Human + AI
AI handles the volume. People own the judgment.
AutoGrant makes responsible human judgment more scalable. It does not remove the people accountable for strategy, evidence, relationships, financial decisions, program commitments, ethics, and final authorization.
The operating principle
The right question is not whether AI or a person performs the entire grant process.
The right question is:
Which work benefits from speed, structure, comparison, and consistency—and which decisions require accountable human judgment?
AutoGrant is designed around that boundary.
AutoGrant handles
- Scanning and organizing public opportunities
- Summarizing funder and program information
- Comparing opportunities with approved organizational context
- Extracting solicitation requirements
- Creating checklists, assignments, dependencies, and timelines
- Drafting from approved evidence and prior work
- Comparing drafts with questions and review criteria
- Flagging missing items, inconsistencies, and unsupported claims
- Organizing deadlines, obligations, and reporting inputs
- Preserving decisions, versions, and institutional history
People own
- Organizational strategy and priorities
- Funder, partner, community, and stakeholder relationships
- Program, clinical, research, and technical design
- Facts, outcomes, evidence, and interpretation
- Budgets, match, and financial representations
- Legal and institutional determinations
- Commitments made in the application
- Ethics, disclosure, and responsible use
- Final narrative and package approval
- Final submission authorization
- Award delivery, outcomes, finances, and funder communication
Across the work
| Work | AutoGrant handles | People own |
|---|---|---|
| Opportunity research | Scanning, summarizing, organizing, matching | Strategy and relationship context |
| Go/no-go | Scoring, evidence, risks, rationale | The pursuit decision |
| Requirements | Extraction, checklists, dependencies | Interpretation and commitments |
| Drafting | Structured first drafts | Facts, judgment, nuance, final wording |
| Review | Rubric and consistency checks | Quality, ethics, accuracy, approval |
| Submission | Package assembly and approved workflow support | Explicit final authorization |
| Stewardship | Obligation tracking, report preparation, reminders | Delivery, outcomes, finances, funder relationships |
Opportunity research
AutoGrant handles: Scanning, summarizing, organizing, matching
People own: Strategy and relationship context
Go/no-go
AutoGrant handles: Scoring, evidence, risks, rationale
People own: The pursuit decision
Requirements
AutoGrant handles: Extraction, checklists, dependencies
People own: Interpretation and commitments
Drafting
AutoGrant handles: Structured first drafts
People own: Facts, judgment, nuance, final wording
Review
AutoGrant handles: Rubric and consistency checks
People own: Quality, ethics, accuracy, approval
Submission
AutoGrant handles: Package assembly and approved workflow support
People own: Explicit final authorization
Stewardship
AutoGrant handles: Obligation tracking, report preparation, reminders
People own: Delivery, outcomes, finances, funder relationships
Review gates
A strong workflow separates preparation from authorization.
Recommended gates:
Opportunity context review
Confirm the opportunity and organizational context.
Pursuit decision
A named person approves, conditions, holds, or rejects the opportunity.
Requirements review
Confirm that the solicitation has been interpreted correctly.
Facts and evidence review
Verify every material fact, result, citation, and source.
Program or technical review
Approve scope, methods, outputs, outcomes, and commitments.
Budget and compliance review
Approve financial representations, match, registrations, and required disclosures.
Narrative review
Approve clarity, voice, completeness, and funder alignment.
Final submission authorization
A named authorized person permits the final action.
Source and assumption visibility
Generated content should distinguish
AutoGrant should not convert uncertainty into confident prose. Where evidence is incomplete, the product should expose the gap and ask for human resolution.
- Verified source material
- Public-source information
- Customer-provided statements
- Inferences
- Assumptions
- Missing information
- Draft language requiring confirmation
Contestable recommendations
AI Judge and quality checks are recommendations, not hidden commands.
People should be able to:
View the rationale
Inspect sources
Correct factual context
Add relationship knowledge
Change the decision
Record why they disagreed
Re-run the analysis with new information
Preserve the decision history
Organizational voice
“Writing in your voice” should mean more than copying sentence style.
The organizational profile can preserve:
People still review the final draft for nuance, authenticity, and current facts.
- Approved mission and history language
- Program descriptions
- Population and geography language
- Outcome definitions
- Evidence and claims
- Leadership terminology
- Technical or clinical terminology
- Equity and community language
- Statements the organization does not use
- Prior funder-specific adaptations
Grant professionals
AutoGrant should increase the value of grant expertise, not erase it.
Grant professionals bring strategy, funder interpretation, narrative judgment, relationship knowledge, ethics, facilitation, and pattern recognition. AutoGrant can carry repetitive research, structuring, drafting, checking, and coordination so that expertise is applied where it matters most.
For consultants, this can mean more client capacity and a more strategic deliverable. For internal teams, it can mean more opportunity coverage and less administrative rework.
The submission boundary
“No application is submitted without explicit authorization from a named person.”
AutoGrant may prepare a package and support approved workflow or portal actions where technically and contractually enabled. The final authorization remains human.
Keep exploring
See every review and control point on a real opportunity.
We will show the scorecard, requirements, drafting, evidence review, budget review, and final authorization path.