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Everyone in government and education is being pitched AI right now. Most of the pitches are wrong in the same way. They lead with the impressive thing. A chatbot that answers any question. A tool that writes your strategic plan.
Here is what I have learned selling AI to public organizations. The impressive thing is rarely the valuable thing. The valuable thing is almost always boring.
Consider what actually consumes the time of a finance director at a school district, or a grants manager at a county agency. Reconciling expenditures against grant budgets. Checking that spending is allowable under the terms of each funding source. Assembling quarterly reports for six different funders, each with its own format. Answering the same eligibility questions every cycle. Tracking deadlines across dozens of awards.
None of this requires brilliance. All of it requires accuracy, memory, and patience. Which is exactly what software agents are good at and humans are bad at sustaining across a forty-hour week.
An agent, in plain terms, is software that can carry out a multi-step task on its own. Not answer a question. Do a job. Pull the transactions, check them against the grant terms, flag the three that look wrong, draft the report, and show its work. The showing its work part matters. Public money demands an audit trail, and any agent that cannot explain itself has no business near a general ledger.
The organizations getting real value from AI right now are not the ones with the flashiest chatbot. They are the ones that identified their most repetitive, rule-bound, deadline-driven work and handed it to agents. The people who used to do that work did not disappear. They started doing the judgment work that was always sitting behind the paperwork.
Boring agents, doing boring work, reliably. That is the actual revolution. It just does not make for a good conference keynote.
Eddi runs agents like this in production today for districts and grant-funded organizations. See them work at eddifi.ai.
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