The Business Case
The cost of unclear language is already in your operating budget.
It appears as avoidable calls, repeated work, abandoned applications, preventable disputes, and AI answers no one can defend.
What governed language buys you
Fewer calls, complaints, and escalations. A notice people understand the first time can prevent calls made only to ask what it means. The appeals that remain are more likely to involve a real disagreement.
More completed actions. Applications get completed, payments made, appointments kept, instructions followed.
Defensible AI. You keep the standards, the tests, and the results. When someone asks what your AI was allowed to say and how you checked it, you can show them.
Trust that compounds. When people understand what happened and what to do next, they are more likely to remain engaged.
What ungoverned language costs you
Volume. Call centers drowning in questions your own documents created.
Rework. Appeals, fair hearings, resubmissions, corrections: the same conversation, paid for twice.
Abandonment. Benefits go unclaimed. Treatments are dropped. Forms go half-finished. People who need a service can give up before they receive it.
Exposure. The unreviewed sentence that becomes the complaint, the finding, the headline.
What the evidence tells us
Notice problems create administrative errors.
The U.S. Department of Agriculture found that almost 25 percent of state errors in cases where Supplemental Nutrition Assistance Program benefits were denied, ended, or suspended could be traced to problems with notices. Some notices were not sent. Others were incorrect, incomplete, or unclear.
Source: U.S. Department of Agriculture, Food and Nutrition Service, Best Practices in Developing Effective Supplemental Nutrition Assistance Program Client Notices, 2014.
A better discharge process reduced hospital use.
The Agency for Healthcare Research and Quality reports that patients in the Re-Engineered Discharge program had a 30 percent lower rate of hospital use during the 30 days after discharge. The program combined clear written instructions, medication review, patient education, and follow-up after discharge. The result belongs to the entire program, not to the writing alone.
Source: Agency for Healthcare Research and Quality, Re-Engineered Discharge Toolkit, Tool 1: Overview.
Studies disagree about financial-aid verification and enrollment.
A 2021 Tennessee study estimated that students selected to verify information on the Free Application for Federal Student Aid were 3.8 percentage points less likely to enroll in college. The authors describe that as a 4.9 percent decline. The effect was larger for underserved students and people who filed later.
A 2023 California study found no statistically significant enrollment decline, although verification reduced the grant aid students received. The studies examined different populations and used different methods. Institutions should therefore measure their own results.
Sources: Jason C. Lee, Madison Dell, Manuel S. González Canché, Alex Monday, and Amanda Klafehn, The Hidden Costs of Corroboration: Estimating the Effects of Financial Aid Verification on College Enrollment, 2021.
Oded Gurantz and Yung-Yu Tsai, The Impact of Federal Administrative Burdens on College Enrollment, 2023.
What this looks like in your sector
These are measures worth tracking, not outcomes we guarantee. An audit identifies which measures to track. Your own data shows whether they improve.
Health and health technology
Onboarding completion, adherence to care instructions, avoidable support calls, billing and coverage disputes, and AI answers staff can defend when a patient acts on them.
Education and education technology
Onboarding and enrollment completion, financial-aid verification drop-off, avoidable support calls, and messages that help students recover when something goes wrong.
Financial services and financial technology
Declined applicants who return after taking the next step, servicing calls, complaint and dispute rates, and disclosures examiners can follow.
Government and nonprofits
Completed applications, access to benefits and services, appeal and fair-hearing volume, missed contacts, waitlist attrition, and avoidable calls.
Across sectors
A consistent voice as teams and channels grow, and language that scales without outrunning the mission.
Internal communication
Policy announcements employees understand the first time, benefits notices that do not flood the human resources inbox, and managers who explain changes consistently across teams.
How to test it yourself
Start with one recurring communication and one measure: clarification calls, incomplete applications, or missed responses. Establish a baseline, revise the message, and track what changes.
Start with three to five communications and the measures you already track.