Ship fast.
Make it last.

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.”

AI gets you a prototype.AdHoc.codes gets you a product.

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.

Where AI coding tools hit their limits

  • Inconsistent code across files and sessions.
  • Local refactors that silently break things globally.
  • No real architecture decisions for growth and scale.
  • Missing CI/CD, environments, monitoring, and deployment patterns.
  • Features that are 80% done — but too risky to release.

How AdHoc.codes turns your prototype into a product

  • 1. Stabilization of the AI-generated codebase

    We clean up inconsistency, remove fragile logic, and fix the parts of the system that cause unpredictable behavior.

  • 2. Real architecture decisions AI tools can't make

    We establish patterns, boundaries, and workflows that keep your product safe to change as it grows.

  • 3. Debugging and integrations beyond AI's comfort zone

    We finish the last mile — the cross-module, multi-service problems AI can't reliably reason about.

  • 4. Production-grade CI/CD and deployment

    We set up environments, pipelines, and release processes built for real users—not just demo traffic.

  • 5. Clear documentation and confident handoff

    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 for founders who "vibe-coded" their product

🔹 The Proto Founder

Built an MVP with AI, can demo it, but can't ship safely.

We stabilize your codebase and prepare you for launch.

🔹 The Scaling Founder

Has users, but AI-generated tech debt is slowing growth and blocking the roadmap.

We fix architecture and unblock your next stage of scale.

🔹 The Non-Technical Founder

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.

Pricing & Sprints

Clear, fixed-scope sprints for founders who moved fast with AI and now need something that won't fall apart in production.

Vibe Cleanup Sprint

$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.

  • Architecture and codebase review
  • Prioritized bug, risk, and tech-debt list
  • Refactor of critical paths (auth, data, core flows)
  • Concrete technical plan for the next sprint

Feature & Enhancement Sprint

$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.

  • Implementation of 1–2 high-impact features
  • Refactors around new functionality (not just bolt-ons)
  • Updated tests and basic monitoring hooks
  • Release-ready branch with deployment notes

Transformation Sprint

$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.

  • Target architecture and migration plan
  • Core services or modules rebuilt where needed
  • Data model and API cleanup
  • Handover docs so your team can move forward without us

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.

Built for scientific and data-heavy products

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.

Where we help scientific teams

  • • Designing data models for imaging, assays, & experiments
  • • Turning ad-hoc analysis scripts into maintainable services
  • • Bridging lab workflows (2D/3D cellular models, cryogenic imaging) with product and engineering requirements
  • • Architecting systems that respect regulatory and data integrity constraints

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.

Why a scientific lead consultant matters

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.

Meet the core consulting team

AdHoc.codes combines deep software engineering experience with rigorous scientific training to help you ship reliable systems in complex, data-heavy domains.

Igor Pinchuk — Principal Consultant at AdHoc.codes

Igor Pinchuk, MBA

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.

  • • MBA, University of San Francisco
  • • M.S. in Biochemistry & Molecular Biology, Pace University
  • • B.S. in Computer Science, UMGC
  • Experience with SaaS, data-intensive apps, and AI tooling.

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.

Ahmet Hatipoglu — Scientific Lead Consultant at AdHoc.codes

Ahmet Hatipoglu, Ph.D.

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:

  • • Ph.D., Biochemistry — CUNY Graduate Center
  • • M.Sc., Biochemistry & Molecular Biology — Pace University
  • • B.Sc., Biological Sciences — Istanbul University
  • Research at the intersection of cancer metabolism, cell-state regulation, and advanced imaging workflows, informing data-driven biological modeling.

Get in touch

Our support team will get back to you ASAP via email.