Founder-led AI product studio
AI-builtMVPsfailinthesameplaces.

Non-technical founders ask us to open the repo. We look for security holes, payment bugs, and deploys that will not hold. Start with a fixed-scope MVP Rescue Audit, then a quoted fix-up sprint.

Fixed price. The number is in the quote.

Auth & payments

What the audit checks

Written findings

What you receive

Fixed price

Get a quote

NDA day one

Before we open the repo

Mr Sked

Mr Sked

Time management SaaS with scheduling templates and payment workflow automation launched in weeks.

AGENTIC TIME MANAGEMENT

Mr Sked

Time management SaaS with scheduling templates and payment workflow automation launched in weeks. We delivered scalable catalog handling, campaign-ready content operations, and subscription-focused user flows designed for engagement and retention.

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Zieny

Zieny

AI-powered e-commerce visualization with 3D and AR product experiences that improved conversion.

AGENTIC ECOMMERCE

Zieny

AI-powered e-commerce visualization with 3D and AR product experiences that improved conversion. We delivered scalable catalog handling, campaign-ready content operations, and subscription-focused user flows designed for engagement and retention.

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AI-Powered Search & Optimization Platform(AEO)

AI-Powered Search & Optimization Platform(AEO)

AI-driven search and optimization using LLMs, RAG, embeddings, and vector databases for automated insights and relevance.

AI / SEARCH

AI-Powered Search & Optimization Platform(AEO)

AI-driven search and optimization using LLMs, RAG, embeddings, and vector databases for automated insights and relevance. We delivered scalable catalog handling, campaign-ready content operations, and subscription-focused user flows designed for engagement and retention.

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Swave

Swave

Proof-of-concept and market validation delivery with rapid product execution.

AGENTIC MOBILITY TECH

Swave

Proof-of-concept and market validation delivery with rapid product execution. We delivered scalable catalog handling, campaign-ready content operations, and subscription-focused user flows designed for engagement and retention.

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AI-Powered Note-Taking Platform

AI-Powered Note-Taking Platform

Created intelligent note workflows that improve organization, speed up understanding, and make knowledge retrieval far easier.

PRODUCTIVITY AI

AI-Powered Note-Taking Platform

Created intelligent note workflows that improve organization, speed up understanding, and make knowledge retrieval far easier. We delivered scalable catalog handling, campaign-ready content operations, and subscription-focused user flows designed for engagement and retention.

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Digital Mortgage & FinTech Platform

Digital Mortgage & FinTech Platform

Digitized lending workflows to accelerate approvals, improve reliability, and reduce operational bottlenecks across teams.

FINTECH

Digital Mortgage & FinTech Platform

Digitized lending workflows to accelerate approvals, improve reliability, and reduce operational bottlenecks across teams. We delivered scalable catalog handling, campaign-ready content operations, and subscription-focused user flows designed for engagement and retention.

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Premium eCard Platform

Premium eCard Platform

A high-volume animated eCard platform covering birthdays, holidays, and seasonal campaigns with premium subscriptions and personalization workflows.

DIGITAL GREETING PLATFORM

Premium eCard Platform

A high-volume animated eCard platform covering birthdays, holidays, and seasonal campaigns with premium subscriptions and personalization workflows. We delivered scalable catalog handling, campaign-ready content operations, and subscription-focused user flows designed for engagement and retention.

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Healthcare Management System

Healthcare Management System

Centralized care operations with better patient workflow visibility, stronger reporting, and improved operational efficiency.

HEALTHCARE

Healthcare Management System

Centralized care operations with better patient workflow visibility, stronger reporting, and improved operational efficiency. We delivered scalable catalog handling, campaign-ready content operations, and subscription-focused user flows designed for engagement and retention.

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Luxury E-commerce Platform

Luxury E-commerce Platform

Scaled international commerce operations with stronger conversion performance, faster fulfillment experiences, and higher retention.

E-COMMERCE

Luxury E-commerce Platform

Scaled international commerce operations with stronger conversion performance, faster fulfillment experiences, and higher retention. We delivered scalable catalog handling, campaign-ready content operations, and subscription-focused user flows designed for engagement and retention.

View case study

What we do

Core Capabilities

Precision engineering for modern platforms that demand scale and intelligence.

Web Development

Web Development

Custom web apps, SaaS consoles, and internal platforms — responsive UX, robust APIs, and cloud-ready delivery for regulated and high-growth teams.

Mobile App

Mobile App

Cross-platform or native iOS and Android — product, UX, engineering, QA, analytics, and disciplined App Store / Play releases.

AI Solutions

AI Solutions

Practical AI: agents, RAG, integrations, and ML-backed features — with guardrails, observability, and data boundaries suited to enterprise rollout.

AWS Cloud Architecture

AWS Cloud Architecture

AWS-first infrastructure and DevOps — secure networks, containers and serverless, IaC, CI/CD, observability, and ongoing cost and reliability tuning.

Client testimonials

What clients say about us

Founders and product teams trust us for fast execution, clear communication, and reliable outcomes.

“He is the best developer that I have worked with over the years. He thinks about the whole system, not just one area.”

Timothy Tu

CEO

“Developed the proof-of-concept fast, with quality and initiative. Highly recommended.”

Jencey Provoost

CEO, Swave

“One of the best experiences I've had with a dev team. Smart, fast, responsive, and great at deadlines.”

Samuel Wilson

CEO, MrSked

“Exceptional full-stack expertise. They built our AI-powered 3D visualization platform end-to-end.”

Jelmer

Founder, Zieny

Who we work with

Three problems we start with

The same groups are named on the about page: founders with a fragile MVP, seed-stage healthtech teams, and clinics.

Non-technical founders

Non-technical founders

An AI-built or no-code MVP that needs a security, payments, and deploy pass.

Non-technical founders

The MVP Rescue Audit is a fixed-scope review of auth, row-level access, payment webhooks, secrets, and whether the deploy can be repeated. The written findings lead into a fix-up sprint, quoted separately.

Seed-stage healthtech

Seed-stage healthtech

AI features that touch patient data and have to get through a security review.

Seed-stage healthtech

We map where patient data goes, which vendors sit in the path, and what a questionnaire will ask. We prepare the review. We do not claim a HIPAA certification.

Clinics and care teams

Clinics and care teams

Scheduling and admin work: confirm, cancel, and reschedule.

Clinics and care teams

A scoped pilot on one messaging channel, with an availability check and a staff review screen. We have shipped scheduling software (Mr Sked). A clinic pilot is quoted as new work.

Fixed price, then a quote

Fixed price, then a quote

The audit and the fix-up sprint are each priced after we see the repo.

Fixed price, then a quote

This site does not publish a rate. You get a written quote, an NDA from day one, and a repo you own when the sprint is done.

The Mansoori AI Development Harness

How an engagement actually runs

Senior engineers own architecture and review. AI assists the drafting. Scope, tests, and handover are written down before we call something done.

Phase 01

Spec & Context Loading

Project maps, coding standards, and domain constraints are injected into AI context before any code is generated. The AI works inside your architecture, not around it.

Phase 02

Feature Scoping

Each deliverable is defined in a bounded FEAT-XXX file — scope, acceptance criteria, edge cases. AI agents receive precise context, not vague prompts.

Phase 03

AI-Assisted Generation

Claude and GPT-4 draft implementation while senior engineers review, correct, and own every decision. AI handles boilerplate; engineers own architecture.

Phase 04

Automated QA

Vitest unit tests, Playwright E2E, and TypeScript strict-mode run on every commit. Nothing ships without a passing automated gate.

Phase 05

Compliance Check

HIPAA and GDPR flags are enforced at the architecture level — not retrofitted. PHI handling, audit trails, and data residency are reviewed before deploy.

Phase 06

Metrics & Retrospective

AI contribution, delivery speed, and defect rate are logged per sprint. We benchmark every project and share honest outcomes with clients.

Want to see the full methodology — including how we handle healthcare and fin-tech compliance?

Read the full process →

How we work

How We Build & Scale Your Product

A structured AI-powered process designed to deliver fast, secure, and scalable products.

Step 01

Discovery & SRS

We begin with discovery and convert your idea into a clear Software Requirement Specification.

Step 02

Product Planning

We map requirements into PRDs, epics, and user stories for predictable sprint execution.

Step 03

AI-Assisted Development

We use AI-assisted engineering workflows to accelerate delivery while keeping architecture clean.

Step 04

Weekly Sprints & Demos

You see measurable progress every week with regular demos and early feedback loops.

Step 05

CI/CD + Cloud Delivery

We set up development, staging, and production with automated deployment pipelines.

Start your project

Tell us what you are building

Share your goals, scope, and timeline. We will reply with a practical roadmap and next steps.

Step 1 of 425%
What are you building?

Pick the closest match — we'll get into details later.

Frequently Asked Questions

Everything you need to know before building with our team.

Yes. Browse our portfolio for case-style summaries across AI, SaaS, fintech, healthcare, and more. For deeper technical detail, see individual case studies such as Zieny or Mr Sked. We will point you to the closest parallels when we scope your project.

Fixed price

Send the repo. Get a quote.

Tell us if you need an MVP Rescue Audit, a healthtech security review, or a clinic scheduling pilot. The price is in the quote.