Our Capabilities
We provide the technical scaffolding for social-impact organizations to scale their vision safely and effectively.
AI Strategy & Advisory
Cut through the hype. Get honest, expert guidance on where AI can genuinely move the needle for your mission (and where it can't).
Every board meeting now has an "AI question" in it, and someone on your team is quietly expected to have an answer. Meanwhile the vendors circling your inbox all claim their tool is the one your org can't survive without. You don't need another pitch. You need someone with no product to sell who will actually tell you the truth. Get:
- A prioritized roadmap, with the possibilities weighed for you
- Plain-language answers to the risk and ethics questions your board or funders will ask
- Clarity on the ideas worth shelving, and why
LLM Integration & Evaluation
Bespoke AI implementation built around your organization's needs and constraints, whether that's cost, data provenance, accuracy, or all three at once.
Your budget has limits, your data has provenance requirements, and "mostly accurate" isn't good enough when the output touches a case file or a beneficiary's safety. We can set you up with:
- Bespoke tooling wired into the workflows and case management systems your staff already use, so you can query from your own files and databases without worrying about data leaks
- Cost and provenance constraints built in from day one, not bolted on after
ML Classifiers & Custom Models
Identify patterns and anomalies in complex, messy data that you don't want to miss.
Your team already reads every intake form, field report, and community submission that comes in. What's harder is catching the pattern that only shows up across hundreds of them: the early version of a risk case that looks nothing like a risk case until you've seen the ones that came before it. That's not a staffing problem, it's a scale problem, and it's exactly what a model is good at:
- Flag which participants are drifting toward dropout before a case worker would notice
- Spot inconsistencies in surveys and reports
- Catch aid fraud or duplicate claims before a funder's auditor does
Data Analysis & Insights
Turn fragmented field data into decisions you can act on, with analysis built around your operational reality.
Your program data lives in four spreadsheets, a case management system nobody fully trusts, and a field coordinator's memory. When a funder asks for evidence of impact, someone spends a week reconstructing a story the data should have already been telling you.
- Mathematically grounded statistics, backed by confidence scores and constraints specific to your use case
- Figures and findings ready to drop straight into whatever you're presenting next
- Professional-quality charts ready for your reports, grants, or slide decks
