Machine Learning Integration

Our Machine Learning Integration engagement covers discovery, technical planning, implementation, QA and handover. You get working software, documentation and the source code — not a slide deck. The scope is written down before we start so there is no ambiguity about what ships.

Small, tightly scoped work usually lands in 2-4 weeks. A full automate engagement typically runs 6-12 weeks depending on integrations, compliance needs and how quickly feedback comes back from your side.

We quote fixed price for well-defined scope and a monthly retainer for continuous work. After a 30-minute call and a short brief we send a written estimate with scope, stack and timeline — usually within one business day.

A senior engineer owns delivery end to end, supported by specialists for design, QA and infrastructure as needed. You talk to the people writing the code, not to an account layer.

Yes. We start with a short technical audit of the current system, document the risks, then continue machine learning integration on top of it. If a rewrite is genuinely cheaper than a rescue, we tell you that plainly.

We favour boring, well-supported tooling: TypeScript, React, React Native, Node, Python, PostgreSQL, Docker and mainstream cloud providers. Stack selection follows your team's ability to maintain it, not our preference.

Always available. A large share of our work is delivered white-label for marketing and outsourcing companies in the US, UK, Europe and Dubai — your brand stays in front of the client.

We work overlapping hours with the US, UK, Europe, Dubai and Australia, run weekly demos, and keep a shared board so progress is visible daily. Async updates are written, not verbal.

Code review on every change, automated tests around critical paths, staging environments and a QA pass before release. Every release is deployable through CI/CD so rollbacks are one command.

You can take the system in-house with full documentation, or keep us on a maintenance retainer covering monitoring, security patches, performance work and new features.

Yes. On final payment you own the code, designs, infrastructure configuration and every account created for the project. No lock-in and no licensing games.

Send a short brief describing the problem and any deadline. We reply with questions, then a scoped proposal to remove manual work with AI and dependable automation. Most projects kick off within a week of sign-off.