Begin with what evaluators need to assess
Proposal development should connect each requirement to the proposed approach and the evidence that supports it. For competitive proposals covered by FAR 15.305, evaluators assess the factors and subfactors identified in the solicitation. Teams should therefore organize content around those criteria. Always follow the instructions and acquisition provisions that apply to the specific pursuit. Source: FAR 15.305 (opens in a new tab)
Before using AI, confirm the current solicitation version, applicable amendments, section assignments, and approved solution assumptions. A fluent response based on outdated inputs can still send the team in the wrong direction.
Where AI assistance may fit
The following applications may fit within an approved workflow. They represent proposed uses, not claims of measured performance or automated compliance.
| Proposal need | Possible AI-assisted task | Expert review required |
|---|---|---|
| Understand the requirements | Extract candidate obligations and organize them by topic, with source references | Compare the output with the complete solicitation; check conditions, amendments, and cross-references |
| Build a compliance map | Suggest links between requirements, evaluation criteria, and draft sections | Confirm every mapping and distinguish planned coverage from content actually present |
| Strengthen technical narratives | Suggest clearer explanations of an approved approach | Validate architecture, feasibility, mission relevance, and delivery commitments |
| Prepare for review | Identify possible gaps, contradictions, and unsupported claims | Determine which findings matter and assign specific revisions |
| Maintain consistency | Compare terminology, roles, and recurring commitments across sections | Resolve differences without removing necessary technical distinctions |
Start with one bounded task and assign a reviewer who understands the subject. Use public or synthetic example material to compare the output with a manually checked baseline before expanding the workflow.
Improve an explanation without inventing the solution
Consider this hypothetical draft sentence: “Our team monitors system performance and resolves issues.”
An AI assistant could prompt the writer to answer several questions: What does the team monitor? Who receives an alert? How does the team assess mission impact? When does it escalate an issue? What confirms restoration?
The technical lead must supply and validate those answers. The writer can then explain the approved process clearly. The assistant should not invent staffing levels, response times, tools, or service commitments to fill factual gaps.
The same discipline applies to discriminators. A persuasive phrase must identify a defensible advantage and connect that advantage to the customer’s priorities. Generic claims of innovation or superior performance add little without supporting evidence.
Make oversight part of the work
NIST’s Generative AI Profile identifies risks that include confidently presented false content, data privacy concerns, information security issues, and excessive reliance on AI. It recommends actions such as reviewing and verifying sources and citations. The profile provides voluntary guidance; it does not certify proposal compliance. Source: NIST AI 600-1 (opens in a new tab)
Proposal teams should review every output for accuracy, traceability to approved inputs, technical feasibility, and consistency with the team’s commitments. A generated “compliant” label cannot replace a review of the requirement and the actual response.
Before work begins, agree on permitted tools and information. Do not enter confidential proposal content, controlled information, or sensitive customer material into public AI tools. An enterprise label alone does not prove that a particular environment or use has been approved.
A proposed starting workflow
- Define: Select the task, expected output, permitted information, and reviewer.
- Ground: Identify the approved inputs and preserve references to the original material.
- Assist: Generate candidate analysis or revisions within the defined scope.
- Verify: Check facts, requirements, technical accuracy, and consistency.
- Integrate: Accept only reviewed changes into the controlled proposal draft.
Track accepted findings, missed issues, and the time required to correct the output. These observations can help the team determine whether to repeat a task. Results depend on the tool, inputs, task, and reviewer; this article makes no quantified productivity or win-rate claim.
Discuss your proposal support needs
Bowen Consulting Services helps government contractors develop compliant, compelling, evaluator-focused proposals through solutions architecture, technical volume leadership, writing, and review.
To discuss practical AI-assisted support for an upcoming or active pursuit, contact info@bowenconsultingservices.com (opens in a new tab). Keep initial correspondence general; discuss information-handling arrangements before sharing any proposal material.
Editorial scope
This foundational practice article does not report on a newly released product or a measured case study. The proposed applications, example, and workflow reflect editorial recommendations informed by the cited guidance. The article asserts no client results, endorsements, proprietary capabilities, or secure processing environment. Sources were checked October 10, 2026.