Blog
Writing for the people who run the projects.
Logframes and indicators, delivery and evidence, donor reporting, and what accountable AI actually means for a project record. Written for practitioners, whether or not you use Hoverview.
September 2026
beneficiaries · coordination · data quality · double counting · humanitarian
Why cross-partner overlap cannot be solved by better forms
Within-programme double counting can be fixed at the data entry point. Cross-partner overlap cannot, and pretending otherwise inflates every aggregate the sector produces.
Read the article
logframe · results frameworks
The difference between an output and an outcome, settled
The question is asked in every logframe workshop. The answer has been in the source text of the method since it was written.
Read the article
AI philanthropy · data quality · donor reporting · funding · results frameworks
The wave is real. The plumbing is not
The organisational readiness question has been asked. The harder question is whether anyone can measure what the money does.
Read the article
August 2026
Design
New versus repeat: the hardest number in the sector
Summing reach across periods without knowing whether someone is new or returning produces a number that is wrong in a direction nobody can estimate.
Read the article
AI · logframe · programme design · results frameworks
AI can draft a logframe. It should not confirm one
Where AI helps in logframe design, where it cannot, and why the confirmation step must stay with a person.
Read the article