If the work is still at pitch-deck stage, I am probably not the right person.
I am most useful once the system already matters and the wrong technical call is going to cost time, money, or trust.
Where I Usually Help
1. Fix the technical direction
Sometimes the problem is not one bug. It is that the product, architecture, and delivery plan are pulling in different directions.
I help sort out:
- which problems are really product problems and which ones need engineering work
- which parts of the system need to be rewritten, simplified, or left alone
- where AI actually helps and where it only adds latency and confusion
- what the next few technical decisions should be, in order
2. Get an AI system into shape
This is usually not prompt work. It is the rest of the system around the model:
- retrieval and context quality
- agent workflow design
- approvals and guardrails
- failure handling
- evals and operator visibility
- cost and response-time pressure
I have worked on AI products where the real work was not making the model answer once. It was making the whole thing reliable enough that a team could live with it.
3. Clean up backend pressure points
This is the unglamorous work that tends to matter most:
- slow reporting paths
- brittle integrations
- race conditions and multi-user correctness problems
- background-job sprawl
- caching that is hiding a deeper design problem
- database queries that got bad one endpoint at a time
Good Fit
- the product is already live
- the team needs a second set of eyes on system design or technical direction
- the backend is under strain and the real bottleneck is unclear
- the AI feature works in demos but is shaky in production
- you want hands-on help, not a slide deck full of filler
Not A Great Fit
- quick marketing sites
- vague “add AI” projects with no actual user problem behind them
- huge strategy engagements with no interest in implementation
- work where nobody wants to touch the hard parts yet
How I Work
I usually start with a short audit. I look at the product flow, the code paths that matter, and the point where the current approach is leaking time or reliability.
From there, the work usually turns into one of three things:
- a concrete technical plan
- a scoped cleanup or implementation pass
- ongoing advisory and hands-on help for a team that is already shipping
I work directly with founders, operators, and engineering teams. I prefer plain language, fast async communication, and focused calls when async stops being enough.
Start Here
If you think I might be useful, book a call.
If it is about a role, a workshop, or something that does not need a call yet, email me at raihassanraza10@gmail.com.