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AI Integration

The Way We Work on Integration Projects

Our approach to AI integration: measuring the current process, defining correct with your expert, shadow running, a narrow launch and what we refuse.

Updated 2 min readBy SpiderHunts Technologies

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Quick answer — TL;DR

Measure the current process, define correct with your expert, build the smallest thing that proves it, run it in shadow, then launch narrowly. We insist on an evaluation set, a review path and your ownership of everything.

What we do first

  1. Understand the process as performed, from the person performing it
  2. Establish the current cost, with real numbers
  3. Look at thirty real examples, including the awkward ones
  4. Test access to the destination system before quoting anything

Only then do we estimate. An estimate before those four is a guess.

Four things we insist on

  • An evaluation set, because otherwise nobody can say whether it works
  • A review path for uncertain output, because it will be uncertain sometimes
  • Your ownership of code, credentials and data, without exception
  • A named owner in your business for quality after launch
These are not preferences. A project without them produces something that demonstrates well and degrades quietly, and we would rather not build that.

What we will not do

  1. Promise an accuracy figure before seeing your data
  2. Build something whose volume cannot repay it
  3. Hold your credentials or code as leverage
  4. Automate a decision that should carry a person's name

How we communicate

A weekly note: what moved, what did not, what we need from you and whether the date has changed. Short, honest and on the same day each week.

If something is going wrong, you hear it that week rather than at the deadline. That is the whole of our project management philosophy.

What you are left with

  • A system that measurably does what was agreed
  • The code, in your repository
  • The credentials, in your accounts
  • A runbook, an evaluation harness and a trained owner
  • The ability to take it elsewhere if you want to

That last point matters. We would rather be kept because the work is good than because leaving is difficult.

FAQ

Frequently asked questions

The questions readers ask us after this guide.

Still have a question?

Ask us directly — a senior engineer will get back to you.

Ask about your project

How do you price?

Fixed price for a scoped phase, after the four discovery steps. Time and materials only for genuinely open-ended work, and we will say which it is.

Do you work with our existing developers?

Frequently, and it works well. We handle the AI and evaluation side; they handle the systems they know better than we do.

What if it does not reach the agreed accuracy?

We say so, with the failure analysis, and we recommend either a specific fix or stopping. Both have happened.

How do we start?

A conversation about the process, then a written scope. No charge for either, and the scope is yours whatever you decide.

Keep reading

More on AI Integration

Start here

Want a straight assessment of a process?

Tell us what it is, how often it happens and what it costs you now. We will tell you honestly whether it is worth automating.

  1. You tell us what you needTwo minutes on the form, or a message on WhatsApp.
  2. A senior engineer reviews itAnd comes back with questions, a realistic range and an honest view on fit.
  3. Free 30-minute scoping callWe talk through scope, options and a realistic estimate — with no obligation.
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