at sr.cag, we
convert fragmented public data into scalable predictive models, offering cities and nonprofits accessible machine learning tools that drive smarter decisions
COMMUNITY INSIGHT SUITE PRODUCTS
explore our growing base of SaaS-based predictive models and visualizers built to help communities, nonprofits, and researchers turn complex public data into individualized insights once you subscribe, your rate is locked in — get early access now to secure all future model releases at your original price
interactive community map
our flagship project and a great way to begin using public data for your growth: a visual directory of all San Diego & Allegheny County K-12 schools, government agencies, and chambers of commerce with key contacts and characteristics of each: perfect for growing nonprofit organizations looking to do strategic outreach.
available for San Diego County and Allegheny County organizations
campaign donation hotspot tracker
this model leverages core predictive features, including donation frequency, recency, and lifetime donation counts, to support targeted voter and supporter outreach. through an integrated mapping and tracking system, prospective elected officials and partner nonprofits in San Diego County and Allegheny County can plan, execute, and evaluate canvassing and phone banking with greater precision.
available for San Diego County and Allegheny County organizations
community sentiment dashbord
aggregates and analyzes publicly available online discussions, local forums, and municipal feedback portals to provide real-time insight into community sentiment on key civic issues, including safety, development, and transit. Explore live sentiment trends by topic and time period through an interactive analytics dashboard.
available for San Diego County and Allegheny County organizations
community grant writer
this large language model assists community organizations by drafting grant application content using input from grant administrators and patterns learned from prior successful applications. the tool helps streamline and standardize responses while preserving organizational voice and final review, eliminating the need for a formal grant writer. This model currently supports drafting for the following grants:
1. County of San Diego Community Enhancement Program (CEP) Grant
2. San Diego Foundation Grants
3. City of San Diego Community Projects, Programs, and Services (CPPS) Grant
available for San Diego County organizations
why sr.cag?
built to democratize machine learning for the public good, our community insights suite transforms open and organizational data into automated tools. continuously iterated with new data, our products the power of data science without the barriers of cost, infrastructure, or expertise. built with guidance from an interdisciplinary team of data scientists and nonprofit leaders, our low-cost tools can help your agency or company with essential insights. get your entity ahead by seeing the future of your county: no setup, no coding, no barrier to impact: just instant models, maps, and dashboards that translate data into community action
transforming your strategies with data, our process includes
data collection
we gather the information a model needs using a mix of verified public sources and licensed datasets. this includes tools like arcgis, the u.s. census, and official city and county portals. our team pulls these numbers together, cleans them, and organizes them so they can be used to build accurate, reliable predictions.
model building
once the data is collected and cleaned, we turn it into a working predictive model. our team analyzes patterns in the numbers: things like trends over time, relationships between neighborhoods, and key factors that influence the outcome we’re studying.
using statistical and machine-learning techniques, we teach the model to recognize these patterns so it can make accurate, unbiased predictions. throughout this step, we run tests, adjust the variables, and compare multiple versions of the model to make sure we’re building the one that performs the best.
deployment & continuous improvement
once a model is ready, we integrate it directly into our platform, so your team can explore insights through simple dashboards, maps, and reports without needing any technical setup. as new data becomes available, we retrain and refine each model to stay accurate and relevant. over time, we expand every model with more holistic indicators, emerging trends, and optional policy recommendations, ensuring your organization always has the most up-to-date, actionable intelligence at its fingertips.
like the way we think?
join the sr.cag community in transforming communities using predictive analytics whether it be your organization partnering with us to create the next analytics tool, or if contributing your own skills to our project, help us tackle pressing issues like homelessness and food security with your knowledge base