Frequently Asked Questions

AI automation is software that takes over the repetitive thinking and handling work a person would otherwise do by hand. It reads documents, understands plain language, makes scoped decisions and acts across your systems, with a human in the loop wherever the stakes are high. In practice that means AI agents, document automation and workflow automation working together to cut manual hours.

We publish pricing in EUR, GBP and USD and quote clear ranges. A focused single workflow build typically runs between 5,500 and 18,500 dollars (roughly 20,000 to 68,000 EUR) to build, while a multi step or multi agent automation typically runs between 18,500 and 92,000 dollars (roughly 68,000 to 338,000 EUR), each with an openly quoted monthly run cost. The exact figure depends on systems connected, document complexity and oversight needed.

A focused single workflow automation is usually live in between 3 and 6 weeks, and a multi step or multi agent build in between 6 and 12 weeks. We get a working prototype running against your real data within the first 2 to 3 weeks, and because our bench is senior and pre vetted we assign engineers in days.

Credible 2026 benchmarks point to strong returns: PwC reports roughly 2 to 5 times cost returned within two years, McKinsey found an average of about 5.8 times ROI within 14 months for strong performers, and generative AI can lift knowledge work productivity by between 30 and 45 percent. Because we fix a baseline before we build, most focused automations reach payback in months on the targeted workflow.

Yes. We design for data residency, GDPR aligned handling and the sector controls European supervisors expect, all from day one. We keep a human in the loop on high stakes decisions, log every automated action for audit, and continuously evaluate outputs. You stay in control of your data, prompts and policies.

Start where the work is high volume, repetitive and predictable: rekeying data from emails or PDFs, support triage, onboarding and claims review, or document heavy approvals. We map your workflows, count the manual hours and pick the one with the clearest, fastest payback so the first win funds the next.

Yes. We build automation inside the systems you already own, connecting to CRMs like Salesforce, HubSpot and Zoho, ERP and finance systems like SAP, Oracle and Odoo, support tools like Zendesk and Intercom, messaging like WhatsApp Business and Teams, and custom or legacy systems through their APIs and secure connectors.

Automation needs upkeep as document formats change and volumes shift, so we offer ongoing support with agreed response times, proactive monitoring and evaluation, regular tuning and a clear maintenance plan with predictable pricing. Senior engineers handle escalations, not a first line script.

Within days. Our engineers are senior and pre vetted, so we assemble a team and begin quickly rather than waiting on a long hiring or onboarding cycle. You usually see a working prototype against your real data within the first 2 to 3 weeks.

We are a European facing, senior only software house that is AI native by default. You get senior engineers who design agents, retrieval and evaluation in from the start, compliance designed for the GDPR, PSD2, DORA and national supervisors, transparent pricing in EUR, GBP and USD, and engineers in days. That is the opposite of a large offshore body shop assigning juniors to your automation.

AI integration means putting AI capability, things like language models, RAG knowledge systems and agents, inside the software and workflows you already use, so it delivers value in your business rather than sitting in a separate tool.

Pricing is transparent and published up front in EUR, GBP and USD. As a guide, a focused AI feature tends to fall between $30k and $80k, a polished copilot between $80k and $250k, and larger platforms higher again. We scope a clear range before any work begins, with no opaque quotes.

A simple assistant can be live in one to two weeks. A mid complexity integration usually takes two to four months, and an enterprise rollout six to twelve months. We always ship a scoped proof of value first, so you see results early.

Independent research points to strong returns. PwC reports two to five times the cost back within two years, and McKinsey finds generative AI can lift knowledge work productivity by 30 to 45 percent. Most teams see meaningful return inside 18 to 24 months when the first use case is chosen for impact.

Yes. We connect AI to the systems you already run, including ERP and CRM platforms, databases, data warehouses, support desks and your own product APIs, so the AI works inside your real workflows rather than beside them.

We ground answers in your own data with RAG and citations, add guardrails and validation, and ship an evaluation suite so accuracy is measured continuously and regressions are caught before they reach users.

It depends on the task, your budget and your data rules. We are not tied to one vendor, so we test the options and pick the model that fits, including open weight models you can host yourself when residency or cost calls for it.

Backend development is the engineering of the systems your users never see but always rely on: the APIs, data models, services, authentication and integrations that store your data, enforce your rules and serve every request your apps make. Done well, it makes the product feel instant and stay reliable under real load.

We publish ranges instead of opaque quotes. An MVP backend usually lands between EUR 18,000 and 40,000, a mid sized platform between EUR 45,000 and 160,000, and an enterprise system at EUR 200,000 and up. We scope yours after a short discovery and quote in EUR, GBP or USD.

A focused API or service typically ships in weeks. An enterprise API commonly runs three to six months with several senior engineers, and a full move to microservices for a large system can span a year or more. We keep your timeline as lean as the requirements honestly allow and demo working software every week.

Yes. We design for your real throughput targets using event driven processing, caching with Redis, efficient data access and right sized autoscaling infrastructure. One European fintech platform we built scaled past one million users at 99.9 percent uptime with sub 200ms API responses.

It depends on your clients and data shape. We pick REST or GraphQL based on how your apps and partners consume data, ship an OpenAPI or schema contract either way, and document the API so your team and partners can integrate quickly. We are happy to walk you through the trade offs.

Security is designed in from the first decision. We build least privilege access, encrypt data in transit and at rest, log every access, and align with GDPR, PSD2 and DORA requirements with residency in EU and UK regions. Your code, infrastructure and data are fully yours, with no lock in.

Yes. We integrate with payments, ERP platforms like SAP and Oracle, CRM systems like Salesforce, logistics and telematics platforms, identity providers and messaging services, with retries, reconciliation and clear failure handling so data flows stay correct and recoverable.

Observability is baked in, with structured logging, distributed tracing, metrics dashboards and alerting so you can see what the system is doing in real time. Services are built to fail in isolation and recover cleanly, and after launch we monitor and respond to incidents against agreed service levels.

Custom software development means building an application around your specific business, your workflows, rules and data, rather than buying a ready made product and forcing your business to fit it. The result is software that fits exactly, gives you an edge, and becomes an asset you own.

We publish ranges instead of opaque quotes. As a 2026 guide, a focused MVP tends to fall between EUR 18,000 and 40,000, a mid sized platform between EUR 45,000 and 160,000, and enterprise systems above EUR 200,000. After a short discovery we give you a fixed range tied to defined scope.

A lean MVP can reach production in about six to twelve weeks, a mid sized platform in three to six months, and a large enterprise system in six to twelve months, shipped in stages. We always start with a scoped first release so you see real software early.

Buy when a ready made tool truly fits and your process is not a differentiator. Build when the fit is poor, licence fees scale badly, or the software is part of how you compete. We give you an honest recommendation, even when that means buying.

Yes. You own one hundred percent of the code and intellectual property we build, with full transfer on delivery. We sign NDAs before discovery on request, so your concept and data are protected from the first conversation.

Plan for roughly 15 to 20 percent of the build cost each year for maintenance, security updates and small improvements. We offer clear support tiers so the cost is predictable, and senior engineers who already know your system handle the work.

That is normal, and our process expects it. We work in short sprints with weekly demos, so you steer the build as you learn. A dedicated team flexes with your roadmap, and any change to scope is discussed openly before it affects cost or timeline.

Yes. We are compliance aware and build for EBA, FCA and GDPR expectations with data residency, EUR, GBP and USD pricing and regional payment rails. We also deliver worldwide for English speaking teams across time zones.

Legacy modernization is the work of bringing an older system up to current standards of speed, security and maintainability while keeping the business logic that already works. We replace fragile foundations, such as unsupported frameworks, strained databases and owned servers, without throwing away the behaviour your customers and staff rely on.

We price by the phase, not as one large number. After a modernization audit we publish a fixed price for the first phase in EUR and USD plus a transparent range for what follows. As a European guide, a phased programme commonly runs between EUR 75,000 and EUR 200,000, roughly 20,000 to 82,000 US dollars, with larger or more regulated estates above that.

You see value within the first phase, often inside a few weeks. A full incremental migration commonly completes in 12 to 18 months, compared with 36 to 48 months for a full rewrite (Mobisoft, 2026). Because we work in slices, you benefit from each step as it lands rather than waiting for one distant finish line.

Yes. We use the strangler fig approach, building each new component beside the legacy one and moving traffic across only when tests prove it is ready. The live system keeps running throughout, so there is no full rewrite and no downtime weekend.

Incremental, almost always. A big bang rewrite concentrates all the risk into one cutover and commonly takes 36 to 48 months to pay back. Incremental modernization spreads risk across small reversible steps, delivers value early, and is dramatically less likely to ship late or break in production.

No. Data migration runs with full integrity validation and reversible steps, so each move is checked and can be rolled back if anything looks wrong. Your data and your infrastructure stay yours throughout, with no silent loss or corruption in transit.

We treat data residency, access control and auditability as first class requirements and design GDPR aligned compliance in from the first phase. The modernized platform runs on supported, patched components, closing the gaps a legacy estate carries and passing the review the old system would fail.

Yes. The whole point of the strangler fig approach is that the business never stops. The legacy system keeps serving users while we build and prove the new path beside it, then traffic moves slice by slice behind tests and feature flags, with rollback available at every step.

It covers real time monitoring, bug fixes triaged by severity, security patching, dependency and framework upgrades, performance tuning and a block of hours for small features. In short, everything needed to keep a live system fast, secure and reliable, reported to you each month so nothing happens in the dark.

The industry norm, backed by Gartner and Forrester, is between 15 and 20 percent of the original build cost per year, rising toward 25 to 30 percent for large or regulated systems. We turn that into a fixed monthly retainer in EUR and USD with published tiers and written hours, so there are no opaque quotes.

We use a clear severity model. Critical outages get a response in about 15 to 30 minutes with engineers working until resolution, high severity issues within about an hour on higher tiers, medium issues within about 4 business hours and low priority items within about a business day. Exact targets are written into your agreement and reported monthly.

Yes, this is a large part of what we do. We run a focused audit of the code, infrastructure and dependencies, capture knowledge into living runbooks and take over with monitoring and agreed service levels, even when documentation is thin and the original team has moved on.

Yes. We track the libraries and runtimes you depend on and patch known vulnerabilities on a clear schedule, before attackers reach them. We keep least privilege access, secret management and audit ready change records as the default, with GDPR and relevant sector rules in view.

Yes. Every retainer above Essential includes a monthly block of hours for small features and backlog items, so the product keeps moving forward alongside the maintenance work rather than stalling while you wait for a separate project.

Our Growth and Dedicated tiers include on call cover for genuine emergencies, with the fastest response targets and engineers who stay on a critical incident until it is resolved or safely worked around. A clear escalation path means the right person is reached fast, not next business day.

Yes. From onboarding we set up real time monitoring across uptime, errors, performance and cloud cost, so the system stops being a black box. Alerts reach a real engineer and your monthly report shows uptime, incidents and where spend can be tuned down.

MERN stands for MongoDB, Express, React and Node, and it lets you build a full web application in one language, JavaScript, from the database all the way to the user interface. It suits SaaS platforms, real time applications, customer portals and internal tools where fast iteration and a single shared language across the stack keep teams lean and products quick to change.

We publish ranges instead of opaque quotes. In Europe, a focused MVP runs between EUR 18,000 and 40,000, roughly 8,000 to 20,000 dollars. A mid sized platform runs between EUR 45,000 and 160,000, roughly 20,000 to 82,000 dollars, and enterprise grade systems start at EUR 200,000 and above. After a short discovery we tie your number to a defined scope so you know exactly what you are paying for.

A focused MVP typically takes between 6 and 12 weeks, a mid sized platform between 3 and 6 months, and an enterprise grade system is scoped to its compliance and scale needs. Because we keep senior engineers ready and staff them in days, the timeline counts from building rather than from hiring.

MERN and MEAN share the same MongoDB and Node backend, so both scale well. The difference is the front end. MERN uses React, which is lightweight and fast for dynamic, interactive products and has the larger talent pool, which is why most startups choose it. MEAN uses Angular, whose strict structure can suit very large, rigid enterprise apps. When a different stack genuinely fits your product better, we will tell you plainly rather than push MERN.

Yes. MongoDB and Node are built to handle large datasets and heavy traffic, and the stack powers products serving millions of users in production. Scale comes from good architecture, not luck, which is why we design the data model, the API and the deployment for growth from the start. One European fintech platform we built scaled past one million users at 99.9 percent uptime with sub 200ms responses.

Security is designed in from the start, with authentication, role based access, encryption in transit and at rest, audit logging and input validation built into the architecture. We design for data residency and European frameworks including the GDPR, PSD2, DORA and NIS2. You receive full ownership of the codebase on delivery and hold the keys to your cloud, data and repositories at all times.

Yes. We connect MERN applications to payment gateways, identity and single sign on, ERP and CRM platforms, messaging channels, cloud services and AI providers through clean, documented APIs. Legacy and custom systems are integrated properly rather than with fragile workarounds, so your new product fits the tools your business already runs on.

Yes. We monitor production, respond to incidents against agreed response times, tune performance before issues reach users, apply security patches and add features in planned sprints. The same senior engineers who built the system support it, so nothing is lost in a handover, and plans range from a lightweight retainer to a fully dedicated ongoing team.

Next.js is the React framework that lets one codebase render each page the way it needs to be rendered, static for instant loads, server rendered for full crawlable content, or refreshed quietly in the background. The result is a product that is both fast for visitors and visible to search engines, without forcing a trade off between the two.

We publish transparent ranges instead of opaque quotes. As a European guide, a focused MVP or marketing build runs roughly between EUR 18,000 and 40,000, a mid sized commerce or SaaS platform between EUR 45,000 and 160,000, and enterprise systems above EUR 200,000. After a short discovery we give you a fixed range tied to your actual scope.

A landing page or small marketing site usually takes about 2 to 4 weeks, a focused MVP or content site roughly 6 to 10 weeks, and a headless ecommerce or SaaS platform about 3 to 5 months shipped in visible sprints. Enterprise work is phased so value lands early rather than all at the end.

React is a UI library for building components. Next.js is a framework built around React that adds routing, server rendering, image optimization and SEO tooling. If you need fast first loads and strong search visibility, Next.js is usually the better choice. For an app shell behind a login where SEO does not matter, plain React can be enough, and we will tell you honestly which fits.

Yes, directly. Next.js sends search engines fully formed HTML instead of a blank shell, so pages index and rank, and it makes pages fast by default with image optimization, code splitting and edge delivery. A 2025 survey found 89 percent of Next.js teams hit Google Core Web Vitals on their first deployment, against 52 percent on other frameworks.

Yes. Next.js is designed for incremental adoption, so we can move your site route by route, serving part of your domain from Next.js while the rest keeps running. Feature work never stalls, risk stays low, and you start seeing speed and SEO gains on the pages we move first rather than waiting for a big rewrite.

Yes. We build multilingual Next.js sites with full right to left support for multi-language, including correct layout mirroring, fonts, locale routing and content models that handle both English plus the major European languages cleanly. RTL is treated as a core requirement for European audiences, not an afterthought.

Node.js development is the work of building the server side of your product in JavaScript: the APIs your apps call, the real time services that push live updates, the queues that process work, and the integrations to your other systems. Node.js handles many concurrent connections cheaply, which makes it a strong fit for I/O heavy and real time backends.

We publish ranges rather than opaque quotes. As a European guide, a focused MVP backend runs roughly EUR 30,000 to EUR 75,000, a mid sized platform EUR 75,000 to EUR 200,000, and enterprise work above EUR 200,000. Project management, QA and DevOps typically add 25 to 40 percent over raw build, and we include that in our ranges. We price in EUR, GBP or USD.

A focused API or service for an MVP usually takes between 4 and 8 weeks with our senior team, where a mixed team often needs 8 to 16 weeks for the same result. Each heavy integration such as a payment rail or ERP tends to add 1 to 2 weeks. Larger platforms are scoped and staged after discovery.

Yes. Its event driven model holds many thousands of concurrent connections without a thread per request, and it scales horizontally across instances behind a load balancer. A European fintech platform we built scaled past one million users at 99.9 percent uptime with sub 200ms API responses. The discipline is in the architecture, which is exactly what senior engineers bring.

Node.js shines for I/O heavy and real time work and gives you one language across the full stack, which speeds delivery and simplifies hiring. Compiled runtimes can edge ahead on raw CPU bound number crunching, but in most production systems the database, network and external services dominate, not the framework. We pick Node.js when its strengths match your workload, and tell you honestly when they do not.

Every system ships with observability from day one: structured logs, distributed tracing, metrics and alerting that reaches a human. We set and hold latency and error budgets so regressions are caught before users feel them, and we back live systems with monitoring, agreed response times and proactive patching.

React development is building user interfaces from small, reusable pieces called components. Instead of redrawing a whole page when data changes, React updates only the part that moved, so screens feel instant. It is the most widely used way to build interactive web products, from dashboards to booking flows, and it shares a foundation with Next.js for the web and React Native for mobile.

We publish ranges rather than opaque quotes. A focused interface or first product version usually lands between EUR 18,000 and EUR 40,000. A mid sized product with real time data and integrations runs between EUR 75,000 and EUR 200,000. Enterprise builds start above EUR 200,000. After a short discovery we fix the range to your written scope, with right to left and multi-language content and compliance work priced as clear line items.

A focused dashboard or first product version is often live in four to eight weeks. A mid sized product with real time data and several integrations typically takes three to six months. Enterprise platforms are scoped and shipped in phases. Because we staff senior only squads and reuse a proven component approach, we move faster than teams that learn the architecture as they go.

React fits interactive products you plan to grow for years, and it gives you the largest hiring pool in front end so you are never trapped. Other frameworks can be lighter for very simple sites, but they ask you to bet on a smaller talent market. We help you choose during discovery and will tell you honestly when something simpler than React is the better call.

Yes. With clear component boundaries, a sound state strategy and TypeScript, React scales to large and complex products used by thousands of people daily. The thing that determines whether it scales well is the architecture decided up front, which is exactly the work our senior engineers do before building rather than discovering it later.

Both are designed in, not bolted on. We build WCAG aware components with keyboard support and screen reader labels, including full right to left and multi-language content layouts. For performance we hold to clear targets: largest contentful paint under 2.5 seconds, interaction to next paint under 200 milliseconds and cumulative layout shift under 0.1, all verified before launch and monitored after.

Yes. React shares a foundation with React Native, so the same senior engineers and the same component thinking carry across to mobile apps. That means one team, one stack and a shared design language across web and mobile rather than two separate front ends that drift apart over time.

You own everything. Full intellectual property transfers to you on delivery, with non disclosure agreements signed on request. We handle data with the GDPR and UK GDPR in mind, support data residency where your regulator requires it, and design secure authentication and session handling into the front end from the start.

React Native is a framework for building real iOS and Android apps from one codebase written in TypeScript. It renders genuine native components, so the app feels native to users, while your team maintains a single codebase instead of two.

As a working guide for a cross platform React Native app, a simple app runs about EUR 18,000 to 40,000, a mid complexity app about EUR 45,000 to 160,000, and a complex or enterprise app EUR 200,000 and up. We publish ranges and price in EUR, GBP or USD.

A simple app typically takes 6 to 12 weeks, a mid complexity app 3 to 6 months, and a complex or enterprise app 6 to 9 months or more. Building once on a cross platform codebase keeps both stores on the same timeline instead of running two native projects.

For most business apps, React Native gives you near native performance from one codebase at a fraction of two native builds. Choose fully native only for graphics or hardware heavy apps. Against Flutter, React Native wins when your team and hiring pool live in JavaScript and TypeScript and when you want to share a stack with an existing React web product.

For the screens, flows and data that real business apps are made of, yes. The New Architecture, built on JSI, Fabric and TurboModules, has closed almost all of the old performance gap, and where you need raw platform power we reach into native Swift or Kotlin through modules.

Yes, end to end. We manage app signing, store listings, screenshots, privacy manifests, SDK declarations and a phased rollout. Apple reviews roughly 90 percent of submissions within 48 hours, and we run that pipeline so you do not have to.

Yes, and this is a real advantage of React Native. It shares a stack with React and TypeScript web, so your web engineers, libraries, patterns and even some code carry across to mobile, which lowers hiring and training cost and keeps web and mobile in step.

Web development is building software that runs in a browser. A simple version is a site you read, but a web application lets users sign in, run transactions, manage data and get real work done. We build the full stack: a fast React and Next.js front end, a Node.js back end and a PostgreSQL database, wired into payments, search and your other systems.

We publish ranges instead of opaque quotes. In the European market a simple app runs about EUR 18,000 to 40,000, a mid complexity SaaS or portal about EUR 45,000 to 160,000, and an enterprise platform EUR 200,000 and up. We price in EUR, GBP or USD and lock scope in a short discovery phase before you commit.

A simple build takes roughly 4 to 8 weeks, a mid complexity SaaS or portal about 3 to 6 months, and an enterprise platform 6 to 12 months or a phased rollout. Senior engineers move fast, so timelines track real scope rather than padding, and weekly demos keep delivery visible the whole way.

A website mostly shows information you read. A web application does work: it handles logins, transactions, dashboards, roles and data that changes in real time. If your team is propping up an off the shelf tool with spreadsheets, or the software itself is the product, you need a web app, not a brochure site.

Yes. We build to measurable targets: largest contentful paint under 2.5 seconds, interaction to next paint under 200 milliseconds and layout shift under 0.1. Server rendering on Next.js gives search engines clean, fast pages, which is why our rebuilds tend to lift rankings and conversion together. One rebuild reached a 0.9 second mobile load and grew organic traffic 28 percent.

Yes. We build genuine bilingual apps with full multi-language and right to left support, not a mirrored afterthought. Typography, layout, forms and content all work correctly in both directions. Budget roughly 15 to 30 percent on top of a single language build for proper bilingual support.