| name | impact-story |
| description | Transform raw program data and case notes into a compelling beneficiary impact story for newsletters, social media, or fundraising appeals. |
| triggers | write an impact story, turn this case data into a story, beneficiary story for |
Impact Story
What this skill does
Takes raw program data, case notes, survey responses, or staff observations and transforms them into a narrative-driven impact story suitable for a newsletter, social post, annual report, or direct-mail appeal. The output centers the beneficiary's experience, respects dignity and confidentiality, and connects individual change to organizational mission.
How to invoke
/impact-story [channel: newsletter | social | appeal | annual report]
Workflow steps
Step 1 — Gather raw material
Ask the user for: the beneficiary's situation before engaging the program (anonymized or composite), what services or supports they received, what changed in their life as a result, any direct quotes or paraphrased sentiments, confidentiality requirements (use first name only, composite character, or full name with permission), and the intended channel and word count.
Step 2 — Identify the narrative arc
Map the classic before–struggle–intervention–transformation–hope arc onto the details provided. Identify the single most powerful moment of change to anchor the story.
Step 3 — Draft the story
Write the story in third person (or first person if a direct quote anchors it). Lead with a scene-setting hook. Keep sentences short and concrete. Weave in one or two program outcome statistics to validate the anecdote. Close with a forward-looking statement that ties to the organization's mission.
Step 4 — Adapt for channel
Adjust length, tone, and structure for the target channel: 600–800 words for newsletter/annual report, 150–200 words for a social caption, 300–500 words for an appeal letter insert. Add a suggested pull quote for print layouts.
Example outputs
A polished 400–700 word impact story with a hook opening, narrative arc, embedded statistic, and mission-connected close — plus a 1–2 sentence social caption variant.
Live Data Sources
- IRS Form 990 data via ProPublica Nonprofit Explorer API — financial data, program descriptions, and executive compensation for any filed 990
- GuideStar financial benchmarks — sector and budget-size peer comparisons for program efficiency and fundraising ratios
- Charity Navigator API — watchdog ratings for accountability, transparency, and impact scores