We put language models to work inside your business: private AI search over your own documents, agent-assisted software delivery, and QA that keeps pace with every release. Senior engineers review every commit, and your data stays in your cloud.
Tools we build with
M&N is a product engineering studio for companies that already have customers, processes and data, and too much repetitive work in between. We combine language models, coding agents and experienced engineers to automate the slow parts of your business, without handing judgment to a machine.
From a senior person, not a sales rep.
AI, engineering, QA, design, content and apps.
Every commit, test and asset is signed off before it ships.
Your company knowledge, answerable, with sources.
Ask a question in plain English and get an answer grounded in your contracts, policies, tickets, wikis and Slack, with a citation to the exact source passage. Retrieval respects your existing permissions, so people only see answers from documents they can already open. Deployed in your AWS, Azure or GCP account using private model endpoints such as Amazon Bedrock or Azure OpenAI, or self-hosted models when data can't leave your network.
Fast, but never unsupervised.
Coding agents take the work that drains senior engineers: boilerplate, test scaffolding, framework migrations, integrations and repetitive screens. Every change arrives as a pull request with tests, reviewed and merged by a senior engineer who owns the decision. The throughput of a larger team, the code quality of a small, experienced one.
Tests that keep up with every release.
Agents generate end-to-end, regression, API and visual tests from your user flows, and propose updates when your UI or API changes, so the suite stops breaking every sprint. A senior QA lead reviews every test, defines what counts as a pass, and triages flaky results before they block your pipeline.
Product, brand and interface.
Senior designers take you from the first Figma frame to the shipped product: research, UX flows, interface design, design systems and brand identity. We design with engineering in the room, so what gets approved is what gets built, handed off as production-ready components that meet WCAG 2.2 AA.
Consistent at scale, personal when it counts.
Video, voiceover, product imagery and copy produced with generative AI and held to one brand voice. Personalized video for a key account, product visuals across thousands of SKUs, explainer videos, and localized versions including Canadian French. Every asset is reviewed for accuracy, brand fit and usage rights before it ships.
Native, cross-platform and web.
iOS, Android and web applications in React Native and Next.js, or Swift and Kotlin when native performance matters. The same senior engineers, agent-assisted workflow and review process as everything else we do, plus the release engineering to clear App Store and Google Play review.
Every engagement is led by someone who has built and shipped at real scale. AI makes us faster. It doesn't replace judgment, sign-off or accountability. And if you don't need us, we'll tell you.
We map the slow process and define what success looks like in numbers.
A working version on real data, measured against that target.
Production rollout with security review, monitoring and documentation.
Your team owns the code, the prompts and the runbooks. No lock-in.
Financial Services
Logistics
Healthcare
Real Estate
SaaS
Media & Entertainment
Agents handle the first pass: drafting code, generating tests, producing content. A senior person reviews every line and signs off before anything ships. You're paying for judgment and accountability, not just generation speed.
Yes. The system is deployed in your own cloud account. Documents are processed through private model endpoints or self-hosted models, never consumer AI tools, and neither we nor the model providers train on your data. Every answer cites its source, and access follows your existing permissions.
Not as a standard offering. We focus on RAG systems, agentic development, QA automation, design, AI-generated content, and mobile and web apps. If your need doesn't fit that list, ask anyway; we'll tell you honestly if we're the right fit.
A senior person replies within one business day. After a short scoping call, most engagements start within one to two weeks, depending on how ready your requirements are.
It depends on scope; a RAG build and a design engagement price very differently. Share a budget range on the contact form and we'll tell you plainly whether it's realistic before any proposal work begins.
You do, from day one: code, prompts, evaluation sets and documentation.
4 hours of daily overlap with Eastern and Pacific time, with a named lead on every engagement.
We sign NDAs before scoping and work within HIPAA, SOC 2 and PIPEDA controls.
