4 min read · 416 Strategy
You can usually tell. Here's what gives it away — and what to do about it.
If you've read a lot of nonprofit communications, you've probably encountered AI-generated copy without being told it was AI-generated. It has recognizable patterns: it leads with the organization's mission statement repackaged as inspiration, it uses phrases like "transformative impact," "empowering communities," and "making a difference" without specific evidence, it follows a predictable paragraph structure (problem → your solution → call to action), and it has no grit — no specific person, no uncomfortable truth, no distinctive voice. It's smooth in a way that real writing almost never is.
AI generates copy by predicting what words most commonly follow other words in similar contexts. Nonprofit fundraising emails have their own statistical vocabulary — a set of phrases that appear so frequently in the training data that they become the path of least resistance for the model. The more generic your prompt, the more the model defaults to this shared vocabulary. The result is copy that could be true of 5,000 organizations but feels specific to none of them. It's not wrong. It's just interchangeable.
The antidote to generic AI copy is specificity — and specificity comes from you, not from the model. A real name: Maria, not "a woman we serve." A real number: 47 families, not "countless people." A real detail: the recipe card tucked into the grocery bag, not "a personal touch." A real quote: "I almost didn't come in," not "many of those we serve express initial hesitation." When you give AI specific inputs, it will write specifically. When you give it vague inputs, it will write vaguely. The specificity is yours to supply.
Every piece of AI-assisted copy should go through one final editing pass with a single question: would a specific person from our program recognize themselves in this? If the answer is no — if the copy could be from any organization working with any population on any cause — it needs revision. This is not a high bar. It just requires adding one concrete detail, one real name, one specific outcome. That single revision moves the copy from generic to credible.
Free insights
Practical strategy for Christian nonprofits — no fluff, no pitch.
Free starting point
The free Clarity Audit is a personalized look at your message, donor journey, or digital presence — with a scorecard and 90-day roadmap.
More in Messaging