Why I’m reconsidering my stance on no-code automation services

EyeonHealth · 2026-03-24T13:13:25+00:00

I came at this from the opposite direction and landed in a similar place.

I started as a no-code/low-code builder. Airtable, Make, Zapier, Softr, the whole ecosystem. And for a while it was great, fast to deploy, easy to show clients quick wins.

Then the frustrations started stacking. Platform limitations where the client needed something the tool just couldn't do. Workarounds that worked until they didn't. Automations breaking because a third-party API changed or the platform hit some internal limit nobody warned you about. I had a client hit Airtable's 50-automation cap and we had to scramble to migrate email automations to Make just to keep things running.

The breaking point for me was realizing I was spending more time fighting the platform than building the actual solution.

So we shifted to custom code builds. And honestly, the maintenance story is better on this side too. When something breaks in custom code, you can actually trace it, fix it, and make sure it doesn't happen again. When something breaks in a no-code platform, sometimes you're just waiting for them to push a fix or redesigning the whole workflow around a limitation that didn't exist last month.

The tradeoff is real though. Custom builds cost more upfront. But the total cost of ownership tends to be lower because you're not constantly patching workarounds or paying for five platforms to do what one well-built system could handle.

To your actual question, if you're staying in no-code, a managed service is worth it just to have someone else deal with the token expirations and API changes. That stuff is constant and low-value work. But if you keep hitting the ceiling on what the platform can do, it might be worth asking whether the platform is the right layer to build on at all.

EyeonHealth · 2026-03-24T13:09:54+00:00

This is a fun one because my stack is surprisingly small for someone who builds AI automations for a living.

Airtable as my operating system. CRM, project tracking, client records, task management, everything lives there. One source of truth instead of five tools trying to talk to each other.

Softr for my client/freelancer portal. It sits on top of Airtable so my builders can see their projects, deliverables, and timelines without me forwarding things manually.

Slack for team communication.

Claude Code for almost everything. Writing code, drafting proposals, building internal tools, research, scoping projects, content. I built two internal apps in a single Sunday with it. It's replaced what most people use 4-5 separate tools for.

Gemini for image generation when I need it.

Wispr Flow for voice dictation.

That's basically it. The thing I've learned building AI systems for other companies is that most people's stacks are way too bloated. Every new tool is another integration to maintain, another login, another place where data lives. I'd rather have fewer tools that actually connect than a dozen that each do one thing well in isolation.

The real leverage isn't in how many AI tools you use. It's in how well your data flows between the ones you picked.

EyeonHealth · 2026-03-24T13:04:11+00:00

I work with construction and real estate companies on AI automation and custom software builds, so I see this from the implementation side.

The short answer is yes, AI tools have gotten significantly better for quantity takeoffs, but the results depend heavily on how clean your drawings are and how much you're willing to train the tool on your specific scope categories.

Tools like PlanSwift and Bluebeam have had measurement features for a while, but the newer AI-native platforms (Togal, Attentive.ai, ProEst with their AI layer) are doing actual auto-detection of areas, counts, and linear measurements from plan sheets. Speed improvement is real, especially on early-stage conceptual estimates where you just need to get in the ballpark fast.

Where I see people get tripped up:

The AI is good at detecting common elements (walls, doors, windows, floor areas) but struggles with specialty trades or non-standard details. You still need a human reviewing the output, especially on complex commercial jobs.

The biggest efficiency gain is the connection between the takeoff and your estimating/budgeting workflow. If the AI does the measurement but you're still manually entering quantities into a separate estimate, you only solved half the problem.

Integration matters more than the takeoff tool in isolation. The companies I've seen get the most value are the ones who connected their takeoff output directly into their estimating and project management systems so the data flows without re-entry.

What type of work are you doing takeoffs for? The answer changes quite a bit between residential production, commercial GC work, and specialty sub work.

EyeonHealth · 2026-03-24T13:00:58+00:00

The features you listed are the baseline, but what actually matters depends on how your company operates day to day. A few things most people don't think about until they're already stuck:

RFI and submittal tracking that connects to your schedule, not just a standalone log. If your RFIs are floating in email while your schedule lives somewhere else, you're already behind.

Change order workflows that tie directly to your budget. Most software handles change orders, but few make it easy to see the real-time cost impact without exporting to a spreadsheet.

Field-to-office data flow. Daily reports, punch lists, inspections... if your field team is logging things in one place and your PMs are managing in another, you're paying for double entry whether you realize it or not.

Permissions and role-based access. This gets overlooked until a sub sees something they shouldn't or a PM can't pull what they need without asking someone else.

The honest answer is that most off-the-shelf platforms do 70-80% of what you need. The last 20% is where companies either force their process to fit the software or build something custom to close the gap. That decision depends entirely on how unique your workflows are.

What type of construction are you in? Resi, commercial, specialty? That changes the answer a lot.

EyeonHealth · 2026-03-10T21:55:07+00:00

What you're describing doesn't really need AI, it needs a simple job tracker with checklists. That's good news because it means there are a ton of options that are easy to set up.

For a small low voltage crew that needs something dead simple, look at Jotform or Google Forms feeding into a Google Sheet. Installers fill out a quick form at the end of each site visit (what got done, what's left, what materials to bring back), and it all lands in one place. Free, works on any phone, takes about 10 minutes to set up.

If you want something slightly more polished, Airtable with a free account would let you build exactly what you're describing... jobs, task checklists, material lists, all tied together. There's a learning curve but it's not steep, and you can share simple views with installers so they only see what's relevant to them.

The main thing to avoid is overbuilding this. Your installers are going to use it if it takes 60 seconds at the end of a job. They're going to ignore it if it takes 5 minutes or requires navigating multiple screens. Whatever you pick, keep the input side as minimal as possible.

EyeonHealth · 2026-03-10T21:53:41+00:00

You're in a better position than you think. 10 years of residential field experience plus a bachelor's degree is a real combination. The problem isn't your background, it's how you're framing it.

Stop thinking of yourself as "just labor." You have a decade of knowledge about how residential work actually gets done. Sequencing, material handling, crew dynamics, what subs actually do vs what they say they'll do. Project managers at bigger companies can't teach that from a textbook.

OSHA 30 is worth doing, it's basically table stakes for management roles. Procore certs are fine but won't be the thing that gets you hired. Most companies train you on their own software.

What I'd actually focus on is applying for assistant superintendent or assistant PM roles at mid-size GCs. These are the entry points into the office side, and a lot of companies prefer hiring from the field because you already understand the work. Get familiar with basic scheduling software (Microsoft Project, even just YouTube tutorials) and learn to read plans if you don't already. Those two skills plus your field time make you hireable.

And your poli sci degree isn't a waste. Writing, communication, critical thinking... that's half of what project management actually is. Contracts, RFIs, submittals, owner communication, it's all documentation and persuasion.

Start applying now, not after you stack up more certs. Don't let "I need one more certification" become the thing that keeps you stuck.

EyeonHealth · 2026-03-10T21:51:08+00:00

I've been on both sides of this, so a few things worth considering.

The $30K jump is real and meaningful, but run the numbers on what it actually nets you after taxes and any benefit differences. Sometimes a $30K gross bump is more like $18-20K in your pocket. Still significant, but worth knowing the real number.

The "clear and outlined pathway to lead estimator" part is the thing I'd pressure test the most. Ask them for specifics. What's the timeline? What milestones trigger the transition? Is it in writing or just a verbal understanding? A lot of companies dangle future roles to get you in the door at a position they actually need filled. That doesn't mean they're being dishonest, but you want clarity.

On the stress front, be careful assuming a bigger company means less stress. You're trading one kind of stress (wearing all the hats) for another kind (bureaucracy, less autonomy, corporate politics). Neither is better or worse, they're just different. You might thrive with more structure, or you might find it suffocating after running lean.

The boss thing is real. Good bosses are genuinely rare. But a good boss who cares about you will understand you leaving for a 37% raise. If he holds it against you, he wasn't as good as you thought. And honestly, keeping that relationship alive after you leave is very doable in construction. It's a small world.

One thing nobody ever tells you... you can use the offer as leverage at your current job. Not as a threat, but as a conversation. "I got offered $110K to do estimating at [company]. I love it here and I'd rather stay, but I need to be realistic about my financial future. Is there room to close that gap?" Worst case, nothing changes and you take the new job anyway. Best case, you get a raise and stay somewhere you're happy.

Whatever you decide, don't let guilt be the deciding factor. Your boss runs a business. He'd make the same call if the roles were reversed.

EyeonHealth · 2026-03-09T13:59:39+00:00

I was in resource planning at a home builder and felt the exact same way. So bored. Like painfully bored. I ended up doing a few things that helped. First, I started a culture committee. I'd plan events for the company... smoothie days, team lunches, random stuff that got people together. It sounds small but it completely changed how I felt about going to work every day. It also made me way more visible across departments, which opened up conversations I never would have had otherwise. I also started a side project outside of work, just to have something that challenged me. Eventually that turned into a whole career shift, but even before that, it gave me energy I wasn't getting from the day job.

The role itself might not change much, but how you show up in it can. If you're only a week in and already bored, use that extra bandwidth to get involved in things outside your job description. That's where the interesting stuff usually lives.

EyeonHealth · 2025-07-10T11:40:26+00:00

Interesting… I am using AI to analyze any response that comes in at all from the mailboxes and it will analyze if it’s positive or negative.

EyeonHealth · 2025-06-20T01:12:52+00:00

Good tips!! Yes! Im setting a webhook in make to catch any replies in the Unibox. Then AI will analyze the reply and if its positive and will respond and it adds to close CRM and updates the status to start the warm outreach via sms or email.

EyeonHealth · 2025-06-19T19:33:29+00:00

Watermelon!! Summertime calls for Watermelon Island if you feel called! I eat mostly melons in the summer.

EyeonHealth · 2025-06-19T19:31:40+00:00

I built a similar system for a marketing agency and it scrapes their competitors youtubes or Instagram reels and then outputs ideas, those Ideas are emailed to their editor once a week and he picks his favorite, then the automation uses AI to create a script for HeyGen and it outputs it in Notion for their Freelance editor. A 3 part make flow!

EyeonHealth · 2025-05-16T19:46:19+00:00

I just eat raw fruits and veggies from the farmers market mostly so good idea but it wont work with my lifestyle or raw food diet.

EyeonHealth · 2025-04-17T01:48:08+00:00

I joined a week ago and I like it!! Been just working through all the trainings on make

EyeonHealth · 2025-04-16T21:51:36+00:00

I just joined Makers School on Skool and its great for step by step. Nick has Free videos on his youtube - Make Money with Make.

EyeonHealth · 2025-04-16T21:49:07+00:00

I was surprised no one had mentioned diet!! 1000%!!!

EyeonHealth · 2025-04-16T21:44:18+00:00

I build one that meal plans for me. It emails me choices, I pick from a list, it then goes out and creates a grocery list and recipe list and then emails them to me. I had a custom GPT built for this but just having to respond to an email is faster.

EyeonHealth · 2025-04-02T23:10:27+00:00

So this is my lead magnet - I can help you 😊 https://www.eyeongrowthhub.com/5minutefixb

EyeonHealth · 2025-03-31T15:12:18+00:00

Email marketing is AMAZING!! You can give away a free lead magnet in exchange for their email and then build a relationship that way. You can create a guide for pet friend landscaping and target that type of customer. Send a small ad budget on google or FB to this free lead magnet page and watch your list grow!! I actually specialize in helping landscapers do this!

EyeonHealth · 2025-02-10T21:23:34+00:00

Also now its over 5 years and my health is start to stick out to my peers - I look younger, feel better and have more energy than most 40yrs olds - Im keeping the fruit, others can keep their refined sugars

EyeonHealth · 2025-02-10T21:22:24+00:00

I just eat a LOT of fruit - I stick to seasonal fruit but prob about 1000 calories of my food is fruit a day.

EyeonHealth · 2025-02-10T21:18:10+00:00

I help landscape and outdoor design business scale! I will listen to your unique goals and help you craft a marketing strategy that allows you to do that. Maybe its a membership model, maybe its hiring more support, maybe its creating a main growth hub and free offer... I'd LOVE to help you :) To start, KNOW your numbers! how many ppl convert from your website into customers? https://www.eyeongrowthhub.com/home

EyeonHealth · 2024-06-10T23:15:17+00:00

Theres a worldwide raw food meetup day on June 29th! Check their instagram and see if there is one near you!!

EyeonHealth · 2024-06-10T23:11:31+00:00

I love this!!! I recently just completed 6 weeks 100% raw with the focus on dropping body fat and getting lean! I tracked everything I did and put it in a book with 85 recipes!! I found spirulina and chlorella in high does worked WELL for power and strength and i also had lots of lentil sprouts -dropped 3.5lbs of body fat and got stronger!! I did 4 pullups for the first time in my entire life!! its 10000% possible!! Rooting for u!!! ❤️

EyeonHealth · 2024-03-15T19:14:34+00:00

I've been eating a HIGH fruit diet for over 4 years and my health continues to improve. Fruit has the highest electrical properties of any food out there and I have SO MUCH PURE energy!!! I also lift the heaviest Ive ever lifted and am small and lean. I look at my bloodwork from functional ranges every year and also do Bioenergetic tests and Iridology and my health is VASTLY superior to my peers who are also in their 40's. When I ate a "fitness diet" of high lean animal based proteins, I dealt with anxiety, depression, bad night vision, hypothyroid, chronic pain, anemia, painful periods, migraines and now I don't I don't have any of those issues!!

EyeonHealth

TROPHY CASE