You shipped fast with AI. I make sure it holds.
You can ship a product in weeks now; speed was the right call. The hard part is making it stable, understandable, hireable, and fundable. I walk your system, fix what blocks what's next, and leave a trail: docs, tests, and runbooks that turn "it works" into "it will keep working."
- Stable
- Changes don't break unrelated things.
- Understandable
- You can explain what the system does, and how.
- Hireable
- A new developer onboards in days, not weeks.
- Fundable
- Investors get clear, honest answers about your tech.
How I work
Architecture-first, stack-second
Boundaries, risks, and structure. Not which framework is trendy.
Plain English by default
Every deliverable is written so a non-technical founder can act on it.
Technical depth on request
Coupling analysis, failure modes, data model details: in the appendix when you want them.
No hype
What matters and what to ignore, with evidence.
Two brands, one architect.
Same expertise, different audience. SystemTrails is where you are now.
- SystemTrails
- for founders with AI-built products
- Free teardowns, fixed-price hardening sprints, and senior oversight for funded and revenue-generating startups whose product was built fast with AI and now has to hold.
- GQLTeam
- for senior technical teams
- Deep GraphQL and Go expertise, compliance engineering, and system design for CTOs, senior engineers, and architecture teams.
- Visit gqlteam.com
Find out where you actually stand.
A senior architect walks your system and records what he finds: 3 concrete findings and a fix-or-rebuild verdict, in your inbox within 72 hours. Free.
no sales call · NDA available · 2/week cap · no rebuild pitch