Built by a product architect,
not a prompt.
The snapshot surfaces the first risk signal. Anastasia Russkih created the system and leads the human architecture review when the product decision needs judgment.
I came through the work,
not around it.
I didn't start as an architect. I started building — real projects, real deadlines, real responsibility for what had to work in production.
My primary execution layer was Adalo. Through it, I went from someone who builds apps to someone who sees why a product will start breaking before the team does. I've shipped dozens of native mobile applications on the platform and built real depth on how Adalo behaves under pressure — which is why I don't guess when I diagnose it.
At some point, I got tired of watching the same pattern repeat: founders building without clear product logic, without data architecture, without understanding the boundaries of what they were constructing. Every sprint making the next sprint harder.
That's when I moved from building to architecture. Not from theory — from having seen what breaks, where it breaks, and why.
Now I work at the intersection of product decisions, system structure, and AI integration. My job is to make sure the foundation holds — so the work your team puts in actually compounds instead of accumulating as debt.
Real patterns behind
the snapshot logic
The system is shaped around recurring architecture patterns from no-code, AI, marketplace, sensitive-data and Adalo product reviews.
High-Risk Safety Platform
The product looked like a child-safety platform. The real risk was governance: identity, consent, blocked users, sensitive data, parent-child-school roles, and AI-supported decision flows had to work together without unsafe access paths.
Consumer Subscription App
30K installs. Paying users suddenly couldn't complete onboarding. The visible problem looked like a bug; the real risk was an unstable entitlement and user-state flow.
Multi-Portal Health Ops MVP
The visible request was workflow automation across four portals. The real architecture risk was uncontrolled AI insights, privacy exposure, and fragmented compliance logic across patient, doctor, admin, and analytics surfaces.
International Exchange Platform
The product was described as a marketplace, but the real risk was not listings or screens. The hard decisions were roles, trust, moderation, exchange logic, delivery paths, and what the platform owns when exceptions happen.
Platform depth,
not generic tool familiarity
Credentials are supporting proof. The core work is product architecture: data models, roles, permissions, integrations, rebuild risk and launch decisions.
Deep Adalo architecture experience across native mobile apps, database structure, marketplace logic, performance, permissions and hybrid backend decisions.
View Adalo Expert profile →Completed AI platform training used to inform architecture decisions around AI-assisted workflows, Claude, ChatGPT, generated code, safety and written-first product systems.
What founders say
"Anastasia didn't just point out problems — she gave us a clear architectural map. We avoided a major rework that would have cost us at least 3 months."
"She delved into the project as if it were her own. We left with a secure, scalable structure and confidence that our Adalo platform will not fall apart under growth."
"Anastasia took the time to really understand my needs. It was structured and agreed time frames were achieved. It felt as though she was part of the team."
"This wasn't a typical marketplace, and trying to build it like one would have created expensive problems. She helped us structure the platform the right way from the start."
Who I work with
— and who I don't
- ✓Founder with an MVP, early traction, or a serious product decision ahead
- ✓No-code, AI-powered, or hybrid product with growing complexity
- ✓Team preparing to hire, rebuild, scale, or hand off implementation
- ✓Product where the cost of a wrong decision is already visible
- ✓Idea-stage founder only if you are ready to make real product decisions before building
- —Want someone to “just build” without defining the product logic first
- —Need a tutorial or platform walkthrough
- —Want a quick template or pre-made solution
- —Not ready to make real product decisions
Start with the signal.
Move to human review only when the decision needs it.
The platform gives the first architecture risk screen. Human review is for founders who need judgment before another build, rebuild, hire, launch, or AI decision.