Our system is undocumented and the person who built it has left. Is that a problem?+
It is the normal starting position. AI reads the source code, database constraints and batch jobs to recover the rules, then we bring each one to whoever owns that part of the business to confirm. You end up with documentation you never had, which has value even if you never modernise.
How can you promise 60% less time and 70% lower cost?+
The saving comes from removing whole categories of work, not from cutting corners. AI does the archaeology in weeks instead of months, drafts the rules with a source line for each, and generates the parity and regression tests. What we never compress is the parallel run, because that is where the risk lives. If a partner offers you a faster cutover and a cheaper build in the same sentence, ask which one they are actually cutting.
Which of the seven paths will our system need?+
That is what the assessment decides, on evidence rather than opinion. Retain, integrate, rehost, replatform, refactor, rebuild or replace — a rebuild is only one of the seven, and it is the most expensive one to get wrong. Sometimes the honest answer is to leave a system alone and invest elsewhere, and we will tell you that.
What is CARE, and why does it matter to us?+
CARE is our framework for building AI-powered software. It lives in your repository as 14 versioned markdown files, so the rules, decisions, architecture and prompt history are written down rather than held in one engineer's head or lost when a session ends. Engineers read them, the AI reads them, and auditors read them — which is what makes AI-assisted delivery safe in a regulated environment.
How do you avoid a long feature freeze?+
We do not attempt a big-bang replacement. Work is broken into bounded slices behind a routing layer, so the legacy system keeps serving everything not yet rebuilt. Changes the business needs mid-programme are applied to whichever system currently owns that behaviour, and the parity tests catch any drift between them.
What exactly is a parallel run, and who pays for two systems?+
Both systems process the same production inputs for an agreed period and their outputs are compared on your closing cycle. You do carry duplicate infrastructure cost during that window — usually weeks, not months, and scoped up front so it is in the business case. It is far cheaper than discovering a reconciliation failure after the old system is gone.
How much of the work is done by AI, and who is accountable?+
AI handles the high-volume, checkable work: reading codebases, drafting rules, generating tests, writing documentation, scaffolding code. Architecture, rule confirmation, parity sign-off, security review and anything touching production data stay with named engineers and your people. We will hold to that line in the statement of work.
Is building custom really cheaper than licensing, or does the cost just move?+
Some of it does move, and any partner who says otherwise is not being straight with you. A custom system needs engineers, security updates and integration work. The case still holds for two reasons: you were already paying to customise the licensed product heavily enough that it was half-custom anyway, and you now own the source, so the cost is yours to control rather than repriced at renewal. For commodity functions with no competitive differentiation, we will tell you to keep buying.
Can you work with our existing team rather than replacing them?+
That is the preferred arrangement. Your engineers hold the operational knowledge we need and will own the system afterwards. We run joint teams with shared repositories and code review both ways, and the support phase is explicitly aimed at handing over.
What happens to our data and audit history?+
Migration is reconciled record-by-record and control-total-by-control-total, not sampled. Historical data that regulation requires you to retain but the new system does not need operationally goes into a queryable archive, so audits and disputes can still be answered years later without keeping the legacy platform alive.
We are in the UAE, Saudi or Oman. Where would the team sit and where would the data live?+
Data residency and hosting region are decided before architecture is fixed, because they constrain it. We deliver from Trivandrum with client-facing presence in the region and a Riyadh entity, and we work to whichever residency, access and audit requirements your regulator or contract sets.
What does the first conversation actually involve?+
Forty-five minutes with an architect, not a salesperson. Bring the system that worries you most. We will ask what breaks, what nobody will touch, what happens at month-end, and what the business cannot do because of it. You will leave with our honest read on whether it is worth modernising and what the first sensible step is, whether or not you engage us.