Chinese American Service League · Internal Tool
Major Gifts Studio · For CASL Advancement

Patron.

The difference between output and correspondence.

Patron researches the prospect, frames the strategy, drafts in CASL's voice, then audits the draft against nine craft passes and measures the result: vital signs chart the prose, a donor simulation reads the letter back, an org-fact guard checks every CASL claim, and the whole read resolves to one verdict — Ready, Review, or Rework. Dossier to send-ready in one place. Built on codified fundraising practice, not generic AI.

From a name to a send-ready letter, in four stages.

Each stage is its own model call with its own job. The output of one stage feeds the next, and every stage shows its work.

I.

Dossier

Web search across public sources returns five to seven verified findings on the donor: employment, civic affiliations, philanthropic history, wealth indicators, and recent activity. Every finding is cited. Conflicts between sources are flagged for the fundraiser to resolve.

II.

Strategy

Patron sets the Linkage-Ability-Inclination rating, the Moves Management stage, and the Gift Table tier. If the dossier doesn't support the ask, Patron repositions the move before the letter is written. It also names the keystone: the one fact true of this donor and no other, the position the whole letter is built on.

III.

Draft

The letter, one-pager, or full proposal. Written in CASL's voice, grounded in CASL's programs and the Hub vision, with every donor claim cited back to the dossier. Before the draft is final, a discovery check asks one question: is there a line the reader did not see coming and knows is true? If not, Patron writes it again.

IV.

Voice Audit

Nine craft passes run against the draft, six of them named for the writers behind them. Each flagged passage is surfaced with the problem it found and a suggested rewrite, for the fundraiser to weigh. Nothing is silently changed in the letter.

After Barthes, Karr, Williams, Yagoda, Fish, Lanham.

Every letter gets read back, charted, and given a verdict.

The draft is not the last word. Patron measures what it wrote and resolves the whole read into one call: send it, look again, or rework it.

Quality verdict

Ready, Review, or Rework, in two seconds. Synthesized from the discovery check, where the ask falls in the letter, and the audit flag counts. A real problem holds the letter at Rework; a clean draft clears to Ready.

Vital signs

Donor focus, concrete detail, rhythm, and hedging, charted sentence by sentence, with the expected ask zone marked. The emotional register is measured from the words on the page, compassion against gratitude, not guessed from the cause.

Signals after Brooks, Burk, and Goenka.

Donor simulation

The finished letter, read back in the prospect's own voice. What landed, what fell flat, the questions she would ask, and whether she would agree to a meeting. The reader, not the author, has the last word.

Org-fact guard

A coded check, not a prompt. If the letter states a CASL fact that is not in the verified set — an unconfirmed wing, a superlative, a reach figure — the verdict is held at Rework until a person confirms or removes it.

Not another generic AI fundraising tool.

Most AI tools for fundraising train on what already exists on the open web. Patron trains on the practitioners who codified it.

The practitioners Patron is built on

Fundraising

  • Burk on what donors say they want back
  • Schervish on identification, not persuasion
  • Ahern on the donor as hero

Craft

  • Williams on making the subject do the work
  • Yagoda on stealing voices to find your own
  • Fish on what an opening line is for
  • Lanham on the read-aloud test
  • Karr on memoir's honesty contract
  • Barthes on the death of the author

What that means for the letter

A major-gift letter is not a marketing campaign. It is the closest professional analogue to a private letter from one trustee to another. The donor is the protagonist. The organization is the cause she enabled. The ask is specific, named, and not buried.

The audit and the measurement layer are the parts of the pipeline most AI tools skip. A draft is easy. Reading it back as the donor, charting where it sags, and refusing to call it done until it earns a verdict is the difference between output and correspondence.

Built around CASL's four paths.

Every draft uses the names CASL uses internally. Not generic nonprofit copy.

Building on the wisdom of generations, CASL catalyzes the transformation of individuals, families, and the community for an equitable future. CASL Mission
Health
For seniors, caregivers, families.

Brain & behavioral. Family services. Preventative and coordinated care. The programs a donor like Margaret Yip cares about.

Education
Early, school, adult, caregiver.

Tutoring, ESL, workforce, mentorship. The programs that follow a CASL family across decades.

Human Services
Immigration, legal, housing, benefits.

The frontline services for new arrivals and elders. The expanded intake space the Hub will house.

Impact & Advocacy
Insight, action, advocacy.

The Anti-Hate Action Center. Policy work, research, and the public face of CASL's mission.

Begin.

Pick a preset donor to see all four stages and the measurement layer run end-to-end, or enter a real prospect from CASL's portfolio. Drafts stay private; only the people on the Cloudflare Access list can reach the studio.