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Synthetic data funding has stalled as big tech moves in — we analyzed 50 companies to identify green shoots in the space

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We are running out of high-quality data to train LLMs, driving up demand for synthetic datasets. We dig into how adoption is picking up and the rising players in the space.

Large language models (LLMs) depend on massive quantities of training data, but researchers estimate they’ll exhaust high-quality internet text by 2026. 

Outside of costly content licensing deals, model developers and enterprises are turning to synthetic data — artificially generated datasets such as text and images — to supplement AI model training, especially in domains where data availability is limited or privacy is a concern. 

Since 2022, nearly 30 of 50 vendors identified in the synthetic training data space have raised equity funding. But overall funding has stalled as big tech eyes opportunities in the space — and as generative AI itself has upended the business models of data simulation companies founded prior to LLMs mainstream arrival. 

Track data on the Synthetic training data — media and Synthetic training data — tabular & text markets. 

We examine below emerging opportunities and enterprise adoption of these datasets using CB Insights data, including buyer interviews, funding, headcount trends, and more.



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Funding & Business

India Takes Cautious Line as US Tariff Clock Ticks Down

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Prime Minister Narendra Modi’s government is facing domestic pressure to protect India’s politically-sensitive farm sector as the nation scrambles to close a trade deal with the Trump administration and dodge higher US tariffs.



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Funding & Business

Misfiring Models Leave Wall Street Currency Traders Flying Blind

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Some of Wall Street’s tried-and-true currency strategies aren’t working anymore, and it’s baffling even the most seasoned traders.



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Funding & Business

Has UK Business Optimism Faded?

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A year on from the Labour Party’s election win, UK businesses are unhappy about tax increases, persistent red tape and a lack of dialogue with the government. Prime Minister Keir Starmer’s government is struggling to balance the needs of businesses with those of unions and its traditional left-wing base, and its policies have been criticized for being unfriendly to business and hindering economic growth. Bloomberg’s Jennifer Creery breaks down the situation.



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