Northeast Envelope Solutions Case Study
8:09 MIN WATCH

Overview

Charlie co-owns a glass and glazing subcontracting business that delivers projects in Massachusetts while he manages his work from Southern California. As the business grew, manually reviewing drawings and preparing takeoffs consumed long nights and made it difficult to pursue larger, more complex projects.

With GuthrieAI’s Virtual Bid Assistant, Charlie receives takeoffs and organises project overviews easily, allowing him to focus on labour estimates, pricing and final proposals. He credits the support with helping the business secure larger projects, including recent jobs worth several hundred thousand dollars.

"The Guthrie team does my takeoff, provides my overview. I’m still going in and finalizing the proposal."

— Charlie Frey, Northeast Envelope Solutions

Too much time finding information, too little time working the bid

Despite extensive experience in the glass industry, Charlie spent nights searching architectural drawings, cross-referencing plans, elevations and wall sections, and organising the information needed for each proposal.

“The organization and the labeling … that was just a time suck.”

— Charlie Frey, Northeast Envelope Solutions

The work was time-consuming and carried significant financial risk if important details were overlooked. It also made preparing for scope discussions harder: answering a question could mean searching drawings again or promising to follow up.

Siding packages added another challenge. While glass was Charlie’s core expertise, assessing components such as flashing, furring and insulation required additional research. He needed a more reliable way to prepare bids and understand the full scope as the business grew.

Prepared takeoffs, clearer scope and more time for expert judgement

Charlie was introduced to GuthrieAI through a trusted industry contact. Initially, he questioned whether the technology would be accurate and whether delegating takeoff work would leave him less familiar with the job.

Using the service changed his perspective. GuthrieAI’s team prepares his takeoffs and project overviews, bringing the relevant information together for review. Charlie remains responsible for finalising proposals and estimating labour. He reviews elevations, details and equipment access, but now has the information ready in front of him instead of spending hours finding and labelling it.

"I'm able to see it, learn it, absorb it and understand it without the hunt. I think I do learn the job better because I have a more complete … range of information that I can absorb."

— Charlie Frey, Northeast Envelope Solutions

The organised information also helps him assess siding components and prepare pricing with greater confidence. He describes a better understanding of each project because he has a more complete set of information to review.

Doubling Revenue without the all-nighters

  • Working towards twice the previous revenue: Charlie reported a $3 million annual revenue goal, almost double his revenue since before GuthrieAI.
  • Larger project wins: The business secured recent jobs worth several hundred thousand dollars, covering showers, storefront and siding work.
  • More confidence in siding bids: Detailed component information helped Charlie assess quantities and pricing in an area outside his deepest expertise.
  • Stronger scope discussions: Clear scope breakdowns helped him enter meetings prepared to answer questions without repeatedly searching drawings.
  • Better time management: Prepared takeoffs and organised reports reduced the burden of manual searching and gave him more control over what he focused on.

"It’s really changed my time management, what I’m able to focus on."

— Charlie Frey, Northeast Envelope Solutions

For Charlie, GuthrieAI has helped create a bidding process he can trust as the business grows - securing larger opportunities while reducing the time spent gathering information.

2x
Revenue Growth Goal

Working towards $3 million in annual revenue compared to before GuthrieAI.

$100k+
Larger Project Wins

Secured recent jobs worth several hundred thousand dollars, including siding and storefronts.

Northeast Envelope Solutions Logo

Company NES - Northeast Envelope Solutions
Location Greater Boston, MA
Solution Doubling Revenue without the all-nighters

Key Project Impact

Revenue Target
$3M Annual
Doubling revenue from before using GuthrieAI
Recent Project Wins
$100k+
Jobs covering showers, storefront & siding work
Time Management
Improved
Eliminated the "time suck" of manually searching drawings

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FAQ's

Common Questions

No. The AI Apprentice does the first pass; an Estimating Agent Manager checks it and is your main point of contact. The initial 30-minute report is fully generated by AI.

No, we are promoting them. GuthrieAI is designed to eliminate the "grunt work" (manual takeoffs, hunting through PDFs, formatting documents) that causes estimator burnout. Instead of replacing your team, we free them up to become Agent Managers. They transition from being data gatherers to being strategic closers—reviewing AI summaries, applying their market knowledge to pricing, and spending more time building client relationships.

RFQs go out from your own estimating email address, with your estimator copied. We act as an extension of your team, not a third party.

Monthly, month-to-month. There is no long-term contract required.

Yes. It's all of your data, and you keep access to it even if you leave the platform.

We work with many subcontractors in the industry. However, we enforce strict NDAs, no data is ever shared between clients, and all RFQs go out under your company's name.

We are actively developing solutions for this. Currently, manufacturers with quote desks, such as Kawneer and YKK AP, already use our service today to streamline their internal processes.

Every account is powered by a hybrid operational layer: 1 AI Apprentice (our proprietary AI workflow automation system) and 1 dedicated human Estimating Agent Manager. The AI handles instant document organization, tracking, and proposal generation templates, while your Agent Manager ensures operational visibility, monitors critical deliverables, and guarantees 100% compliance with RFI and bid deadlines.

The platform converts fragmented, email-heavy processes into structured data. For RFIs, GuthrieAI automatically tracks submission dates, logs open questions, and manages continuity across addenda. For proposals, our AI Apprentice extracts core project requirements, isolate trade-specific scope, map exclusions, and rapidly assemble compliant, professional responses so you can submit accurate bids much faster.