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Program is currently paused — NSF states it will resume accepting new Project Pitches in 'coming weeks.' Stored deadline of 2026-04-16 cannot be confirmed.
"Advanced Systems for Scalable Analytics (SBIR/STTR)" is currently closed and not accepting applications.
Advanced Systems for Scalable Analytics (SBIR/STTR) is sponsored by National Science Foundation (NSF). This program focuses on innovations for building systems that organize and process large and ever-increasing volumes of structured, semi-structured, and unstructured data to reveal actionable new insights.
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Advanced Systems for Scalable Analytics Grant – Apply Today | NSF SBIR Check recent critical alerts! (Last updated 4/16/2026) NSF will resume the submission of new Project Pitches to the SBIR/STTR programs in the coming weeks. Program Directors will continue to process Project Pitches that were previously received.
Please direct any questions to sbir@nsf. gov .
Advanced Systems for Scalable Analytics (AA) bioMASON Inc interior and exterior façade tile made with biocement, which is less costly and more sustainable than its traditional counterpart Advanced Systems for Scalable Analytics (AA) The Advanced Systems for Scalable Analytics topic focuses on innovations needed for building systems that organize and process large and ever-increasing volumes of structured, semi-structured and unstructured data to reveal actionable new insights.
It also includes innovative knowledge management and data mining technologies that complement deep learning.
Sample topics include data and knowledge management technologies for data acquisition, integration, annotation, governance and provenance; hardware and software for addressing the performance needs of analytical systems; technologies for continual learning in dynamic environments; technologies in data mining, visualization and optimization; and marketplaces for data and models. These subtopics are only meant to serve as examples.
All proposals focused on the development of a new high-risk technical innovation and significant potential commercial and societal impact are welcome to apply, regardless of subtopic. AA1. Building Analytical System for Learning from Dynamic Environments AA2.
Data Mining, Machine Learning (Non-deep learning-based), and Reinforcement Learning AA3. Decision Support and Optimization AA4. Knowledge and Data Management Technologies AA5.
Marketplaces for Data and Models AA6. Novel Visualization Technologies AA7. Software Technologies for Scalable Analytical Systems AA8.
Other Novel Technologies Application process for Advanced Systems for Scalable Analytics (AA) funding Eligibility for Advanced Systems for Scalable Analytics (AA) funding + Your company must be a small business (fewer than 500 employees) located in the United States. At least 50% of your company’s equity must be owned by U.S. citizens or permanent residents.
NSF does not fund companies that are majority-owned by multiple venture capital firms, private equity firms, or hedge funds, to participate in SBIR and STTR. All funded work, including work done by consultants and contractors, needs to take place in the United States. The project’s principal investigator (tech lead) must be legally employed at least 20 hours a week by the company seeking funding.
The principal investigator doesn’t need any advanced degrees. The principal investigator needs to commit to at least one month (173 hours) of work on a funded project per six months of project duration. Evaluation Criteria: What We Look for When Evaluating Advanced Systems for Scalable Analytics (AA) proposals + Take our project assessment to see if your work might be a good fit for NSF funding.
We invest up to $2 million in seed funding and take zero equity. We’re looking for companies that are transformative, high-risk, have a market pull, and are scaleable.
Scoring criteria used to review proposals for this grant.
According to the current listing, eligibility includes: U.S. small businesses with fewer than 500 employees, at least 50% equity owned by U.S. citizens or permanent residents; all work must occur in the U.S. Confirm the full requirements in the official notice before applying.
The current listing shows up to $2 million in seed funding (program-wide SBIR/STTR). Verify award ceilings, matching requirements, and allowable costs in the official notice.
The published deadline was April 16, 2026, which has passed. Check the official notice for any future application windows before investing time in a proposal.
Advanced Systems for Scalable Analytics (SBIR/STTR) is funded by National Science Foundation (NSF). Verify program details on the funder's official page before applying.
Yes — this listing is flagged as national in scope, so applicants across the U.S. may apply, subject to the sponsor's other eligibility criteria.
Applications go through the funder's official portal — the Apply Now link on this page goes there directly.
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