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AI Integration

Realistic Timelines, and Why They Slip

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Typical durations

IntegrationBuildTo settled quality
Helpdesk triage2–4 weeks+4 weeks
Website assistant2–4 weeks+4 weeks
CRM summaries3–5 weeks+4 weeks
Document extraction with write-back5–9 weeks+6 weeks
Multi-system workflow8–16 weeks+8 weeks

The second column matters. A system is built weeks before it is trusted, and planning that in avoids an awkward conversation.

Four causes of nearly every delay

  1. Access — credentials, API keys and permissions taking three weeks to arrive
  2. Data quality — the documents are messier than the samples suggested
  3. Availability — the domain expert is the busiest person in the business
  4. Scope — a second document type added in week four
Three of those four are entirely within your control, and dealing with them before the start typically saves a fortnight.

Front-load the access request

Ask for every credential and permission on day one, even the ones needed in week five. Corporate access requests are slow and they are slow in parallel just as easily as in series.

It is the single most effective thing a client can do to keep a project on schedule.

Protect the scope deliberately

Additions during a build are the normal way projects grow by 50%. The fix is not refusing them — it is putting them into phase two explicitly, in writing, with a price.

That way nothing is lost and nothing is absorbed silently.

What we do to keep it honest

  • Access tested in week one, before anything is built on the assumption
  • Real data reviewed before the estimate is confirmed
  • Your people's time booked in advance, with dates
  • A weekly note saying what moved, what did not and why

Frequently asked questions

Can a build be rushed?

The scope can be narrowed, which genuinely helps. Compressing the steps mostly moves the time into the fixing phase afterwards.

Why does quality take weeks to settle?

Real usage produces edge cases no sample contains. That tuning is normal and should be planned rather than treated as a defect.

What if you are running late?

You hear it in the weekly note, with the reason and the revised date. Discovering it at the deadline is the failure, not the delay itself.

Do fixed-price projects change this?

They protect your budget, not your calendar. Access and availability still determine the date, whoever carries the cost risk.

Keep reading

Need something live by a specific date?

Tell us the date and the scope, and we will tell you honestly whether it fits.

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