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POLR AI
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AEC marketing and proposal teams

I build AI into the marketing and pursuit work AEC teams already do.

This page is for SMPS marketers, in-house AEC marketing teams, proposal and capture managers, and BD leaders who need AI inside real pursuit work. The usual starting points are past-performance reuse, RFP review and response structure, and submittal production support, built as private workflows in tools you already use (Deltek, SharePoint, InDesign, and similar), not as another proposal platform to log into. I work directly with your team to choose one useful starting point, implement it, and leave an internal owner who can run it.

More pursuits and tighter timelines do not have to mean the same one-person marketing seat does everything by hand. We pick one slow or expensive workflow, rebuild where the old steps waste time, and keep human review where quality and compliance require it.

Built for in-house AEC marketing teams, proposal and capture groups, and principals who own BD outcomes.

Work directly with Brennan Gerle, founder of POLR AI. Based in Chandler, Arizona; working with teams nationwide. Speaking with SMPS Arizona on practical AI for marketing and productivity.

Pursuit Work

Where marketing and pursuit work usually slows down

The delay is rarely the writing itself. It is finding the right past work, reading the RFP for what it actually requires, and producing the submittal from leftover files.

Finding the right past work

The project sheet, resume, or narrative you need is usually in SharePoint, Deltek, an old proposal, or someone's desktop. The next pursuit starts that search again.

Reading the RFP for real requirements

Someone reads the RFP, builds a response list by hand, and still worries a shall, a form, or a page limit got missed. Capture work waits on that transcription.

Producing the submittal

Resumes, project sheets, and layout get rebuilt from leftover files. A late change means another pass through the same production steps.

We start with a process you understand, pick one of these slow points, and rebuild it in the tools you already use.

Starting Points

Three places AI usually helps in pursuit work.

These are the usual starting points. We choose one, implement it with your team, and keep people on the decisions that quality and compliance require.

01

Past performance you can actually reuse

Problem

Project data, resumes, and write-ups live in too many places to trust on a short deadline. SMEs get asked for the same facts they have already sent.

What we build

A private way to find and reuse the firm's own past work, scoped to your systems and your people. Queries stay inside your stack.

What stays with people

Which project is the right proof, what the firm will claim, and what goes in the book.

02

RFP review and response structure

Problem

The RFP has to be read for real requirements before anyone can outline a response. Days go to listing shalls instead of deciding the approach.

What we build

A review workflow that pulls requirements, maps them to a response structure, and keeps the source paragraph in reach for SF330, SOQ, and similar formats.

What stays with people

Compliance judgment, win themes, and what the team will actually promise.

03

Submittal production support

Problem

Production time goes to re-flowing the same sheets, resumes, and graphics. A strategy change late in the week rebuilds files that were already almost done.

What we build

Production support that starts from structured content and the templates you already use, including InDesign when that is the production path.

What stays with people

Color review, visual quality, and the last decision before it leaves the firm.

Supporting Content

Content that feeds the next pursuit

Proposal work is easier when the firm already has current write-ups, visible principals, and pages BD can send. These are supporting systems, not a second product.

Supporting content systems that can feed pursuit work when an engagement scopes them.
ContentHow it helps the next pursuit
Project write-upsCapture what a finished project actually did while the team still remembers it, so the next pursuit is not starting from a blank sheet.
Principal and SME visibilityHelp principals and SMEs stay visible in their own voice, with drafts they can approve instead of rewrite.
Video and short clipsTurn existing site walks, interviews, and project footage into usable clips without making video a second full-time job.
Site and market pagesKeep market, service, and project pages current from the same source material the pursuit team already trusts.

Only promise what an engagement can scope. Content work is in play when it feeds the next pursuit, not as a stand-alone marketing department.

Audience

Who this is for

The same starting points show up across these seats. The owner of the workflow is different.

01

In-house marketing coordinators and directors

One seat often owns proposals, content, events, and the next shortlist. We pick one workflow that is actually eating the week and leave you able to run it.

02

Proposal and capture managers

The job is strategy, compliance, and review. Too much of it is hunting files and rebuilding outlines. We put AI on the slow parts and keep judgment with you.

03

Principals and BD leaders

You own the pipeline and the people. The question is whether the pursuit system can take more work without another hire. We start with one process you can see, not a platform roll-out.

Engagement

How we usually work together

The shape matches the rest of the practice: one workflow, built with the people who run it, left with an internal owner.

01

Name the starting point

We sit with the people who run the pursuit and choose one slow or expensive step. Past-performance reuse, RFP review, or submittal production are the usual first choices.

02

Map the current path

We walk a real RFP, a real library, or a real submittal. The old steps stay visible so we only rebuild the ones that waste time.

03

Build in your stack

We implement the workflow in tools you already use when access allows. Deltek, SharePoint, InDesign, and similar stay. This is not a new proposal platform to log into.

04

Leave an internal owner

Someone on your side can run daily use. I own the implementation during the engagement. Your owner owns ongoing use after it.

If the first conversation points somewhere else, start here:

Guardrails

How we treat your firm's work

  • Your past performance, proposals, and project files stay yours. We do not use them to train outside models.
  • Workflows run in your stack when access and feasibility allow. You are not asked to move the firm's memory into a separate proposal product.
  • Human review stays where quality, compliance, and what the firm will claim require it.
  • I work with your team on one starting point, implement it, and leave an internal owner who can run it.
Brennan Gerle, founder of POLR AI
Founder

Work with me directly

I founded POLR AI to put AI into operational work, not next to it. For marketing and pursuit teams, that means sitting with the people who already run RFPs, past performance, and submittals, then building one useful workflow they can keep.

I spent fifteen years in video production and creative leadership, including seven years running teams at an agency, before this work. The through line is the same: sit with the people doing the job, then build something they can run.

  • Member of the Claude Partner Network
  • Board member, AZIMA
  • Speaks on AI for leadership teams
Chandler, Arizona · Working with teams nationwide
FAQ

Questions from marketing and pursuit teams

Will AI replace my marketing coordinator or proposal manager?

No. The work that requires judgment stays with people: win themes, compliance calls, color review, and what the firm will claim. AI is for the slow steps around that work, such as finding past performance, reviewing an RFP for requirements, and supporting production.

Is our firm's past performance and project data safe?

Your knowledge stays private and scoped to your firm. We do not train outside models on your content. Workflows follow how your firm already handles confidentiality on federal and private pursuits.

Does this work with Deltek, SharePoint, InDesign, and similar tools?

Yes. We build in the CRMs, file stores, and production tools AEC marketing teams already use when access allows. The point is a private workflow in your stack, not a new place to re-enter ten years of project data.

We're a small firm with one marketer. Is this for us?

Yes. A single-seat marketing team is often where one slow workflow costs the most. We pick one starting point the person already understands and leave them able to run it.

How long does a first engagement take?

A typical first engagement follows the 90-day sprint shape: choose one workflow, implement it with your team, and review the result against a baseline we set together. Some teams start smaller. We decide that on the first call.

How is this different from AEC proposal AI software?

Those products are another system to adopt. I build private workflows in the tools you already use, with an internal owner who can run them. You are not buying a separate proposal platform, and I do not take a cut of a software seat.

Do you work with SF330s, SOQs, and federal pursuits?

Yes. Those formats are part of the usual starting points when that is the work your team already does. Human review stays on compliance and what the firm will submit.

What stays with people, and what can AI draft?

AI can draft, find, and structure material. People decide what is accurate, what is responsive, and what leaves the firm. We agree where a person must review before anything is reused or submitted.

Do we have to move off our current CRM or file store?

No. Existing systems can stay. The process may need to change. If a tool cannot support the workflow, we say so before we build around it.

Who owns the workflow after we work together?

I own the implementation during the engagement. Your internal owner owns ongoing business use after it. Daily use and routine exceptions can sit with that owner. Technical maintenance may still be needed.

Can you speak with an SMPS chapter or our marketing team?

Yes. I speak on practical AI for marketing and productivity, including with SMPS Arizona. Speaking is a separate path from an implementation engagement.

How do we start?

Book a call and bring one slow or expensive step in a current pursuit. I will tell you whether it is a good first workflow, whether a sprint is the right shape, or whether we should start smaller.
Let's Talk

Tell me which part of the pursuit work needs to get easier.

Share the slow step in a current pursuit: finding past work, reading the RFP, or producing the submittal. I will tell you whether it is a good first workflow, or whether we should start smaller.

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hello@polrai.comChandler, AZ · Working with teams nationwide