Services · III. AI & Technology
AI strategy that gets implemented. Software that solves real problems.
Most AI consultants hand you a roadmap and walk away. Most dev shops build what you ask for without asking why. We do both, strategy and execution, in one team, because the gap between "AI strategy" and "working AI tool" is where most projects die.
- Engagements
- Readiness · Implementation · Custom software · Transformation sprint
- Stack
- React, Next.js, TypeScript, Node.js, Python, PostgreSQL
- Studio
- Websites and digital products by MAST Studio
01 — Why AI projects fail
The failure isn't usually the technology.
AI is a present competitive advantage, not a future consideration. Companies that deploy it well see real gains in operational efficiency, decision speed and customer experience. Yet many AI projects still stall before they reach production.
It's that nobody asked the right questions before writing code. What business problem are we solving? Is the data clean enough? Is the organisation ready to adopt the output? Will the return justify the investment? These are strategy questions, and they need answers before a single line of code is written.
That's why we start with strategy, and why we also build: the people who understand your business problem should be the people who implement the solution. No handoff. No lost context.
- 1What business problem are we solving?
- 2Is the data clean enough to use?
- 3Is the organisation ready to adopt it?
- 4Will the return justify the investment?
02 — Engagements
From assessment to working software.
Start small with an assessment, or take strategy, funding and build together. Open an engagement for the full scope.
01AI Readiness AssessmentBefore you invest, know where AI will actually create value.2–3 weeksDetails
There's a lot of pressure to 'do something with AI'. Vendors are pitching tools, board members are asking questions, competitors are making announcements. The honest answer for most companies is that they're not ready yet, and that's fine: they need a plan.
We audit your operations, data infrastructure and team capabilities. We identify which AI applications will create a return in your context, and which are hype. You get a prioritised roadmap of what to build first, what to build later and what to skip. No vendor bias.
Best for
Companies that know AI matters but don't know where to start. CEOs under board pressure to 'do AI'. Businesses evaluating vendor proposals that want an independent opinion. Companies whose AI pilots went nowhere.
What you get
- Operations and workflow audit: where are the bottlenecks and manual processes?
- Data readiness assessment: do you have the data AI needs, clean and accessible?
- Team capability gap analysis
- Prioritised AI opportunity map, ranked by expected return and feasibility
- Build vs. buy recommendation for each opportunity
- 12-month AI adoption roadmap with dependencies and milestones
- Timeline
- 2–3 weeks
02AI Strategy & ImplementationFrom roadmap to a deployed, working solution.4–16 weeksDetails
This is where strategy becomes reality. We design your AI solution, then build and deploy it in your business, with your data, solving your actual problem. Not a proof of concept that sits on a shelf: a production tool your team uses every day.
Because we have in-house developers, there is no handoff between the consultant who designs the solution and the engineer who builds it. That removes the most common failure point in AI projects: context lost between design and implementation.
Best for
Companies with a clear AI opportunity, from our assessment or their own analysis. Businesses whose AI pilots failed and need a more rigorous approach. Organisations that want strategy and execution from the same team.
What we build
- Intelligent automation: workflows that make decisions, not just move data
- Customer-facing AI: assistants, recommendation engines, personalised experiences
- Internal AI tools: analysis dashboards, forecasting models, decision support
- Process optimisation: automating repetitive, high-volume tasks
- Document intelligence: extraction, classification and summarisation
- Timeline
- 4–16 weeks, depending on complexity
03Custom Software DevelopmentStrategy-driven software. Every feature has a business case.6 weeks to 6 monthsDetails
We don't take a requirements document and start coding. We start with the business problem the software needs to solve. Who are the users? What outcome does the tool need to produce? How does it fit the company's strategy? How will we measure success?
Only then do we design and build. We build SaaS platforms, web applications, internal tools, customer portals, admin dashboards and data visualisation systems, in clean, maintainable code your team can extend.
Stack: React, Next.js, TypeScript and Tailwind CSS on the front end; Node.js, Python, PostgreSQL and Redis on the back end; AWS, Vercel and Docker for infrastructure; OpenAI and Anthropic Claude APIs, custom and open-source models for AI.
Best for
Startups building their first product. Companies with approved EU digitalisation funding. Businesses replacing legacy systems. Organisations that need tools that don't exist off the shelf.
What you get
- Requirements workshop and written specification
- UI/UX design: wireframes, high-fidelity mockups, interactive prototype
- Full-stack development with code reviews and testing
- Deployment to production
- 3 months of post-launch support (bug fixes, minor adjustments)
- Full codebase ownership: it's your code and your IP
- Timeline
- 6 weeks to 6 months
04Digital Transformation SprintStrategy, EU funding and technology in one engagement.3–6 monthsDetails
Strategy, funding and technology working as one system instead of three separate engagements.
Phase 1: we assess your digital maturity: where you are, where you need to be, and what's blocking you. Phase 2: we design the transformation strategy: technologies, timeline, expected return and change management. Phase 3: we apply for EU digitalisation funding to pay for it; Romania has allocated €1.8 billion for SME digital transformation. Phase 4: we build the technology the strategy calls for.
If the application is approved, EU grants can cover a large share of the cost, depending on the programme. Strategy firms rarely build software, dev shops rarely write grant applications, and funding consultants rarely design digital strategy. We do all three.
Best for
SMEs with €1–10M revenue that know they need to digitalise but don't know how. Companies that want the transformation funded by the EU. CEOs who understand that digital is about redesigning how the company works, not buying software.
What you get
- Digital maturity assessment and gap analysis
- Transformation strategy with technology roadmap
- EU funding application (digitalisation grant)
- Custom software development, as the strategy requires
- Change management support: training, adoption, measurement
- KPI dashboard to track progress
- Timeline
- 3–6 months, end to end
For SME digital transformation
€1.8B
03 — Funding the build
Build your technology for less with EU funding.
The EU has allocated €1.8 billion for the digital transformation of Romanian SMEs. If your company qualifies, we apply for the grant and build the software: one team, one process, one invoice. Ask us whether your company qualifies.
Check your eligibility →Let's build something that matters.
Whether you need an AI assessment, a custom application or a full digital transformation, it starts with understanding your problem. Book a free 30-minute call and we'll find the right approach together.