Personal data is redacted before any model sees it.
Names, ID numbers and bank accounts become placeholders, restored only on your side.
AI consultancy and engineering
AI on your data, on rules you can check.
I help teams find where AI pays off in their own work, write down what may reach a model, then build it. The four rules below come with every project.
The rules
- 1
Show evidence
Fig. 1 · accounting toolkitTo , ID no. . Deadline: 15 days. - 2
We say where processing happens.
Per project, in writing: EU vendors, your own machine, or our servers in Germany.
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Fig. 2 · Chelar“I took 5 rolls from the cellar”
speech → EU · audio discarded after transcription - 3
A person approves every output.
The model drafts. Your accountant or engineer sends.
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Fig. 3 · accounting toolkitDraft note to [Client-1] · waiting for approval - 4
What it cannot handle, it hands back.
Unknown cases go to manual review with a reason. Nothing is guessed.
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Fig. 4 · accounting toolkitScanned notice unreadable → manual review, reason recorded
Where I work
Romania · accounting practicesTax inbox messages, sorted every morning.A toolkit installed at the practice: messages from SPV, the ANAF online inbox, are classified, deadlines extracted, and the note to the client waits for your approval.Read more →Germany · insurance and claimsFrom hailstorm to vehicle return.Architecture and new backend of a claims platform for a European network of hail repair shops.Read more →
How a project starts
- 1 · Call30 minutesYou describe the work that eats your week.
- 2 · VisitOn siteI sit with the people who do it and learn their words.
- 3 · Rules and proposalOn paper firstWhat may reach a model, where, who approves. A prototype where it helps.
- 4 · BuildQuoted per projectBuilt with agents, tested first, reviewed before it ships.
Work
All work →pdfthumb.comPDF previews by API, files never storedOwn product · SaaS, on-premLiveAccounting toolkitTax-inbox triage for practices, personal data redacted firstOwn product · RomaniaIn developmentChelarTalk to your pantry, in Romanian or EnglishOwn product · AndroidComing soon
Claims platformArchitecture and new backend for a European hail-repair networkPartner workIn production
mongo-axiMongoDB for agents, read-onlyOpen source · npmPublishedmysql-axiMySQL for agents, read-onlyOpen source · npmPublishedbb-axiBitbucket pull-request review for agentsOpen source · npmPublishedatl-axiJira for agentsOpen source · npmPublishedhetzner-axiHetzner Cloud for agentsOpen source · npmPublishedEarlier clients: imec, Knowledgeflow, Schoolmakers.
Tell me what takes your team's week.