Narrative Science

Narrative Science was a pioneer in natural language generation (NLG) — AI that transforms data into written narratives. Spun out of Northwestern University's Intelligent Information Laboratory, the company was founded by Kris Hammond and Larry Birnbaum with technology that could automatically generate sports recaps, financial reports, and business intelligence narratives from structured data. The company's Quill platform was used by organizations including the Associated Press (for automated earnings reports), Forbes (for real estate data stories), and major financial institutions. For a time, Narrative Science was seen as the future of automated journalism and business intelligence communication. The company raised $43 million and its technology was genuinely impressive — generating fluent, accurate prose from spreadsheets and databases. But two fundamental problems undermined the business. First, the market for enterprise NLG was smaller than anticipated. While the technology was compelling, convincing enterprises to pay premium prices for automated report narratives proved challenging — many organizations didn't see enough value in having their dashboards 'talk.' Second, and more devastatingly, the emergence of large language models (GPT-3 in 2020, GPT-4 in 2023) made natural language generation a commodity capability. What Narrative Science spent 12 years building with rule-based and statistical NLG could be replicated — and exceeded — by feeding data into a general-purpose language model. In 2022, Narrative Science was acqui-hired by Salesforce, with the team joining Salesforce's Tableau division. The acquisition price was undisclosed but reported to be far below the $43 million invested. The company's proprietary NLG technology became a feature within Tableau rather than a standalone product.