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Artificial intelligence & machine learning: open SBIR/STTR topics

25 open or upcoming topics mention artificial intelligence & machine learning, across 2 agencies. Matched by keywords in the topic title and description.

AI/ML for Next Generation of Missile Detection, Warning, Tracking, and Reporting

Closes Oct 21, 2026 · 8d leftDepartment of War (DoD) · USAFSBIRDAF26BX06-NV510

The purpose of this topic is to address a critical need within the U.S.

Agentic AI Based Cognitive Radar for GEOINT Mission

Closes Oct 21, 2026 · 8d leftDepartment of War (DoD) · OSDSBIROSW26BZ06-DV033

Agentic AI enables autonomous control of expert systems for desired information gathering or completing a task.

Agentic-AI, Schema-Driven Decision Management for Auditable Studies and Acquisition Decisions

Closes Oct 21, 2026 · 8d leftDepartment of War (DoD) · ARMYSBIRARM26BX06-NV012

This topic will prototype and demonstrate a schema-driven Decision Management (DM) foundation plus a governed agentic AI layer that turns messy decision requests into auditable, signer-ready Decision Packages.

Agentic-AI, Schema-Driven Decision Management for Auditable Studies and Acquisition Decisions

Closes Oct 21, 2026 · 8d leftDepartment of War (DoD) · ARMYSTTRARM26TX06-NV003

This topic will prototype and demonstrate a schema-driven Decision Management (DM) foundation plus a governed agentic AI layer that turns messy decision requests into auditable, signer-ready Decision Packages.

Artificial Intelligence Performance Evaluation Tool

Closes Oct 21, 2026 · 8d leftDepartment of War (DoD) · USAFSTTRDAF26TZ06-NV006

The proposed research effort aims to address critical gaps in the evaluation and validation of Artificial Intelligence (AI) systems within the Air Force by developing an Artificial Intelligence Performance Evaluation Tool.

Automated Combat Assessment at the Edge

Closes Oct 21, 2026 · 8d leftDepartment of War (DoD) · USAFSTTRDAF26TZ06-NV007

Combat assessment (physical and functional) provides tactically relevant information for re-strike and re-planning.

Counter Adversial GPS Jamming

Closes Oct 21, 2026 · 8d leftDepartment of War (DoD) · USAFSTTRDAF26TZ06-DV008

Military and commercial missions rely heavily on the Global Positioning System (GPS), but GPS signals, due to their weak intensity and their need to travel considerable distances, are vulnerable to external interference such as jamming and spoofing.

Cyberspace Warfare for Space

Closes Oct 21, 2026 · 8d leftDepartment of War (DoD) · USAFSBIRDAF26BX06-DV512

The USSF’s defensive cyber operations mission is focused on the rapid integration of capabilities into the Defensive Cyber Warfare (DCW) pipeline to address unique and complex cybersecurity requirements for space systems.

Ground and Air Launched Drone Swarms Create a Self-Protecting Perimeter Using Autonomous AI

Closes Oct 21, 2026 · 8d leftDepartment of War (DoD) · USAFSBIRDAF26BX06-DV026

Mobility Air Forces aircraft serve as the logistical backbone of the Department of War and operate as high-value assets in modern contested environments that can be significantly augmented with enhanced organic self-protection and intelligence, surveillance, and reconnaissance capabilities to maintain operational overmatch.

Influence Benchmarks for AI Systems

Closes Oct 21, 2026 · 8d leftDepartment of War (DoD) · DARPASBIRDPA26BZ06-DV026

This topic seeks to develop a simulated market as a test environment to characterize the latent behavioral preferences of AI systems.As warfighters increasingly engage with AI systems, particularly agents that rely on large-language models (LLMs), concern has arisen that the systems may encourage cognitive behavior in users that impart hidden biases, impair judgement, and ultimately degrade warfighting capacity.

Smart Manufacturing

Closes Oct 21, 2026 · 8d leftDepartment of War (DoD) · OSDSBIROSW26BZ06-DV032

The realistic near-to-mid-term serviceable addressable market for private 5G among U.S.

Vision Language Model (VLM) for Synthetic Aperture Radar (SAR) target search and classification from Sensor Independent Complex Data (SICD)

Closes Oct 21, 2026 · 8d leftDepartment of War (DoD) · OSDSBIROSW26BZ06-DV034

Vision language models (VLMs) combine multimodal (Video, SAR and Infrared Imagery) data/imagery and generative AI models to understand and process video, image, and text.

AI-Enabled Computed Vision Air-to-Air Refueling Performance Assessment and Automated Pilot Debrief System

Closes Nov 25, 2026 · 43d leftDepartment of War (DoD) · USAFSTTRDAF27TZ01-DV001

Air-to-air refueling (AAR) is a critical Department of the Air Force and Department of the Navy capability enabling global mobility, long-range strike, combat airpower projection, and sustained aviation operations.

Technical Data Package Modernization for Information Assurance and Secure Data Exchange

Closes Nov 25, 2026 · 43d leftDepartment of War (DoD) · USAFSBIRDAF27BZ01-DV008

Background and Problem Statement: The modernization of Technical Data Packages (TDPs) is imperative to address the Air and Space Force’s operational challenges in securely managing large-scale, complex datasets associated with advanced platforms and their sustainment life cycles.

Artificial Intelligence

Closes Jul 7, 2027 · 267d leftNational Science FoundationAI

The Artificial Intelligence topic focuses on cutting-edge technologies in the field of deep learning-based AI systems and AI-based hardware.

Computer Vision Based AI Technologies

Closes Jul 7, 2027 · 267d leftNational Science FoundationAI2

SBIR.gov lists this topic without a description. Open the official solicitation for the full scope.

Convergence of AI and Cloud/HPC

Closes Jul 7, 2027 · 267d leftNational Science FoundationCH3

SBIR.gov lists this topic without a description. Open the official solicitation for the full scope.

Convergence with Big Data, and Artificial Intelligence

Closes Jul 7, 2027 · 267d leftNational Science FoundationDL3

SBIR.gov lists this topic without a description. Open the official solicitation for the full scope.

Conversational AI Technologies

Closes Jul 7, 2027 · 267d leftNational Science FoundationAI3

SBIR.gov lists this topic without a description. Open the official solicitation for the full scope.

Data Mining, Machine Learning (Non-deep learning-based), and Reinforcement Learning

Closes Jul 7, 2027 · 267d leftNational Science FoundationAA2

SBIR.gov lists this topic without a description. Open the official solicitation for the full scope.

Ethical AI Frameworks for Advancing Education

Closes Jul 7, 2027 · 267d leftNational Science FoundationLC2

SBIR.gov lists this topic without a description. Open the official solicitation for the full scope.

Language-Based AI Technologies

Closes Jul 7, 2027 · 267d leftNational Science FoundationAI4

SBIR.gov lists this topic without a description. Open the official solicitation for the full scope.

Novel AI Hardware Technologies (e.g.: Neuromorphic Computing, High-performance Technologies for AI, Smart and Secure Edge Devices, etc.)

Closes Jul 7, 2027 · 267d leftNational Science FoundationAI5

SBIR.gov lists this topic without a description. Open the official solicitation for the full scope.

Sustainable AI Technologies for Low Resource Environments

Closes Jul 7, 2027 · 267d leftNational Science FoundationAI6

SBIR.gov lists this topic without a description. Open the official solicitation for the full scope.

Technologies for Trustworthy AI (safe, fair, transparent, privacy-preserving, explainable, and/or secure)

Closes Jul 7, 2027 · 267d leftNational Science FoundationAI7

SBIR.gov lists this topic without a description. Open the official solicitation for the full scope.

Past SBIR/STTR awards in artificial intelligence & machine learning

Since 2021, SBIR.gov records 1,323 SBIR/STTR awards worth $713.2M here. Top agencies: Defense (836), Health and Human Services (140), National Science Foundation (134), Energy (81), NASA (55), Homeland Security (23). Most frequent awardees: PHYSICAL SCIENCES INC. (11), CHARLES RIVER ANALYTICS, INC. (11), CFD RESEARCH CORPORATION (10), EPISYS SCIENCE INC (10), INTELLISENSE SYSTEMS INC (10), SPECTRAL ENERGIES LLC (10).

Source: SBIR.gov public award dataset, matched by keywords. Not an official classification.

Related areas: Autonomy & robotics · Sensors & sensing · Data analytics & software · Modeling, simulation & digital engineering · Space systems

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