AI Is Collapsing the Software Stack — And That’s a Good Thing

A few years ago I did an inventory of every piece of software we paid for. It came to more than twenty subscriptions. A tool for proposals. A different one for e-signatures. One for project management, one for time tracking, one for the help desk, one for the knowledge base that was supposed to feed the help desk but never quite did.

Every one of them was, on its own, a defensible purchase. Together they were a mess. Somebody had to know all twenty. Data lived in twenty places. And the integrations that were supposed to hold it together broke quietly and at the worst possible times.

That is the state most small businesses are in right now, whether or not they have counted. And it is the thing AI is changing fastest — not by being clever, but by making the glue cheap.

Why the stack got fragmented in the first place

For about fifteen years the industry believed in best-of-breed. Pick the best tool for each job and wire them together. It was good advice at the time, because the alternative was an all-in-one suite that did nine things badly.

The catch was always the wiring. Getting tool A to talk to tool B meant an integration platform, a developer, or a person copying and pasting on Friday afternoons. Integration was the expensive, fragile part — and it was expensive enough that most small businesses simply did not do it. They ran twenty tools that did not talk, and absorbed the cost as normal.

What actually changed

Two things, and neither is the thing people talk about.

First, the translation layer got cheap. Getting messy data out of one system and into the shape another system expects used to be custom development. That work now takes an afternoon instead of a sprint. When integration gets cheap, the argument for a narrow specialist tool gets weaker, because part of what you were paying that tool for was doing one thing so well it justified the wiring.

Second, the interface stopped being the product. A lot of software was really just a nice front end on a database. Its value was that it made a specific workflow pleasant to click through. When you can describe what you want in a sentence and have the platform do it, a purpose-built interface for one narrow workflow is worth a lot less than it was.

Put those together and the math flips. The big platform that used to do nine things adequately now does seven of them well enough, plus it holds all your data in one place, plus you only have to teach one system to one team.

What we actually consolidated

I am not going to pretend we ran a clean migration. We did it in pieces, over about a year, and we got a couple of them wrong.

What worked: project management, time tracking, documents, internal knowledge, and client-facing task visibility all collapsed into one platform. That was five subscriptions and, more importantly, five places a person had to look to answer “where does this project stand.” Now it is one. New hires get productive in days instead of weeks, because there is one system to learn instead of five.

What also worked: our internal documentation stopped being a graveyard. The reason nobody kept documentation current was that writing it was miserable and finding it was worse. Both of those got easy at roughly the same time, and the whole thing became viable almost overnight.

What did not work: we tried to fold accounting into the same consolidation and backed it right out. Some tools are specialist for a reason, and anything with tax and audit implications is one of them. We stayed on QuickBooks and we will stay there.

The tradeoffs nobody mentions in the sales deck

Consolidation is not free, and I want to be honest about what you are buying.

• You are concentrating risk. When five tools ran your business, one outage was an annoyance. When one platform runs your business, an outage is your whole day. We keep exports running on a schedule for exactly this reason.
• You are increasing switching cost. The deeper you go into a platform the harder it is to leave, and vendors know it. Price increases land differently when leaving means retraining everyone.
• You will lose depth somewhere. The specialist tool did that one thing better. If that one thing is core to how you make money, do not consolidate it. If it is not, the depth was probably costing you more than it returned.

How we decide what to fold in

The test I use is boring and it works: does this tool exist because the work is genuinely specialized, or because integration used to be hard?

If it is the second one, that tool is now a candidate for consolidation, because the reason it existed has gone away. Most of the small subscriptions in a typical small business stack are in this category. They are duct tape sold at a monthly rate.

If it is the first one — accounting, payroll, anything with a regulatory body attached, anything your business is actually built on — leave it alone. The savings are not worth it and the specialist knows things the generalist does not.

The part that surprised me

I expected the win to be money. It was not really about money. We are not spending dramatically less on software than we were.

The win was attention. When your team works in one place, information stops falling through the cracks between systems, and the number of small daily decisions about where something goes drops to nearly zero. That is worth more than the license fees, and it does not show up on any invoice.

The other thing I did not expect: consolidating made it much easier to see what we were actually doing. When the data is in one place you can ask a real question about your own business and get an answer, instead of exporting three CSVs and hoping the dates line up.

Before you go consolidate everything

One warning, because I have watched people run at this too fast.

A platform that can do everything will happily do everything badly if nobody decides how it should be set up. Consolidation only pays off if somebody thinks hard about the structure first. Otherwise you have not simplified anything — you have just moved twenty messes into one place and made them harder to see.

And be careful with vendors who added the letters A and I to their marketing and changed nothing else. There is a lot of that going around right now. The question to ask is not “does it have AI.” It is “what specifically does this replace, and what happens to my data if I leave.”

If you want a second opinion on a stack you are not happy with, that is a conversation we are always up for. Ask for Chad.