GrantCopilot.ai

Build a logic model for your NSF, NIH, or nonprofit grant

A logic model shows reviewers how your inputs and activities lead to outputs and outcomes. Pick your funder and GrantCopilot gives you the columns it expects, drafts NSF and nonprofit models from what you have already written, and exports the model with your proposal.

What goes in a logic model

Starting point

What the model is built around. NSF starts from a goal and research questions, NIH from a program goal and Specific Aims, and nonprofits from the problem or need.

Inputs

The resources the project draws on: staff, faculty, volunteers, partners, facilities, funding, and prior work.

Activities

Five to seven high-level, action-oriented statements that start with a verb such as run, develop, or train. They are not a task list.

Outputs

What the activities produce. Things you count (people served, sessions held) and things you create (a curriculum, a manual, a program).

Outcomes

The changes that follow, in three steps: short-term during the project, mid-term near or just after it ends, and long-term after it.

Impact

NIH and nonprofit formats end with impact: the broader change for the field, the workforce, or your community. Do not promise to measure it.

Three formats, one for each kind of funder

NSF Theory of Change

The goal-to-outcomes chart NSF reviewers expect, built around your research questions.

Starts from

Your goal and up to 3 research questions

Columns

  • Inputs
  • Activities
  • Outputs
  • Short-term outcomes
  • Mid-term outcomes
  • Long-term outcomes

GrantCopilot drafts the columns from your goal, questions, and linked proposal.

NSF logic model guide

NSF proposal guide

NIH program logic model

For R25, training, and center grants. Each activity ties back to a Specific Aim.

Starts from

Your program goal and Specific Aims

Columns

  • Specific Aims
  • Inputs
  • Activities
  • Outputs
  • Outcomes
  • Impact

You fill in each column, starting each activity with the aim it serves.

NIH logic model guide

NIH proposal guide

Nonprofit program logic model

The W.K. Kellogg format most foundations and government funders ask for.

Starts from

The problem or need your program addresses

Columns

  • Inputs
  • Activities
  • Outputs
  • Short-term outcomes
  • Mid-term outcomes
  • Long-term outcomes
  • Impact

GrantCopilot drafts the columns from your problem statement and linked proposal.

Nonprofit logic model guide

Nonprofit grant writing

Logic model examples

An illustrative Theory of Change model for a broadening participation project. Read it left to right: every outcome follows from an output, and every output from an activity.

Goal

Increase the number of first-generation students who complete undergraduate research in environmental engineering.

  1. Inputs
    • Faculty mentors
    • Department and college support
    • Two community college partners
    • Prior pilot data
  2. Activities
    • Recruit community college transfer students
    • Develop a mentored summer research curriculum
    • Train faculty and graduate student mentors
    • Establish a peer cohort that meets monthly
  3. Outputs

    Counted

    • Students enrolled
    • Mentors trained

    Created

    • Mentoring manual
    • Research curriculum
  4. Short-term outcomes
    • Participants gain research skills
    • Participants report a stronger sense of belonging
  5. Mid-term outcomes
    • Participants stay in engineering majors
    • Partner colleges adopt the curriculum
  6. Long-term outcomes
    • A more diverse environmental engineering workforce
    • A reusable model for other institutions

How the logic model builder works

Step 1

Pick your funder

Choose NSF, NIH, or nonprofit. Each one gets the columns that funder expects, so you are not reshaping a generic template.

Step 2

Start from your own words

Enter your starting point: a goal and research questions, a program goal and Specific Aims, or the problem your program addresses.

Step 3

Draft and edit

For NSF and nonprofit models, GrantCopilot drafts the columns from what you wrote. It does not invent partners, numbers, or institutions. Every entry is editable.

Step 4

Link it to your proposals

Link a logic model to one or more proposals. It exports as a table in their PDF and Word documents, and AI review checks your draft against it.

Learn the terms in the logic model glossary entry.

Draft your logic model with GrantCopilot

Start a 7-day free trial and build a logic model for your next NSF, NIH, or nonprofit proposal.

Frequently asked questions

Does NSF require a logic model?

The PAPPG does not require a logic model; individual solicitations decide. S-STEM, for example, requires a logic model or theory of change, ATE makes one optional, and EPSCoR RII-FEC accepts one. When it is included, it usually goes in the Project Description and counts toward your page limit, though S-STEM asks for it as a Supplementary Document. Read your solicitation, and ask your Program Officer if it is unclear.

Does NIH require a logic model?

Only when the funding announcement asks for one. The parent K12 announcement, for example, expects evaluation plans to include the program logic model, and some center and intervention research announcements ask for or strongly suggest one. The parent R25 announcements require an evaluation plan but do not mention a logic model, though one is a practical way to build that plan. Research grants such as R01 and R21 rarely need one unless the announcement says so. Check the announcement you are applying to.

Do nonprofit funders require a logic model?

Some foundations require one, and many more ask for its pieces: goals, outcomes, and an evaluation plan. Government funders vary: some require one and score it, and some publish their own logic model and ask you to show how your work fits it. The W.K. Kellogg format (inputs, activities, outputs, outcomes, and impact) is a common starting point. Even when it is optional, it gives the reader a one-page view of how your program works.

What is the difference between an output and an outcome?

Outputs are the direct products of your activities, such as the number of people served or a curriculum you wrote. Outcomes are the changes that follow, such as new skills, changed behavior, or improved conditions. Every outcome should follow from an output, and every output from an activity.

What is the difference between a logic model and a theory of change?

A theory of change explains why you expect your activities to produce change. A logic model lays out the chain from inputs through activities and outputs to outcomes, usually as a one-page visual. NSF's Theory of Change logic model combines the two: the chain plus the reasoning behind each link.

Will GrantCopilot make up details for my logic model?

No. A draft is built from your own text and the text of a linked proposal. Where your text says nothing about a column, entries are described by type, such as "Program staff" or "Faculty with expertise in the study area", and GrantCopilot does not name people, partners, or institutions or add numbers you did not give. You review and edit every entry before it goes into a proposal.

Which plans include logic models?

Every plan includes logic models, in the formats that match it. Planning and Professional include all three formats: NSF, NIH, and nonprofit. Nonprofit includes the nonprofit format, and Research includes the NSF and NIH formats. Plans start at $25/month. Every plan starts with a 7-day free trial.