- Workforce role AI Program Officer Employee
- Vertical Nonprofits
- Agent Syntic Logic-Map Specialist Agent
- Capabilities Custom interactive visuals
- Share Copy link
The request
Most nonprofits have a theory of change somewhere — implicit in how the team talks about the work, or drawn up once for a funder and rarely revisited. The boxes in a logic model are usually easy to fill in. What's harder, and where programs tend to fall apart, are the arrows between those boxes — each arrow rests on assumptions that rarely get written down. Your AI Program Officer Employee dispatches a Syntic Logic-Map Specialist Agent that draws the whole chain inline as you describe your program, making every arrow clickable so you see what each link is actually assuming. The act of clicking through them is often the first time those assumptions get stated plainly.
A program officer runs a youth mentoring program and wants to see where the logic might be thin before the next evaluation conversation. The Logic-Map Agent draws the chain from inputs to graduation rates, and clicking any arrow surfaces what has to be true for that step to hold.
"I run a youth mentoring program. We pair high schoolers with adult mentors for weekly meetings over a year, and the goal is higher graduation rates. Show me our theory of change, and let me click the arrows between boxes to see what assumption each one is riding on. Where are the weak links?"
How the Officer briefs the Agent
No files needed. A sentence or two about who you serve, what you do, and what outcome you're aiming for is enough for the Logic-Map Agent to fill in the causal logic between. Asking "where are the weak links" tells the Officer to focus on the arrows rather than just drawing boxes.
What the Agent needs
Nothing to upload.
The Officer handles the rest from the brief.
What ships back to chat
The Logic-Map Agent draws your program's causal chain as five connected boxes running left to right, with every arrow between them clickable. The boxes look familiar — standard logic model categories — but the arrows are where the real work happens. Click one and a short note surfaces the assumption that link depends on, often the first time you've seen it written down.
Shipped by the Syntic Logic-Map Specialist Agent.
Follow-up dispatches
Keep the loop going — the Officer dispatches deeper as the chain takes shape.
Click an arrow to go deeper on one link
Click any arrow and the Officer expands on what's underneath, naming the assumption, the things that typically break it, and what early signal would tell you whether it's holding.
"Focus on the link between contact hours and stronger school connection. What would have to be true for that to hold, and what would the early warning signs be if it isn't?"
Redraw with one thing added
Describe a change to the program and the Logic-Map Agent redraws the chain with the new component slotted in, surfacing the assumptions you've just introduced alongside the ones you already had.
"Redraw this with a family engagement component added alongside the mentoring. What new assumptions does that introduce, and does it change any of the existing arrows?"
Turn the weak links into a measurement plan
The Officer takes the assumptions it flagged as shakiest and dispatches a Measurement Agent that proposes one concrete thing to track for each — turning the theory of change into a data plan you can bring to an evaluation conversation.
"For each of the arrows you flagged as weak, give me one thing I could measure this year to know whether the assumption is holding."
Tips for the workforce loop
Verbs in your prompt shape what ships
Asking "where are the weak links" is what gets clickable arrows with assumptions under them rather than just a static diagram. A plain "draw my theory of change" tends to ship the boxes without the stress-test. Same phrasing works on any chain of cause and effect — a policy argument, a product strategy, anywhere the steps sound right but haven't been pushed on.
Check the ship against your own understanding
The assumptions the Officer surfaces are a reading of your program, not a verdict. If it marks an arrow weak that you've got solid data on, that's useful confirmation. If it marks strong an arrow you've been privately worried about, tell the Officer what you've seen so the note under that arrow can be rewritten around your evidence.
What to do with the visual next
Hover over the chain for options to copy it as an image for a slide or save it as an Artifact if you'd reopen it later to click through again. You can also ask the Officer to write the narrative version, which turns the boxes and arrows into paragraphs and gives you a starting draft for the logic model section of your next proposal.