Automating the Enterprise with Foundation Models

Summary: ECLAIR uses multimodal foundation models to automate enterprise workflows end-to-end, replacing brittle RPA by interpreting natural-language workflow descriptions for instant setup. Experiments report 93% workflow-understanding accuracy and 40% zero-shot completion; highlights human-AI validation, monitoring, and self-improvement as core data-management research problems. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID: 13503
Venue: VLDB
Year: 2024
Pagerank: 4.3294347e-05
Overall Rank: 9,516 | 33.87%
DOI: 10.14778/3681954.3681964

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 1 of 1 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
8,732	Unveiling Challenges for LLMs in Enterprise Data Engineering	2026	VLDB	4.4520434e-05

Outgoing Citations (Sorted by Pagerank)

Showing 13 of 13 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank	Cited Paper	Year	Venue	Pagerank
371	Self-Driving Database Management Systems	2017	CIDR	0.00025382677
516	Can Foundation Models Wrangle Your Data?	2023	VLDB	0.00021194444
704	Query-based Workload Forecasting for Self-Driving Database Management Systems	2018	SIGMOD	0.00017785557
2,382	Business Process Cockpit (EXTENDED ABSTRACT)	2002	VLDB	8.923498e-05
2,942	Querying with Access Patterns and Integrity Constraints	2015	VLDB	7.8464054e-05
3,003	Chorus: Foundation Models for Unified Data Discovery and Exploration	2024	VLDB	7.7358219e-05
3,351	Collaborative Data Analytics with DataHub	2015	VLDB	7.1859291e-05
4,216	Make Your Database System Dream of Electric Sheep: Towards Self-Driving Operation	2021	VLDB	6.3448176e-05
5,598	Worker Skill Estimation in Team-Based Tasks	2015	VLDB	5.4166141e-05
6,659	Process Automation as the Foundation for E-Business	2000	VLDB	4.9675287e-05
9,199	Demonstration of Collaborative and Interactive Workflow-Based Data Analytics in Texera	2022	VLDB	4.3706402e-05
9,200	Data Management Perspectives on Business Process Management (Tutorial Overview)	2013	SIGMOD	4.3706402e-05
9,201	AgFlow: Agent-based Cross-Enterprise Workflow Management System	2001	VLDB	4.3706402e-05

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3,632	Ava: From Data to Insights Through Conversation	2017	CIDR	6.8961387e-05
6,659	Process Automation as the Foundation for E-Business	2000	VLDB	4.9675287e-05
3,982	How Large Language Models Will Disrupt Data Management	2023	VLDB	6.5595332e-05
516	Can Foundation Models Wrangle Your Data?	2023	VLDB	0.00021194444
11,319	Data Management Opportunities for Foundation Models	2022	CIDR	4.1905499e-05
8,732	Unveiling Challenges for LLMs in Enterprise Data Engineering	2026	VLDB	4.4520434e-05