AI agents, MCP servers and software that keeps running under load, plugged into the CRM, ERP and documents you already use. Your operation stops depending on people moving data between tools.
They just don’t engage. So people carry the work from one to the next.
We make them engage. Then the whole machine turns on one input.
Drag it, or use the arrow keys. Every ratio is real.
Six things we build for companies. Each one connects to the systems your team already uses, and each one has a person, a test and a boundary around it.
Agents that read the order, check the stock, draft the reply and stop for approval before anything irreversible happens.
Fewer hand-offs between your CRM, ERP and inbox, with a log of every step.
orders.searchreadcustomers.getreadinvoice.draftwriteinvoice.issueapprovalKey scope decides what each agent may call. Every call is logged.
Sample dataGive Claude, ChatGPT or any MCP client a safe door into your product, with scoped keys that decide what each agent may do.
Your product becomes something your customers’ agents can operate.
What is our return window for B2B orders?
30 days from delivery, with a note from the account owner.
Your team asks in plain language and gets answers from your own contracts, policies and wikis, with the source one click away.
Questions stop landing on the same three people.
Connect to LLM providers or run models on your own servers, chosen per task by cost, quality and where the data may go.
Sensitive data stays where it must, and no single vendor owns your workflow.
The repetitive work that crosses tools: intake, sorting, data entry, follow-ups. Rules where rules will do, AI where judgment is needed.
Hours back on work nobody chose to be good at.
Which orders haven’t moved in over three days?
I found 6. Four are waiting on purchasing and two need a billing detail.
Assistants for your staff or your customers, inside the tools they already open, that cite what they say and ask before they act.
Answers where the work happens, under rules you set.
We don’t ask you to replace your stack. We connect to it through APIs, MCP servers and queues, with retries and alerts, and we start with the systems where the work gets stuck.
Products we build and run, with AI in the variant each one needs. Screens are real, data is demo data, and we’ll show you any of them.
We walk through what’s broken, what systems exist and what a good result looks like. When scope is unclear, the first deliverable is a short technical assessment.
Before building, we write down what right means for this task, the cases it will be tested on, and where a person decides.
Increments small enough to review alone, each with the tests that prove it. Risk shows up early, while it’s still cheap.
Monitoring, evaluation and fallbacks stay on after launch, so you see drift before your customers do.
We start where AI meets your real systems: permissions, failures, the data as it is. The team behind CountlinkX has worked in software since 2008, building platforms that have to stay up.
We show working software, not slides. Ask for a demo of anything on this site.
Highly concurrent, fault-tolerant software on Elixir and the BEAM, with Rust where speed matters.
Agents propose, people approve. You decide where that line sits.
No. We connect to what you run: CRM, ERP, document stores, internal tools. Replacing a system only comes up if it’s the actual obstacle, and we’ll say so.
You decide where data goes. We can use providers under their business terms, or run local models on your own servers when the data must not leave.
Scoped tool access, a person approving irreversible actions, a log of every step, and an evaluation set that must pass before a change ships.
One process that hurts. In a working session we’ll tell you whether it’s a good candidate, and what the first step would be. If a simple script would do, we’ll say that too.
Yes. We give demos on request using the products and materials we built.
Tell us the process and the systems it runs through. We’ll tell you plainly what we’d connect first.
Tell us about the process