Feature Delivery
Embedded engineers ship the product features your roadmap is waiting on. Frontend, backend, mobile, and full-stack work delivered inside your existing sprint cadence with code review, tests, and documentation.
Your engineering extension team — on demand.
AUMind Labs is an on-demand engineering studio that embeds senior engineers into SaaS and AI startups. We ship product features, scale backends, and wire AI into your stack — without recruiters, retainers, or ramp-up time.
We work alongside your team in your sprint, your repo, and your tools. From the first intro call to the first pull request is typically less than a week, and our engineers stay as long as the roadmap needs them.
Scale your teamServices
One focused problem or ongoing capacity — you decide. Every engagement is staffed by senior engineers who have shipped production systems for venture-backed startups and growth-stage SaaS companies.
Backend & API Scaling
Reliable APIs, services, and data layers built to handle real production load. Postgres tuning, queue architecture, observability, caching, and migrations done without downtime or surprise invoices.
DevOps & Deployment
Faster releases and infrastructure that stops being the bottleneck. CI/CD pipelines, infrastructure-as-code, container orchestration, and cloud cost optimization on AWS, GCP, Vercel, and Cloudflare.
AI & Workflow Automation
LLM features, RAG pipelines, autonomous agents, and internal automations wired into your product. We work with OpenAI, Anthropic, vector databases, and the rest of the modern AI tooling stack.
SaaS Engineering
Multi-tenant architecture, usage-based billing, role-based access control, audit logs, and the unglamorous infrastructure that turns a prototype into a production SaaS.
MVP & Full-Stack Development
Validated MVPs shipped in four to eight weeks. React, Next.js, React Native, TypeScript, Node.js, Python, and Postgres — built on stacks you can hire against.
How we engage
From intro call to shipping in days. No procurement theatre, no fixed-bid agency contracts, no ten-page statements of work.
Intro Call
Thirty minutes to understand where your team is stuck, what you have already tried, and what shipping next looks like for you.
Match & Scope
We propose the right engineers, a clear scope, a working cadence, and a transparent weekly rate. No hidden fees.
Embed & Ship
We join your Slack, GitHub, Linear, and standups. Pull requests start within days and follow your existing review and deployment process.
Scale With You
Flex capacity up when launches demand it and down when they do not. Month-to-month, with no minimum commitment.
Why teams pick us
Capacity that ships from week one. No recruiters, no ramp-up, no junior engineers learning your codebase on your dime. We have built production systems for AI startups, SaaS companies, and venture-backed teams across the United States and Europe.
Our engineers are full-time staff, not a freelancer marketplace. Every line of code is owned by you and licensed cleanly. We sign your NDAs, your DPAs, and your contractor agreements on day one.
Blog
Field notes on building AI-native products, scaling backends, and running lean engineering teams. Topics include production LLM applications, RAG, evaluation, event-driven backends, multi-tenant SaaS, usage-based billing, and the engineering decisions that compound over a startup's first two years.
Contact
Email hello@aumindlabs.com to start a conversation, or book a thirty-minute intro call directly. We reply within one business day.