Mini-diagnostic — AI in Your Dev Team

Question 2

Main stack?

Multiple choices allowed

Python

TypeScript / JavaScript

Java / Kotlin

C++ / C

Go / Rust

Other

Question 3

Your industry sector?

Software editor / SaaS

Industrial vision / Robotics

Embedded / IoT

Medtech / Healthtech

Aerospace / Defense / Simulation

Other

Question 4

Have your developers tried AI coding tools?

Yes, and they're convinced

Yes, but they're mixed or disappointed

Some yes, others refuse

No, not yet

Question 5

What is the dominant reaction in your team?

“It's useful for small tasks but not reliable for real code”

“It generates technical debt, we spend time fixing it”

“It will never replace a real developer”

“It's a game changer but we don't know how to use it properly”

“We haven't formed an opinion yet”

Question 6

Do you have a methodology to manage AI usage?

Yes, formalized

Everyone does their own thing

We banned AI until we figure it out

We're thinking about it but don't know where to start

Question 7

What are your blockers?

Multiple choices allowed

Quality of generated code

Confidentiality — our code must not leave our servers

Contractual or regulatory obligations (defense, health, finance...)

Convincing the team

Don't know where to start

Cost / time

Question 8

If training could change one thing in your team, what would it be?

Skeptical devs see AI as a serious tool

AI produces production-quality code, not prototypes

Everyone uses the same method, not each on their own

The team is autonomous without relying on an external expert

Question 9

Would you like to discuss this for 30 minutes?

Yes

Not now, but keep me informed

No thanks

Want to discuss or receive personalized feedback?

Optional — your email will only be used for this purpose.

Data protection

This questionnaire is carried out by Ikkonix Software (legal basis: legitimate interest, Art. 6.1.f GDPR). Without an email, your answers are entirely anonymous.

If you provide your email (legal basis: consent, Art. 6.1.a), it will be stored for a maximum of 12 months, exclusively to contact you. It will not be sold or shared.

Rights of access, rectification, deletion, portability, objection: contact@ikkonix.com.

Data controller: Ikkonix Software — contact@ikkonix.com

AI in your dev team: gadget or game changer?

Question 1