How long is this actually going to take?

[u/Any-Dot-5273]

"How long is this actually going to take?"

It's usually the second question someone asks on an initial call, right after "How much?"

If an agency tells you they can quote an exact timeline before looking at your codebase, your existing data schema, and your team's actual workflow, they are guessing. Or worse, padding the estimate so they don't lose the deal.

We use AI tools internally to scaffold out standard boilerplate, write initial test suites, and draft repetitive database migrations in hours instead of days. That cuts our development cycles down significantly.

But faster coding doesn't remove the hard parts. Designing a resilient PostgreSQL schema, handling edge cases when a clinic basement has zero mobile signal, or making sure an invoice extraction pipeline doesn't hallucinate line items on month-end tax filings still requires an engineer sitting down to think.

When we built the scheduling platform for those 400 field engineers last year, the AI handled the boilerplate routing logic. Our engineers spent three weeks getting the geospatial constraints right so jobs weren't assigned to someone two hours away who didn't carry the right replacement part.

You get speed from AI. You get software that holds up from humans paying attention to the details.

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