From Prompts to Proposals: An AI Maturity Model book cover

From Prompts to Proposals: An AI Maturity Model

Lohfeld Consulting Group: A Practical AI Maturity Model for Bid & Proposal Teams

By Brenda Crist, APMP Fellow
Beth Wingate, APMP Fellow

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Overview

In April 2024, Lohfeld Consulting released Insights Volume 5: Harnessing the Power of AI for Proposal Professionals. Since then, bid and proposal teams have transitioned from experimentation to broad adoption — but many have done it without a system. Writers were inserting unverified AI outputs into final volumes. Reviewers were reading past content that mixed up two different customers. The risk wasn’t theoretical; it was showing up in submissions that were costing teams their scores and their credibility.

From Prompts to Proposals: An AI Maturity Model closes that gap. It is built on a simple premise: proposal outcomes improve when organizations move from ad hoc effort to disciplined execution. The book lays out a practical, five-level maturity model that moves AI from an abstract capability into disciplined proposal operations — with a self-assessment, ethical AI guardrails, and reusable checklists you can apply on your next bid.

Whether you’re exploring AI for the first time, struggling to standardize what individual contributors have started, or trying to scale what’s working into a trusted, governed capability, this book is written for where you are right now.

What’s inside

Introduction | AI Maturity Model for Bids and Proposals

  • AI Maturity Model Overview
  • Level 1: Explore – Ad Hoc Use and Curiosity
  • Level 2: Apply – Repeatable Use Cases and Early Wins
  • Level 3: Standardize – Shared Workflows and Guardrails
  • Level 4: Scale – Quality, Trust, and ROI
  • Level 5: Transform – Human-Led Orchestration, Transformation, and the Future
  • Summary: Why Maturity Matters
  • How to Use This Book

Chapter 1 | Maturity Model Level 1: Explore – Ad Hoc Use and Curiosity

  • Understand What AI Can Do versus What Humans Should Do
  • Why AI Matters Now for Proposal Professionals
  • How AI Is Changing Proposal Work Today
  • Understand How Prompts, Context Engineering, Persistent Workspaces, and Structured Process Instructions are Evolving
  • Understand How Customers Use AI in Proposals
  • Key Takeaways from Chapter 1
  • Level 1 in Practice: What Proposal Work Looks Like at This Stage

Chapter 2 | Maturity Model Level 2: Apply – Repeatable Use Cases and Early Wins

  • Tactical Ways to Apply AI in Proposal Development
  • A Practical Use-Case Library for Adoption at Scale
  • Where AI Actually Saves Time and Effort
  • Use AI to Improve Win Strategy, Shaping, and Bid Decisions at Level 2
  • Key Takeaways from Chapter 2
  • Level 2 in Practice: What Proposal Work Looks Like at This Stage

Chapter 3 | Maturity Model Level 3: Standardize – Workflow, Content, and Guardrails

  • Workflow Integration
  • Implement Security Guardrails as a Proposal Operations Discipline
  • Establish Guardrails for Hallucination, Bias, and AI Speak
  • Content Readiness: Good Data Hygiene and Organization
  • Content Readiness: Fixing the Knowledge Base and Why Content Tagging Matters
  • How to Build a Configured AI Workflow for Proposal Writing
  • Operationalizing AI in High-Volume Proposal Environments
  • The AI-Enabled Proposal Professional at Level 3: New Skills, New Responsibilities
  • Managing Resistance, Skepticism, and AI Fatigue
  • Key Takeaways from Chapter 3
  • Level 3 in Practice: What Proposal Work Looks Like at This Stage

Chapter 4 | Maturity Model Level 4: Scale – Quality, Trust, and ROI

  • Improve Proposal Quality Using AI
  • Create and Enforce a Proposal Style Guide to Improve Quality
  • Eliminate AI Speak to Protect Evaluator Trust
  • Increase Evaluator Trust Through Ethical AI Use
  • Where the Greatest ROI from AI Actually Comes From
  • Use AI to Improve Win Strategy, Shaping, and Bid Decisions at Level 4
  • Maximize AI Implementation
  • Measure What Matters: Improving Proposal Outcomes with AI
  • Three Years of AI: What the Results Really Show
  • The AI-Enabled Proposal Professional at Level 4
  • Key Takeaways from Chapter 4
  • Level 4 in Practice: What Proposal Work Looks Like at This Stage

Chapter 5 | Maturity Model Level 5: Human-Led AI Orchestration – Transformation and the Future

  • Human Approval Gates at Level 5
  • From Assistants to Agents: The Proposal Operating System
  • Design the AI-Enabled Proposal Organization of the Future
  • The AI-Enabled Proposal Professional at Level 5
  • Key Takeaways from Chapter 5
  • Level 5 in Practice: What Proposal Work Looks Like at This Stage

Chapter 6 | Operating at AI Maturity: Sustaining Human-Led AI at Scale

  • The Operating Rhythm of a Level 4–5 Proposal Team
  • When AI Fades into the Background
  • When AI Goes Wrong and Why Prepared Proposal Teams Win
  • How Humans Remain Visibly Accountable
  • The Practical Outcome of Maturity
  • Conclusion: Operating at AI Maturity

Appendices

  • Appendix A | AI Maturity Model Self-Assessment
  • Appendix B | Ethical AI and Governance Quick Reference
  • Appendix C | Checklists and Easy Reference (AI Strategy, Information Organization, Measuring Effectiveness, Human Approval Gates, Skills of the AI-Enabled Professional, Ethical AI)
  • Appendix D | Additional Resources
  • Glossary, Acronym List, Index

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