Author: pkristijan

A convincing AI demo can live in one database row and a .env file. A product cannot. ServiceBrief AI is multi-tenant from the data model up: organizations, users, plans, knowledge, inboxes, and jobs. This post is the unglamorous work that makes the AI features safe to sell. Isolation is a query habit, not a middleware…

The worst place to require a perfect connection is the place the work happens: a basement mechanical room, a steel building, a rural driveway. If capture only works on office Wi-Fi, you did not build a field product. ServiceBrief AI is a web app with PWA support, not a pair of native stores. This post…

Most “contact us” forms on service websites email the office and die. The interesting version is a form that looks like the company, asks for the right fields, and lands in the same operations product as calls and voice notes. ServiceBrief AI ships a public embed for that. This post is what we had to…

The shop email is where quote requests, “are you coming today,” technician photos, vendor PDFs, and spam coexist. Forwarding that inbox to a human is a job. Forwarding it to an AI that opens a work order per newsletter is a different problem. ServiceBrief AI’s inbox is review-first. Mail is captured and classified. A manager…

The call that matters arrives when nobody can pick up. The failure mode is not “no recording.” It is a Monday board full of junk jobs a bot opened from hang-ups, spam, and “is this the pizza place.” For ServiceBrief AI we wanted missed-call coverage that still respects the office. Capture the call. Do not…

A quote is a promise. If software writes one, the numbers have to come from the company’s book or from a person who typed them. “The model thought $420 sounded right” is not a commercial process. ServiceBrief AI treats quote generation as matching and drafting, not as creative writing. This post is the rule and…

Retrieval-augmented generation is often sold as “chat with your PDFs.” Field service cannot use that slogan. Some of the PDF is a customer-safe explanation. Some of it is an internal lockout procedure, a wholesale cost, or a troubleshooting tree you would never print on a fridge. In ServiceBrief AI, company documents are first-class, but they…

A technician voice note is a terrible document and a perfect input. It has the diagnosis, the parts, the “we should come back Tuesday,” and the thing the customer was actually worried about. It also has coughs, radio, half sentences, and no headings. When we built ServiceBrief AI, the pipeline from that note to a…

Technology is evolving faster than ever, and businesses are under increasing pressure to deliver digital experiences that are fast, scalable, and capable of adapting to changing market demands. Whether developing a web platform, mobile application, SaaS product, or internal business system, long-term success depends on more than simply writing code—it requires strategic planning, modern architecture,…

Artificial Intelligence is no longer a futuristic concept reserved for large technology companies. Today, AI has become one of the most powerful tools available to businesses looking to improve customer experiences, automate processes, and gain a competitive advantage. From intelligent chatbots and recommendation engines to automated workflows and predictive analytics, AI is reshaping how modern…