AI integration for your existing product
We do not add AI for hype: we identify where it saves time, improves conversion or enables a new feature without breaking the current product experience.
Need ai integration for your existing product?
At RoviDev we build it for you · Free quote · Usually reply in under 30 minutes
OpenAI, Claude, Gemini and model choice per case.
Search over documents and private data.
Classification, summarization, extraction and replies.
Costs, limits, audit and human fallback.
What we can build
- AI features inside SaaS, dashboards, CRM or internal tools.
- RAG over documentation, tickets, catalogs, contracts or internal knowledge.
- Prompt, cost, security and traceability evaluation.
- Human fallback design when the model should not decide alone.
Is this service a good fit?
Good fit if
Existing products with real users where AI must create measurable and controlled value.
When we are not a fit
AI demos without data, business goal or defined error tolerance.
Typical deliverables
Flow design, API/model integration, cost tracking, logs, tests and gradual rollout.
Use case
Add an internal copilot that searches documentation and reduces repetitive tickets.
First reply usually in under 30 minutes with feasibility, risks and missing inputs.
How we work with you
Goals, integrations, priorities and timeline or budget constraints.
Feasibility, phased scope and collaboration model via email.
Implementation, testing and deployment with clear milestones.
Post-launch fixes and iterative improvements as agreed.
Outcomes we optimise for
Stable production software, less operational friction and maintainable code. We measure success by real usage, time saved and business impact.
Frequently asked questions
Fixed price or phased? We clarify it after reviewing scope, risks and integrations. We prefer small phases with verifiable deliverables.
What do you need to start? Context, goal, current systems and one decision owner.
How we approach it
We treat aI integration for your existing product as serious engineering: clear scope, justified technical decisions and reviewable deliveries. We prioritise what brings business value and avoid the over-engineering that inflates cost and timeline with no benefit.
- Architecture suited to the problem, with no unnecessary complexity.
- Maintainable code, with tests on the critical parts and useful documentation.
- Well-designed integrations and APIs that grow without a rewrite.
- Reliable deployment and post-launch support as you need it.
We work in phases with reviewable milestones, so you always know what is delivered, when and why, and can adjust priorities without budget surprises.
More frequently asked questions
Do you work fixed-price or hourly? Fixed price when scope is stable; time and materials when there's discovery or frequent change. We make it clear in the proposal.
Is the code mine? Yes. We hand over the source code and documentation; we don't lock you into a black box only we can touch.
What happens after launch? We can agree corrective support, evolutionary improvements or a monthly hours pack depending on the pace of change and criticality.
Related services
AI & LLM · Backend · Automation · AI agents
Recommended reading
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Related case study
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Representative scenario of a typical RoviDev delivery. More case studies