From blank page to first draft: AI-assisted forms, rubrics, and conflict-of-interest questionnaires.
AI drafts the setup. You edit it. You decide what gets published.
By Ion Despoiu. Originally posted on LinkedIn, .
Every association program starts the same way. Someone hands you a pile of requirements, a call for submissions, last year’s criteria, a board memo about eligibility, and asks you to turn it into a working program. Before a single applicant sees anything, you have to build three things out of that pile: a submission form that captures the right information, an evaluation rubric your reviewers can actually apply, and a conflict-of-interest questionnaire that holds up if a decision is ever questioned.
That first pass is the slow part. It is repetitive, it is easy to get wrong, and it usually happens in an empty builder with a deadline already moving toward you.
We added something to make that first pass faster. New Empact Work now drafts your submission form, your evaluation rubric, and your conflict-of-interest questionnaire for you. You paste your requirements, or your scoring and disclosure guidance, pick the program type, and get an editable first draft. You refine it, then you publish. No more starting from a blank page.
The order matters, and it is deliberate. AI proposes. You edit. You decide what goes live.
The three hardest blank-page moments
These three artifacts are where program setup actually stalls, because each one is a translation problem: turning informal guidance into a structured thing a reviewer or applicant can use.
Submission forms
A good intake form asks for everything a reviewer needs and nothing that wastes an applicant’s time. Getting that balance right from a requirements document is fiddly work. Paste the requirements, choose whether it is an innovation, awards, grants, or scholarship program, and you get a structured draft form with the fields, field types, and instructions already laid out. Then you adjust what does not fit.
Evaluation rubrics
A rubric is where fairness lives. If the criteria, weighting, and scale are not set before submissions open, scoring drifts toward gut feel, and the outcome gets harder to defend when someone asks how a decision was reached. Paste your scoring guidance and get a draft rubric with criteria, weights, and a scale you can tune. The point is not to invent your standards. It is to get the standards you already have into a structured, reviewable shape faster.
Conflict-of-interest questionnaires
Conflict of interest is the artifact most programs bolt on last, right when it matters most. For a 501(c) awards or grants program, a reviewer’s undisclosed conflict is exactly the kind of thing that surfaces after a decision rather than before it. Paste your disclosure guidance and get a draft questionnaire that captures financial, professional, and personal conflicts in structured fields, ready for you to refine for the specific program.
The boundary that makes this safe
There is a version of AI-assisted setup that quietly takes the pen. The AI writes the form, sets the criteria, defines what counts as a conflict, publishes all of it, and the staff member becomes a rubber stamp. That is not what this is.
On New Empact Work, AI drafts, staff edit, and staff publish. It is the same boundary we hold everywhere else in the platform, where AI helps reviewers synthesize and surface disagreement but never scores a submission or decides a winner. That boundary now applies to setup too. The AI gets you from a blank page to a first draft. It does not get to decide what your program asks, rewards, or discloses. You do.
That is the line between a tool that saves you time and a tool that quietly makes decisions you cannot explain later.
It works across every program type
Innovation programs, awards, grants, scholarships, fellowship-style evaluations, and general calls for applications. The same drafting works across all of them, because the underlying platform runs any structured application and review process on one architecture. You pick the program type so the draft starts from the right shape, and then you make it yours.
Questions we get about it
Does the AI decide anything or publish on its own?
No. The AI proposes an editable draft. Nothing goes live until a staff member reviews and publishes it, and the AI never scores a submission or decides an outcome.
Can I edit the draft, or is it take it or leave it?
Every draft is fully editable, fields, criteria, weights, and disclosure questions included. The draft is a starting point, not a finished artifact.
Which program types does it support?
Innovation, awards, grants, and scholarship programs, plus fellowship-style evaluations and general calls for applications. You pick the program type so the draft starts from the right shape.
Does this replace our own criteria or standards?
No. It takes the requirements and guidance you already have and gets them into structured form faster. Your standards stay yours.
Setting up a program should not start with a blank page and a deadline. It should start with a draft you can react to.
Most platforms give you an empty builder. New Empact Work gives you a first draft, and leaves every real decision with you.