Embedded hourly AI engineers for teams in Lagunitas building custom machine learning systems.
For your Lagunitas business.
Trusted by companies across the USA
A specialized environmental consultancy operating in Lagunitas needed to process thousands of historical forestry survey documents scattered across disparate digital folders. They spent weeks trying to extract semantic meaning from unstructured PDFs using basic text search before realizing they needed custom vector databases and retrieval pipelines. Writing Python scripts with the OpenAI API and LangChain changed how their research team queried years of field notes in minutes instead of days. Finding specialized machine learning talent locally in California often involves months of recruiting overhead and high salary commitments. Many growing companies prefer an hourly staff augmentation model where vetted engineers integrate directly into existing codebases.
Since 2015, we have supplied remote engineering talent to teams across 20 countries. Our developers work during hours that overlap with your workday, using Slack and GitHub for seamless daily collaboration. When you bring on an AI developer through our hourly model, you gain an experienced pair of hands to build embedding models, fine-tune TensorFlow pipelines, and set up robust REST APIs. You retain full ownership of every line of code written for your infrastructure from day one.
Integrating advanced machine learning features requires more than calling an external endpoint. It demands careful prompt engineering, token management, and efficient chunking strategies for document retrieval. Our engineers build systems that scale gracefully when query volume spikes. Whether you need to integrate PyTorch models into a legacy web app or deploy automated classification tools, our developers plug right into your sprint cycle without missing a beat.
Scale developer hours up or down based on your roadmap demands in Lagunitas.
Your new developer joins your daily standups and communicates via your preferred tools.
Every engineer passes practical coding tests in Python and vector database architecture.
Your organization owns every repository, model weight, and script created.
Over a decade of remote software delivery experience supporting clients across California.
Review detailed activity logs and GitHub pull requests so you always see progress.
Dedicated developer embedded exclusively in your daily engineering sprints.
Half-time dedication for teams needing steady AI feature development.
Pay only for the exact hours logged on your machine learning tasks.
We discuss your technical stack, data structures, and specific AI feature requirements over a video call.
We match you with an AI engineer experienced in your required tools within 48 hours.
Your developer reviews your codebase, sets up access permissions, and familiarizes with your workflow.
The engineer begins pulling tickets, writing code, and participating in your team planning sessions.
We manage timesheets and performance while your developer ships code continuously.
"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!"
Let us discuss your technical requirements and match you with an experienced engineer who fits your workflow.
For your Lagunitas, California business.