AI Isn’t Replacing Proposal Teams, It’s Changing Them

Whether you’re responding to an airport concession RFP, engineering proposal, healthcare solicitation, educational offering, or corporate bid… chances are someone on your team has used ChatGPT, Microsoft Copilot, Claude, or another AI tool to get started. Honestly? There’s nothing wrong with that.

AI has become an incredibly valuable resource. It can cut development time, eliminate writer’s block, organize complex information and data, summarize lengthy RFP documents, and turn a blank page into a first draft in record time. BUT…let’s be clear: it’s not the final product.

We’ve seen clients across multiple industries embrace AI as part of their proposal writing and development process. Some use it incredibly well. Others rely on it too heavily, and you can immediately tell something is missing—their mission, their values, their personalized touch…the content can come across as cold and not land well. It’s missing authenticity.

When the content could belong to anyone, does it really belong to you? While AI can generate words quickly, winning proposals require much more than just words on a page.

The strongest RFP submissions combine AI speed with the strategy, expertise, creativity, and human perspective experienced proposal teams bring to the table.

Let’s settle the debate: Em dashes (—) are not a ChatGPT or AI invention!
They’ve been a legit part of English grammar and professional writing for centuries. Writers, editors, and authors have used them for generations. AI didn’t create the em dash – it just happens to use it, too. Sometimes too much (lol), but that doesn’t automatically make it “incorrect writing”.

Blaming every em dash on ChatGPT is like…blaming every comma on your keyboard. Debate settled!

Where AI Excels

When used correctly, AI can save proposal teams hours…and even days of work. Many RFPs span 100s of pages, making it difficult to quickly identify the information that matters most. Some of the most valuable ways we’ve seen proposal teams use AI include:

Breaking down complex RFP documents
Creating proposal requirement outlines
Identifying submission details and deadlines
Pulling evaluation criteria and scoring methodology (this is HUGE!)
Identifying required forms and deliverables
Building compliance requirement checklists

Evaluation criteria and scoring methodology are arguably some of the most important information buried inside an RFP. Instead of digging through 100s of pages to piece everything together, AI can help teams quickly understand the high-level structure and requirements before diving in.

Creating Proposal Outlines

One of AI’s biggest strengths is organization. It can take complex RFP requirements and generate a clean proposal outline that mirrors the evaluation criteria while consolidating information into a more manageable working document. That allows proposal teams to spend more time developing the response and less time formatting outlines.

Example AI Prompts for Proposal Teams

Summarize a Complex RFP:
“Summarize this RFP into the major sections, identify all submission deadlines, compliance requirements, evaluation criteria, mandatory forms, and highlight any pass/fail requirements.”

Build a Proposal Outline:
“Using this RFP, create a proposal outline that mirrors the evaluation criteria and organizes the required information into logical sections.”

Drafting First-Pass Content

Need a starting point? AI is excellent at creating an initial draft. But the first draft should never be considered the final product. It still requires human review, refinement, and customization. Whether it’s:

Company overviews
Executive summaries
Sustainability initiatives
Operational descriptions

AI can reduce the intimidation of a blank page, create a consistent starting point, ensure a consistent tone of voice, and get the story moving in the right direction.

AI can help write the first draft. Your expertise still needs to shape the final story.

Improving Readability

Already have content? Even better. No two RFPs are identical, and what worked—or scored well—on one submission might not work for the next. Every proposal requires a personalized approach that answers the specific questions, requirements, and evaluation criteria outlined in the RFP.

AI can help:

Improve grammar, reduce repetition
Simplify technical language
Tighten long paragraphs and improve sentence flow
Make complex information easier to understand

AI can be incredibly useful for refining existing content, but a high-scoring, award-winning RFP still requires human judgment, industry expertise, and a fresh pair of eyes.

Sometimes the content is already there–it just needs a little polish.

Where Human Expertise Still Wins

This is where proposals are won or lost. AI can generate content. It cannot understand your company the way YOU do. Your mission, values, culture, voice, experience, and the stories behind YOUR business still require human expertise.

AI may understand your industry, but it doesn’t automatically understand your company, your pursuit, or your story.

Every Brand Has a Voice

One of the biggest challenges with AI-generated proposals is that they often sound…professional. Polished. Well-written…and exactly like everyone else’s proposal. AI-generated content is based on patterns, and sometimes the output gives you exactly what you asked for–not necessarily what you actually need.

Winning proposals aren’t just informative. They’re memorable. They communicate:

your culture
your values
your differentiators
your personality
your commitment

AI can learn those things when given the right context, but the authenticity behind them still comes from people…make your story desirable; let it be heard!

AI Hasn’t Lived Through Your Story

In industries like airport concessions, hospitality, engineering, architecture, and construction, experience matters. AI-generated content may understand your industry, but it hasn’t lived through your company’s experiences or witnessed the operational expertise behind them. It wasn’t in the conference room. It didn’t manage the project, solve the problem, learn the lesson, build the relationship, or celebrate the win.

While it often sounds polished, it doesn’t always understand your unique story. YOU know your business 100%; that’s where your expertise is still needed…and needs to shine!

AI doesn’t automatically know:

Why your company was founded
What makes your team unique
Lessons learned from previous projects
How clients describe working with you
The passion behind your brand

Those are the details evaluators remember. Those are the differentiators that help you stand out from the rest.

Common AI Mistakes We See in Proposal Writing:

Repeating the question instead of answering it
Using generic language instead of company-specific examples
Inventing facts or statistics
Writing overly long paragraphs
Missing the evaluation criteria
Losing the company’s unique voice

AI Doesn’t Read Between the Lines

Just because AI answers a question doesn’t mean it answered the question. Experienced proposal professionals know that many RFP questions are asking for more than what’s written on the page.

There is an art and science behind writing a winning proposal… if there wasn’t, companies wouldn’t have dedicated proposal departments, business development teams, or pay consultants to help craft a winning bid, or better yet – why submit at all? If it were that easy, every proposal would simply say, “Here’s our logo, a blurb about us, we can do this for $X…can we win your business?” If only it were that simple!

If proposal writing were as simple as copy/paste AI-generated content, organizations wouldn’t invest in dedicated proposal teams, consultants, and subject matter experts…let that sink in.

Evaluators often expect respondents to address underlying concerns such as:

Operational readiness
Innovation
Existing pain points
Customer experience
Risk mitigation
Implementation strategy
Financial stability and/or capability
Long-term value

Define the value. Define your WHY. Understanding what’s really being asked comes from experience…not an algorithm!

AI Is Your Right-Hand Assistant, Not the Final Reviewer

AI can be an incredibly valuable right-hand assistant. It can move fast, organize information, draft content, and help keep a proposal moving forward. But you’re still the expert in the room.

Perhaps one of the biggest mistakes proposal teams make is copying AI-generated content directly into the proposal and thinking, “We’re done.” Ummm…not exactly!

Every AI-generated response still needs a human review against the actual RFP requirements. Put them side by side, apples to apples, does it answer the question? Does this satisfy the RFP ask? Is it sufficient or just OK? Will we lose points? Simply ask:

Did this actually answer the question?
Did it address every evaluation criterion?
Is it factually accurate?
Does it sound like our company?
Did AI invent anything?
Is it too generic?
Is it too wordy?
Does it need supporting data or examples?

AI can help you get there faster…and today, we all LOVE speed; but you’re still responsible for what crosses the finish line.

Finding the Right Balance

One thing we’ve noticed working with proposal teams of all shapes, sizes, and industries is that AI tends to fall into one of two extremes. Sometimes it provides very little detail. Other times…it provides far too much.

Long paragraphs filled with industry buzzwords and unnecessary words – or, as we industry buffs say, “filler words or fluff”– don’t necessarily make a proposal stronger; they can actually bury the information evaluators need to find and score. If the evaluator has to think twice about what they just read…or re-read, you already lost them.

Prime example:
Evaluators are often reviewing 100s or 1,000s of pages from multiple bidders; imagine that…your eyes would get tired too! If the evaluator has to piece together your story and search for buried details at the end of a paragraph when they should be front and center, you’ve already lost their attention.

If an evaluator has to search for your story, you’ve already made their job harder.

The goal isn’t simply to generate more words. Strong proposal design also has to make that information easy to understand and navigate. The goal is to create the right balance between:

Proposal design + infographics
Compelling visual storytelling
Brand voice and personality
Supporting data to back it up!

That’s where human editing becomes invaluable. YOU are the expert, so why let AI bury your expertise under a mountain of words?

AI Is a Tool, Not a Strategy

The strongest proposals don’t choose between AI and human expertise…they combine both.

After developing creative and proposal solutions for organizations across airport concessions, hospitality, engineering, healthcare, and other proposal-driven industries, we’ve seen AI become an increasingly valuable tool…but never a replacement for strategy.

Think of AI as your right-hand assistant, not the only author.

Use it to work faster. Rely on your team to make the work smarter, more accurate, more authentic, and ultimately more compelling.

Always have a fresh pair of eyes review, double- and triple-check to make sure everything is accurate. As builders say…measure twice, cut once!

Final Thoughts on AI

AI is changing proposal development across industries of all shapes and sizes, from highly regulated environments to complex corporate pursuits – and that’s a good thing. Used thoughtfully, it helps teams work more efficiently, organize information faster, and spend less time staring at blank pages.

But the proposals that stand out aren’t the ones with the most polished AI-generated content. They’re the ones that feel authentic. The ones that tell a story. The ones that clearly communicate who you are, why you’re different, and why you’re the right partner.

Because while AI can generate words…It still can’t replace experience, creativity, strategic thinking, or the human touch behind a winning proposal.

Need an experienced creative partner to help craft a strategic proposal?

Diace Designs partners with organizations across airport concessions, hospitality, engineering, and other proposal-driven industries, transforming complex information into polished, strategic proposals designed to stand out, score well…and win BIG!