from the New York Stock Exchange. An Emory panel biography also records management work in both the United States and China. The geography of his career crossed borders before TandemAI’s own network did.
He then served for three years as executive vice president of strategy and operations at ShangPharma/ChemPartner. It is an unusually revealing job description in the context of what followed. Strategy chooses a direction; operations has to organize the journey. Putting both in one title does at least make it harder for the plan to blame the people responsible for carrying it out.
The CFO becomes the COO
In 2015, He co-founded Harbour BioMed, serving as CFO during the 2015-2017 period. In 2017, he became a co-founder and chief operating officer of HiFiBiO Therapeutics. The move changed the executive seat while keeping him inside the work of building a business. Finance and operations have overlapping concerns, but the daily questions differ. One asks how resources should be committed. The other has to make those commitments function.
HiFiBiO’s expanding management team included Liang Schweizer as president and CEO. He and Schweizer also co-authored a 2017 paper about organizing collaborative innovation. Their subject was a familiar business difficulty: willing partners can spend so long debating contributions and value that the proposed work never gets properly started. They proposed checkpoints for moving a collaboration forward. The concern was practical, down to the sequence in which people should settle their disagreements.
That publication provides an early point of connection with his later career. It would be too neat to treat every subsequent partnership as an application of one paper. Still, the recurring subject is visible: technical capabilities need an arrangement that lets people use them together. A collaboration can possess a promising idea and still require someone to decide how it will operate on Monday morning.
A company needs more than a clever calculation
TandemAI was founded in October 2021. That December, it announced $25 million in seed and pre-Series A financing led by OrbiMed and Chengwei Capital. The initial plan paired a computational platform with laboratory operations and high-performance computing infrastructure. It required several forms of investment from the outset. Software development was one part of a business that also needed physical capacity and people who knew how to use it.
The leadership appointments soon made that division of expertise concrete. In January 2022, Albert Pan joined as chief technology officer and Lanny Sun was named board chairman. Pan brought more than 12 years at D. E. Shaw Research; Sun brought experience building Silicon Therapeutics. He’s announcement emphasized what each would contribute. The CEO’s job included bringing those distinct capabilities into a company that could give customers access to them.
That is a less cinematic account of an AI business than the familiar tale of a single technical breakthrough. It is also a useful account of the product being assembled. Customers would need to move between computational work, experimental results and the people interpreting them. The organization behind the offering had to support those movements. Otherwise, a collection of useful tools could leave the customer doing much of the connecting.
On March 28, 2023, TandemAI released TandemViz 1.0. The web-based interface allowed users to bring experimental data alongside computational analyses through a browser, without installing software locally. It gave the broader infrastructure a place where customers could work. Access, visualization and collaboration became part of the offering, alongside the underlying calculations.
The arithmetic of building
A few weeks before the software release, TandemAI announced a $35 million Series A led by Qiming Venture Partners, with participation from OrbiMed, Eight Roads Ventures and F-Prime Capital. Kan Chen joined the board in connection with the financing. At the time, He said the company had about fifty clients. The stated expansion plans included more laboratory capacity and continued development of computational tools.
Funding announcements are often read as finish lines. For an operator, they create a fresh set of commitments. Recruiting, facilities and development work turn available capital into obligations that need managing. He’s earlier finance and operations roles give this part of the story a particular context: he had already held the titles associated with both allocating resources and organizing their use.
Individual rounds announced in December 2021, March 2023 and November 2025. This chart is not a current lifetime funding total.
In November 2025, TandemAI announced a $22 million Series A extension. He presented the financing as an endorsement of the company’s progress and strategy. The proposed uses again connected model development with additional laboratory capacity. The pattern across the announcements is consistent: computation and physical operations appear together in the spending plan.
The numbers mark stages rather than explain the whole enterprise. A company can raise money for a sensible plan and still face difficult choices about its execution. What makes these announcements useful in He’s profile is their repeated pairing of technical development with organizational capacity. The business has to accommodate both, even when one makes for a more fashionable headline.
“a strong vote of confidence in our progress to date”
Jeff He / November 2025
The next conversation is with Montreal
Expansion also changed the company’s structure. In July 2025, TandemAI announced its merger with Perpetual Medicines. He would lead the combined firm, which retained the TandemAI name. Perpetual would remain a separate operating entity, headed by Kerry Blanchard and Ved Srivastava. The arrangement brought additional computational design and synthesis capabilities into the group while preserving a distinct operating unit.
That structure presents another version of the organizational question running through He’s career. A merger brings people and capabilities under a common name, but daily work still needs responsibilities, relationships and decisions. For the CEO of the combined business, making those arrangements productive becomes part of the undertaking. The announcement identifies the structure; its practical value depends on what the teams can do within it.
For a customer, the appeal of shared infrastructure is easy to understand: access can reduce the number of separate arrangements needed to begin work. For the company providing it, those arrangements become part of the operating burden. That exchange helps explain why He’s sequence of roles matters. The product depends on decisions about budgets, staffing and coordination as well as on the tools visible in the browser. His career has repeatedly put those decisions within his remit.
On May 19, 2026, TandemAI and Mila, the Quebec AI Institute in Montreal, announced a research partnership. Its scope included exploring world models that could better represent chemical and atomic-level physical systems. The collaboration connected TandemAI’s infrastructure with Mila’s deep-learning researchers. It was described as a research effort with future aims, giving the company another setting in which different kinds of expertise would need to work together.
Another announcement followed in June 2026. Perpetual and Third Rock Ventures reported that a collaboration had reached a project milestone, triggering a payment to Perpetual. The commercial detail is relevant to the company-building story: an agreement had progressed far enough to produce a specified financial consequence. For an executive whose experience includes both finance and operations, such moments connect the terms agreed around a table with work completed by a team. They also give the abstract language of partnership a practical measure.
Engineering, economics, finance, operations: the earlier chapters remain visible in the company He now leads. His route to TandemAI passed through established businesses, private equity and repeated company formation. The result is a career that invites attention to the work surrounding technical ambition. Someone has to organize the people, resources and agreements that let a calculation become useful. He has made that territory the setting for his third co-founded company.