TRCS AI Services
Most AI work stalls somewhere between the impressive demo and the thing you can actually use on Monday. What closes that gap is not a better model. It is method — scoped in writing, checked against real work, and documented so it outlives the person who built it. That method is what you are hiring.
For owner-run businesses, professional practices, and manufacturers · DFW and remote
The method
These are not principles borrowed from a book. They are the working rules of this practice, arrived at by building and shipping real things with these tools — and by watching exactly where the work goes wrong when a rule is skipped.
A written scope, a fixed price, and acceptance criteria agreed in advance. Work that starts on a verbal understanding ends in an argument about what "done" meant.
Check the claim against the actual system, not against a confident summary of it. The expensive failures are not the obvious errors. They are the plausible ones nobody tested.
Decisions, reasons, and dead ends written down where the next session can find them. Without it every restart re-litigates settled questions and quietly pays for them twice.
Before anything ships: what goes wrong, how would anyone notice, and what happens next. Failure modes considered up front cost an hour. Found later, they cost the project.
One narrow thing running in your environment beats a broad demo that impresses and then sits there. Narrow and working is something you can use immediately.
Source, configuration, credentials, and documentation, with no quiet dependency engineered in. If you cannot maintain it without us, we did the job badly.
What we do
Each is a defined deliverable at a fixed fee, not an open-ended retainer that bills while everyone works out what to build.
We walk the work as it actually happens, find where the hours and the errors are, and come back with a ranked, costed shortlist — including what you should not automate.
The tool that does not exist yet, built to fit how you already work. Scoped to one job so that it finishes, and small enough that you see it working early.
Sites built by hand, not assembled from a template, then deployed onto infrastructure you own and handed over with the keys. The pages you are reading were built this way.
An assistant that answers from your documents, running on hardware you own, with nothing leaving the building. For the work that cannot go to a hosted service.
Your team is already using these tools, mostly unsupervised. This is the session that turns that into a practice — the six habits above, installed, with the policy to match.
For the owner who does not need a hire but does need someone competent on the phone before signing a vendor contract or greenlighting a build.
Track record
The method was not written for a brochure. It came out of running an entire business on these tools, and every claim below points at something that exists.
TRCS Hiroba — an exact-scale facility layout application that installs inside a customer's own network, with licensing, payment, packaging, and a full documentation set behind it. Designed, built, and released by this practice.
Four sites across their own subdomains, each with its own identity, deployed on infrastructure we configured and maintain, with lead capture wired through to where the work actually gets picked up.
Failure-mode analyses, release evaluations, runbooks, a legal and brand document set, and an offline continuity vault that was tested by deliberately corrupting it to confirm the verification caught it. Discipline is the product.
The domain fluency underneath all of it is manufacturing — prints, routings, quoting, quality records, tribal knowledge stuck in a shared drive. If that is your world, no translator is required. If it is not, the method does not care: the same six habits apply to a law practice, a distributor, or a two-person shop drowning in paperwork.
The engagement
Four stages. You can stop after any one of them and still own something useful.
A consult, then a written scope with a fixed price and the acceptance criteria spelled out. Nothing starts before you hold both.
We build the smallest honest version and test it against real work of yours. If it does not clear the criteria, you are told plainly, not sold a phase two.
Into your environment, on your terms, on hardware you own where the data is sensitive, with whoever runs your IT in the room.
Documentation, a runbook, and the knowledge to maintain it. You keep the result whether or not you keep us.
A written scope, acceptance criteria, source files and configuration, handover documentation, and thirty days of support after delivery. Out-of-scope work is $225 per hour and only with your written go-ahead.
Everything built for you under the engagement, and your own data throughout. We claim no licence to your documents, your files, or your process knowledge.
Straight answers
The fastest way to tell a real practice from a rebranded one.
If nobody on your side will own the result after handover, we will say so and recommend against it. Orphaned projects are the most common way this money is wasted.
Every external service touched in an engagement is named and approved in writing first. Where that is not acceptable, the answer is on-premises, and we build it that way.
Plenty of problems are a form, a spreadsheet, or one database query. If that is the answer, that is the recommendation, and it is a smaller invoice.
We measure in hours returned and errors avoided, on work we have actually watched. Anyone quoting a payroll number before looking at your process is guessing.
Questions
No. Manufacturing is where the domain knowledge runs deepest, so those conversations move fast and need no translation. The method itself is industry-agnostic — the same six habits apply to a professional practice, a distributor, or an owner-run shop. Most of the work is document-heavy, quote-heavy, paperwork-heavy businesses of any kind.
Yes, and the site you are reading is one of them, along with the three others in this group, each with its own identity and infrastructure. Built by hand rather than assembled from a template, deployed properly, and handed over with the keys.
A deliberately small practice. The person you talk to on the consult is the person who builds the thing, which is why few engagements are held at once and why the schedule is quoted honestly rather than optimistically.
Only if you decide it does. For sensitive work we deploy local models and local retrieval, so documents never leave your building. Where an external service genuinely is the better tool, it is named in the scope and approved by you before anything is sent.
The acceptance criteria are written before the work starts, so there is no argument about it afterward. If the work cannot clear its criteria, you are told why in writing, and you are not invoiced for a second phase to find out.
Whichever fits the constraint. Local open-weight models where privacy rules, hosted frontier models where capability rules, and ordinary software where no model is needed at all. We are not a reseller for anyone, so the recommendation is not compensated.
No — that is the common case and the assessment exists for it. You get a ranked, costed list and a clear recommendation, including the recommendation to wait if that is the honest one.
Book a Consult
Send a few details and you will get a straight answer on whether it is worth doing, what it would take, and what it would cost. The consult is free and there is no deck.
