Embedded AI engineering capacity for growing technology companies in Irvine.
For your Irvine business.
Trusted by companies across the USA
An enterprise software firm in Irvine needed to integrate document parsing automation into their existing platform, but their internal engineering team lacked experience with vector databases and prompt engineering. Instead of hiring a full-time local specialist at high Silicon Valley salary rates, they brought in an hourly dedicated developer from our team in India to handle the model integration. Over four months, our engineer built custom retrieval pipelines using Python and LangChain, connecting their backend to the OpenAI API while keeping token costs strictly controlled.
Finding the right technical talent in California often involves months of recruiting overhead and high salary commitments. When you partner with us for staff augmentation, you bypass traditional hiring friction and add vetted engineering capacity directly to your Slack workspace. Our developers operate remotely, aligning their daily hours with US Pacific time zones so code reviews and planning sessions happen in real time.
Building reliable machine learning features requires more than calling an API. A poorly configured retrieval system returns irrelevant context, driving up token usage and frustrating end users. Our developers write clean, testable code in PyTorch and TensorFlow, ensuring your machine learning models integrate smoothly with your existing REST API architecture without introducing security vulnerabilities.
Operating since 2015, we have supported product teams across 20 countries by embedding senior developers into their daily workflows. You retain complete intellectual property ownership of every line of code written for your project, backed by standard non-disclosure agreements and straightforward hourly billing.
Your dedicated engineer works during hours that align with California business schedules, ensuring smooth daily communication.
Every developer on our team has built production systems using Python and vector databases for companies worldwide since 2015.
You own every line of code, model configuration, and repository from day one with zero lingering licensing restrictions.
Pay only for the exact hours worked on your project with detailed weekly timesheets and clear sprint allocations.
We test every candidate on system architecture, database management, and API security before they join your team.
Scale your engineering hours up or down based on your current product roadmap without rigid multi-year commitments.
A dedicated developer embedded in your team for 40 hours per week, matching your exact workflow.
Consistent part-time engineering support for ongoing feature development and model maintenance.
Adaptable hourly capacity for code audits, debugging, or specific technical integrations.
Multiple developers working together under a lead engineer to tackle larger architecture goals.
We discuss your technical requirements, desired tech stack, and specific engineering goals on a quick call.
We review our roster and introduce you to an engineer whose machine learning background fits your project.
Your new developer receives repository access, joins your Slack workspace, and reviews your codebase.
You assign tasks through Jira or GitHub Projects, establishing clear deliverables for the first two-week sprint.
Your developer participates in daily standups, writes production code, and pushes updates directly to your branches.
"Ritik and his team at Aneri Developers are top notch! We have been working together for almost 2+ years now and the project continues to evolve exactly how I had envisioned it. His communication is amazing and his attention to detail is even better! The mobile app and back office that we have created has freed up so much of my day to day while also giving my clients much better transparency and service in return too. His pricing is very fair and I feel extremely lucky to have him helping behind the scenes and growing my business! I look forward to all our future endeavors and continued success. Thank you!"
"I used Aneri Developers to build a campaign website. They were responsive, creative and handled any web-site related problems promptly. The turnaround time to implement updates was impeccable. Rutvik was also very patient and gracious. I recommend Aneri Developers for your website development needs."
"Great developer. On Time. Reasonable pricing. I trust working with him. We have an on going business now!"
Schedule a brief conversation with our team to find the right developer for your codebase.
For your Irvine, California business.