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MEGA services

The idea, the page, the product and what happens after.

We build and connect what your business needs to communicate, work and grow. We choose services based on process and result.

Artificial intelligence

Agents, models and everything that talks to your client.

AI assistants

We implement text assistants on our platform, aichat.md, which runs in production. The work means connected channels with proprietary code, an indexed knowledge base, tools that execute in your systems and a handover route to a human recorded in the database.

Voice agents

We build voice agents on Kallina: a written role, an approved knowledge base, tools they call during the conversation and a limit beyond which they hand the discussion over to a human. Romanian is the default language of new agents.

Telephony and contact centre

We build the phone system: SIP trunks, schedule-based routing rules, IVR menus read from the database, waiting queues, transfer to a human, call recording and analysis. The call becomes a record with transcript and summary, not a memory.

Knowledge bases and semantic search

An assistant that answers customers is only as good as the corpus it reads from. We handle the corpus: extraction from documents and the site, splitting into fragments, indexing, retrieval, the human approval gate and refresh. It includes the answer to the question of when semantic search is not worth it.

Custom AI models

The work has four parts: we measure candidate models on your data, choose between configuration, document search and fine-tuning, check the data usage rights, then keep consumption under budget per key. We have not trained any model in production so far, and we say that before you ask.

Access to AI models

We place a single entry point between the company's applications and model providers, compatible with the OpenAI interface. From there, separate keys are issued per project, with a spending cap, a list of permitted models and a list of IP addresses, and consumption is visible per key.

Transcription and translation

We transcribe audio in real time or from file, translate between Romanian and Russian in customer conversations, and deliver the text with timestamps, audio export and a consent trail. We run speech recognition through providers, via our gateway; our own Romanian model is research, not a product.

Web, commerce and product

What the customer sees before writing the first message.

Custom software

We build systems from scratch when no product on the market fits: platforms with multiple applications and a shared database, connectors to systems that do not have an API, pipelines that read documents and money movements, and programmes whose output is not a screen, but a manufacturing dossier. At the end we hand over the repository, the commissioning document and the access credentials.

Websites

We build server-rendered sites, with images in AVIF and WebP, security headers checked from the outside, a sitemap generated from data and an acceptance check run after each publication. All of this can be inspected on the page you are reading.

Online shops

We build shops and, on top of them, the layer that is usually missing: the agent that answers the customer reads the price and stock directly from the shop, at the moment of the question, and refuses to invent an unpublished price.

UI/UX Design

We work with colour tokens with a calculated contrast ratio, keyboard patterns checked element by element and animations that stop according to system preference. We verify with a tool, on real pages, and we also publish what failed.

Mobile applications

We build native iOS apps in Swift, with sensors and HealthKit, and single-code applications for iOS, Android and web when the project does not require sensors. The logic core is tested separately from the screen.

Desktop applications

We build native applications for macOS, with the logic core separate from the screen, so that the same logic also works on the phone. For Windows and Linux/Ubuntu we do not have anything delivered yet and we write that as such, with the conditions under which we would accept the work. The first question remains whether you really need an installed application.

Games and simulations

We build interactive browser experiences: rules that apply, a state that changes and a reason for the person to take one more step. Five projects built on the same stack, four of them publicly open right now.

Visibility and content

To be found by people, search engines and models.

SEO

Technical and structural SEO — indexability, canonical URLs, sitemap generated from data, redirects, titles and descriptions, thin content, speed measured in bytes. No promises of rankings.

GEO

What an agent model actually receives when it requests your page, what you decide for each of the three crawler categories, what you publish so you can be used as a source. No rankings, no citation guarantee.

AEO

Structured data, questions and answers in readable form, breadcrumb trail, organisation node. Of the three subjects, this is the one where the result can be tested, not just assumed.

Marketing automation

The service is an offer, not a delivery, and we say it first: today we do not have a system that changes budgets or bids in Google Ads or Meta. We have built and run the parts that make one — sending the real conversion signal to Google, a motor that buys paid promotion with dry-run on by default, a register that writes every action that costs, and a switch that stops an orchestrator without a bypass route.

Automated content

The motor is written, complete, and sits in the repository of this site itself: eight stages, 1,706 lines, a system timer that starts daily at 00:30 UTC. The part that matters is not generation, but the gate: five local checks, ten forbidden expressions and an extra check that looks for client names without consent, invented figures and awards we do not have. If the gate cannot run, it is not published.

Video and content with AI

We produce promotional clips and sets of visuals using generation tools — synthesised voice, images, animated compositions rendered from HTML. Every element that enters the frame has a written source and licence, and sound is measured, not estimated.

Systems, data and infrastructure

Architecture, integrations and what keeps everything standing.

Complex architectures

We design and operate platforms made up of multiple services, with a message bus, capped retries, idempotency keys, circuit breakers and publication with automatic rollback. Each pattern below runs in its own system, not in a diagram.

Integrations and automation

We connect the scheduling system, the shop, the CRM, spreadsheets and messaging channels so that an agent or a scheduled rule can read and write to them in real time. Keys stay on the server, tools have written limits, and every integration is also tested for the case where the other system goes down.

CRM and sales

We build the commercial system of an organisation: organisations and contacts, a stage path, the channels that bring data in by themselves — call, email, form, voice agent — and the brakes that stop sends before they become a problem. We do not sell our CRM; we build one for how you work.

Infrastructure and operations

Hosting, deployment, monitoring and continuity for web applications and database-backed platforms. We work on infrastructure the client can claim: virtual machines with European providers, nginx, supervised processes, containers, self-hosted database. Includes the answer to the question “where exactly is my data stored”.

Geospatial data

We build the operational map of a territory from public Earth observation sources — Copernicus, OpenStreetMap, orbital catalogues, government orthophoto — and attach to each layer the provenance, the time of the last successful read and what it cannot show. The measurements are published together with the method that produced them.

Cybersecurity

The work covers application security and privacy engineering: headers and content policy, rate limiting, the default closed position of checks, secret encryption, logs that cannot be rewritten, data anonymisation and retention periods set in code, not only in policy. We are not certified auditors and we do not issue certificates.

Maintenance

Monitoring that checks the full path of a request to a person, updates with a gate before production and an acceptance check run after each publication. All three run on this site and can be opened from outside.

Public sector and compliance

Institutions, data protection and technical decisions.

Robots and mechanisms

Custom-designed equipment and software that move real things.

And projects that go beyond a website.

Voice agents, operations automation, data analysis and custom-built applications.

What would you want to work better?

Tell us about your process. Together we decide what is worth building, what we can connect, and how we check the result.

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