01What it knows
ChatGPT
General language patterns and whatever you paste into the session.
Salvo
Your files, prices, edge cases, review rules, and the sequence the work actually follows.
Salvo vs ChatGPT
Can't I just use ChatGPT?
Sometimes, yes. Keep it. It's good for anything you can type into it. The boundary is simple: ChatGPT is a brilliant stranger. It can write a generic email to nobody. It doesn't know your customers, your prices, your last forty jobs, or the part of the week nobody has thought to question.
Short version
ChatGPT
Great general intelligence.
Salvo
Your business inside it.
The test
Does the work live outside a prompt?
01
Keep ChatGPT. It's good for anything you can type into it.
02
It is still a brilliant stranger.
03
Answering was never the whole job.
04
The thing you pay for is your business inside the intelligence.
Where the line is
The work is not shaped like a chat.
ChatGPT
It can rewrite the follow-up email.
Built system
It builds a dossier on the prospect — every call, thread, and record you have, cross-referenced — and writes the letter for that one buyer. Trained on every sales book you have heard of, and the declassified interrogation science you have not.
Side by side
Same intelligence class. Different job.
Dimension
ChatGPT
Salvo
01
What it knows
General language patterns and whatever you paste into the session.
Your files, prices, edge cases, review rules, and the sequence the work actually follows.
02
Where it works
Inside the text you type.
At the point of work: camera, upload, contract, call recording, database, queue, or review screen.
03
What starts it
A person remembering to open the tab and ask the right question.
An event that already happens: a file arrives, a call ends, a camera sees, a deadline moves.
04
What it notices
Only the problem you already knew how to describe.
The pattern hiding in the operation because everyone has treated it as normal for years.
05
Handling your actual inputs
Manual paste, upload, recap, and cleanup.
It takes the file, image, call, record, or form and puts the result where the next person needs it.
06
What the team sees
A conversation one person has to translate back into work.
A screen, queue, report, flag, or action inside the flow the team already touches.
07
What happens next
Someone copies the answer somewhere else.
The output routes, logs, flags, or waits for review without losing the thread.
08
When a key person leaves
Their prompt habits and cleanup tricks leave with them.
The process stays in the build. The rules are not trapped in one head.
09
Who can use it
The people comfortable turning their work into prompts.
The people doing the work: intake, ops, dispatch, prep, review, field crew.
10
On a bad day
You get a confident answer and decide whether to trust it.
Exceptions get flagged, routed, and reviewed because the system was built for the bad day too.
02Where it works
ChatGPT
Inside the text you type.
Salvo
At the point of work: camera, upload, contract, call recording, database, queue, or review screen.
03What starts it
ChatGPT
A person remembering to open the tab and ask the right question.
Salvo
An event that already happens: a file arrives, a call ends, a camera sees, a deadline moves.
04What it notices
ChatGPT
Only the problem you already knew how to describe.
Salvo
The pattern hiding in the operation because everyone has treated it as normal for years.
05Handling your actual inputs
ChatGPT
Manual paste, upload, recap, and cleanup.
Salvo
It takes the file, image, call, record, or form and puts the result where the next person needs it.
06What the team sees
ChatGPT
A conversation one person has to translate back into work.
Salvo
A screen, queue, report, flag, or action inside the flow the team already touches.
07What happens next
ChatGPT
Someone copies the answer somewhere else.
Salvo
The output routes, logs, flags, or waits for review without losing the thread.
08When a key person leaves
ChatGPT
Their prompt habits and cleanup tricks leave with them.
Salvo
The process stays in the build. The rules are not trapped in one head.
09Who can use it
ChatGPT
The people comfortable turning their work into prompts.
Salvo
The people doing the work: intake, ops, dispatch, prep, review, field crew.
10On a bad day
ChatGPT
You get a confident answer and decide whether to trust it.
Salvo
Exceptions get flagged, routed, and reviewed because the system was built for the bad day too.
Use ChatGPT when
A text box is enough.
You need a draft, summary, rewrite, or brainstorming pass.
One person is doing the task start to finish.
The work isn't tied to your customers, prices, job history, or tools.
You're testing whether an idea is worth building at all.
Build a system when
The work has to keep moving without heroics.
The same task happens every week and still eats hours.
Files, calls, photos, contracts, or records come in messy.
The work crosses people, inboxes, cameras, tools, or field crews.
You need it to run the same way every time.
You need a screen the team can use, not a prompt one person translates.
A miss costs money, time, or client trust.
What a real chatbot becomes
The chatbot is one tile, not the product.
In one consumer dog-health product, the chat feature is one of roughly nineteen features. The useful system also scans stool samples, reads uploaded video for behavior signals with keypoint overlays and timestamped stress or gait notes, keeps vet records, supports subscriptions, and routes uncertain answers through human review. The chat runs on 0 curated chunks from 0 sources, tagged by four training philosophies. That is what a chatbot looks like when it is built instead of bought.
The research is public.
Benchmarks run on machines I own, measured against frontier systems — with the failed approaches reported next to the results. Read it before you take my word for anything.