How this compares
Five alternatives, and what each of them is actually good at.
Comparison pages are usually written to win, which is why nobody believes them. Each of these opens by saying what the alternative is genuinely better at.
Where everything sits
Everyone owns one band, and the middle ones are the reason you are still stuck.
These are different categories doing different jobs, and each is good at its own.
Pick the one you are actually weighing
Five comparisons.
Build it yourself
Your platform team could build this
They could, and some of it they should. The question is which parts are differentiating for you and which are the same infrastructure every company in this position needs.
“We have good engineers. Why buy?”
Data platforms
The warehouse or lakehouse you already pay for
They are right that agent quality is a context problem. Their answer to it needs the data inside their platform first, and that precondition is the reason this is still unsolved for you.
“Why not use what we already have?”
Search and assistants
Enterprise search, memory layers, company assistants
Genuinely good at what your company wrote: documents, tickets, wikis, threads. A different problem from what your company runs, and from acting inside it.
“Doesn't this already do company brain?”
Agent platforms
Agent builders, automation platforms, AI employees
Fast to a working agent, and often the right buy for one bounded job. What is usually missing is the floor underneath, and an answer to who owns it in year two.
“They demo an agent in an afternoon.”
Wait for the models
Do nothing for eighteen months
A real option, and most of what you would buy today does get cheaper if you wait. What does not arrive on its own is the part about your own company.
“Won't the models just absorb this?”
What you get that the others do not give you
Three things you end up with, once the shared claims are set aside.
Profiling your systems, letting non-engineers build, bringing your own model and installing on-premise are all on several competitors' home pages today, so none of them tells you much. These three are what is left.
01
Your own team runs it
Every serious vendor here starts with their engineers sitting beside yours, and we do too. The difference is what it is designed to become: your own domain experts authoring the skills, writing the rules and running the layer, with our people gone. Ask any vendor what their delivery cost looks like on the second engagement compared to the first, and ask us the same.
02
You get a capability, not one outcome
Buy a finished agent and you own that workflow. Buy this and your team can build the next twenty without calling anyone, because the connectors, the permissions and the deploy path are already there. Slower to feel good in month one, and a different thing to own in year two.
03
It learns from your real work
Vendors building places to train and test agents nearly all construct a synthetic copy of common software. A copy cannot contain twelve years of exceptions in your order to cash, because nobody ever wrote them down. This runs against your real systems while your people do real work, so what accumulates is genuinely yours.
Bring the shortlist.
If another vendor is a better fit for what you are trying to do, that is a faster answer for both of us, and we would rather reach it on the first call than the fourth.