AdHoc.codes helps founders turn AI-generated prototypes and vibe-coded projects into stable, scalable products. Clean architecture, production-ready code, and scientific rigor — when your app needs to move from “it works once” to “it works always.”
Modern AI coding tools make it easier than ever to spin up an MVP — but they don’t give you scalable architecture, security, observability, or production discipline. Most founders end up with a demo that looks great… and a codebase that can’t go to production without a rebuild. It works in demo, but they can't ship it.
We clean up inconsistency, remove fragile logic, and fix the parts of the system that cause unpredictable behavior.
We establish patterns, boundaries, and workflows that keep your product safe to change as it grows.
We finish the last mile — the cross-module, multi-service problems AI can't reliably reason about.
We set up environments, pipelines, and release processes built for real users—not just demo traffic.
You get a solid foundation: what changed, why it changed, and how your team (and your AI tools) can safely build on top of it.
Built an MVP with AI, can demo it, but can't ship safely.
We stabilize your codebase and prepare you for launch.
Has users, but AI-generated tech debt is slowing growth and blocking the roadmap.
We fix architecture and unblock your next stage of scale.
Used AI as the engineering team and now needs real engineering judgment.
We safely finish what AI started and get you ready for real users.
If AI helped you build it, AdHoc.codes helps you ship it.
Clear, fixed-scope sprints for founders who moved fast with AI and now need something that won't fall apart in production.
$7,500
Stabilize your prototype without a full rebuild.
Best for: Founders with AI-assisted prototypes that mostly work but feel fragile and hard to extend.
$10,500
Ship the next release without adding chaos.
Best for: Teams who need new features but want to avoid turning their prototype into a spaghetti monster.
$13,500
From clever prototype to production-ready system.
Best for: Products stitched together across AI tools, freelancers, and quick hacks that now need a solid foundation.
Have something else in mind? Book a call to get a quote.
For small fixes, code reviews, or live pairing sessions outside of sprints. Ideal when you need a senior engineer to validate an approach before it becomes expensive to undo.
Many teams don't just ship apps — they ship science: imaging workflows, lab systems, genomics tools, or data-heavy healthcare products. AdHoc.codes combines senior engineering with real bench and biochemistry experience so your software actually matches the constraints of the lab and clinic.
Instead of spending months teaching external developers how biological systems behave, teams work with collaborators who already understand experimental context, signaling logic, and cell-state dynamics. This reduces misinterpretation, accelerates development, and keeps software grounded in biological reality.
With Ahmet Hatipoglu, Ph.D., as Scientific Lead Consultant, product decisions are grounded in real biological behavior. He brings hands-on expertise in cell biology, cancer metabolism, and advanced imaging workflows, including cryo-CLEM and cellular tomography, directly into product and architecture discussions.
Whether you're building tools for imaging, tissue engineering, regenerative medicine, or complex analytics on top of lab data, we help translate real experimental workflows into robust, production-ready software.
First, we clean up your code and architecture. Then, we help you align it with the realities of scientific work.
AdHoc.codes combines deep software engineering experience with rigorous scientific training to help you ship reliable systems in complex, data-heavy domains.

Principal Consultant
Igor combines a strong software engineering foundation with deep experience in data-heavy and scientific domains. His background spans computer science, biochemistry, and applied data work in environments where correctness and reliability matter.
At AdHoc.codes, he focuses on turning AI-assisted prototypes into stable, maintainable products: refactoring brittle code, designing sane architectures, and putting guardrails around fast-moving teams so they can keep shipping without breaking everything.
You don't get a random freelancer — you get a technical partner who understands messy prototypes, real-world data, and what it takes to ship.

Scientific Lead Consultant
Ahmet brings deep expertise in cell biology, biochemistry, cancer metabolism, and advanced imaging workflows. He develops reproducible experimental systems that reveal how cells organize, signal, and adapt, from metabolic dependencies to nanoscale structural behavior. His work includes designing and optimizing cryo-CLEM imaging pipelines and functional assays that generate clean, interpretable data for downstream computational use. Ahmet is skilled at diagnosing biological variability, refining assay design, and translating complex cellular phenomena into frameworks that engineering and software teams can reliably build on.
At AdHoc.codes, Ahmet bridges wet-lab realities with software development, helping teams reason about data quality, workflow constraints, and scientific validity. His background with engineered microenvironments, 2D/3D culture systems, and signaling analysis informs products across imaging pipelines, cell-state modeling, tissue engineering, and regenerative-medicine applications.
Education & Research Background:
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