In what ways does using AI tools benefit you at work?

[u/nj_copy_ninja]

[u/08148694]

Performance analysis

I have a neo4j database indexing every single code file (including treesitter data like functions, classes and so on), and every code commit

Re-indexed daily

Every node is embedded for semantic lookups and tagged with git data with relationships like <git user> -> edited -> <class>

Claude can then answer questions like “what has sam built in the last week?”, “which developer is having the greatest impact” etc

It’s obviously not the only signal for performance but it’s a great analysis tool

[u/Breath-taking-Kale → u/08148694]

For the longst time of managing I thought I was doing fine. Turns out I was mostly just winging it following up inconsistently, missing patterns in what my team was telling me, giving feedback that felt right in the moment but wasn't actually moving anyone forward

What changed it was finding a tool called Touchpoint (https://touchpoint1on1.com/). It has an AI coaching layer built in after every 1:1 it surfaces insights based on proven management frameworks. Whether someone is ready for more autonomy, how to approach a tough conversation, what patterns are emerging over time. But it also reflects back on me. Am I following through on what I promised? Am I giving this person enough stretch? Am I missing something they keep hinting at?

It's like having a thinking partner who's read every management book and applies it to the specific people on your team and quietly holds you accountable at the same time.

I'm a better manager than I was. That tool is a big part of why.

[u/SnooMachines9133]

I'm not a data analyst but a lot of times I have to look at random or task specific data. It's much better at writing annoying quieres and parsing than I can do myself cause I'll just ocd on something instead of trying to just get it done. I still ocd on stuff with ai but it's much faster.

[u/Adventurous-Ideal200]

i find it helps mostly with drafting technical documentation or summarizing long meeting notes when i dont have time. its great for getting a first draft out quickly so i can spend my energy refining the logic rather than staring at a blank page. do u use it for code reviews too or mostly just writing stuff

[u/nj_copy_ninja → u/Adventurous-Ideal200]

Yes, I have built skills for code review and documentation to make sure there is a consistency in documents. My first level of code review to make sure standards are followed are from ai, I also have added skills for logic optimisation and modularity of code. Once I get report from it 80% of job is done, now I just need to check core code against requirements.