SPA: The First GAIM-supported Augmented Intelligence Scientific Writing & Reviewing Assistant, SOCR Proposal Assistant (SPA)

At the start of 2026, SOCR and the AI in Health Initiative released the first GAIM-supported augmented intelligence agent supporting creative writing, manuscript preparation/review, and grant proposal writing and reviewing, the SOCR Proposal Assistant (SPA).

The Manuscript/Proposal Assistant is a comprehensive AI-aided web application designed to transform the traditionally arduous and unstructured processes of paper, grant, and report writing or reviewing into a streamlined, intelligent, and systematic workflow. SPA serves as a strategic partner for researchers and institutions, guiding academic scholars and clinicians from the initial analysis of a funding call through to the final polished proposal/manuscript submissions. By integrating advanced language models in a structured pipeline, the tool moves beyond simple text generation to provide deep strategic analysis, creative solutions, and rigorous compliance checking, effectively acting as both a project manager and a writing collaborator to significantly increase the quality and competitiveness of funding applications.

Structurally, SPA is built around a rigorous six-phase linear pipeline that mirrors best scientific writing practices. It begins with an Intelligence & Alignment phase, where the application deconstructs a Call for Proposals (or manuscript preparation guidelines) to create a compliance matrix and strategic assessment, and proceeds through stages of Creative Ideation, Skeleton Building, Technical Drafting, and Rigorous Review. Each phase is supported by specialized modules, such as an interactive Theory of Change builder, a collaborative real-time editor with AI suggestions, and an automated compliance validator. This utility is enhanced by a configurable AI backend, allowing users to tailor language model parameters and choose between providers like Hugging Face models or Gemini for specific tasks, ensuring both flexibility and control over the creative and technical writing process.

The potential impact and applications of the SPA Assistant are vast. SPA aims to democratize access to competitive funding by leveling the playing field for smaller institutions or early-career researchers. Its primary application is in the academic and non-profit sectors, assisting with (i) complex proposals for major funders like the NIH, NSF, and private foundations, and (ii) journal submissions and reviews. By reducing administrative overhead, mitigating common pitfalls, and enhancing narrative persuasiveness, the tool not only aims to improve individual success rates but also offer training and mentoring in creative writing. SPA also aims to broaden institutional applications for standardizing proposal quality, managing large-scale submission workflows, and preserving organizational knowledge. Ultimately, SPA seeks to shift researcher effort from bureaucratic compliance and structuring to deep thinking and innovation, accelerating the translation of ideas into funded reality and impactful discoveries.

Prior to using SPA, scholars are encouraged to complete the NAIT Training Module “Writing with AI: Originality, Composition & Plagiarism”. This training module provides context of appropriate, ethical, and rational use of AI, and prepares young, and established, scholars in what to expect when using AI-assisted writing.