Embedded remote engineers integrating OpenAI API and custom vector search for California businesses.
For your Eureka business.
Trusted by companies across the USA
A timber logistics operator in Eureka needed a custom internal tool to parse thousands of forestry regulations, compliance PDFs, and supply chain invoices without burying their team in manual searches. Standard keyword filters failed because the terminology varied across documents, leaving staff to cross-reference multiple folders by hand. They wanted to integrate the OpenAI API with vector embeddings so their staff could query operational files using natural language. Building this kind of retrieval-augmented generation pipeline required someone who understood token limits, chunking strategies, and vector database retrieval speed.
We brought in a dedicated engineer to embed with their team and build out the backend architecture using Python and Node.js. Instead of a rigid black-box chat interface, the developer connected their document repository to LangChain and GPT-4, ensuring answers cited the exact PDF page and paragraph for verification. This eliminated hallucination risks and cut document review cycles from hours down to seconds. Working with an offshore development partner based in India since 2015 meant development happened while the team slept, with code reviews delivered before morning coffee.
Finding specialized AI talent locally in smaller regional hubs often proves difficult, which is why businesses look beyond city limits for engineering support. Our developers operate on your schedule with daily standups overlapping US Pacific hours. You maintain full intellectual property rights from day one, and our contracts include clear NDA protection for your proprietary data. Whether you need to build a customer-facing assistant or an internal knowledge retrieval system, our model places a vetted engineer directly inside your daily workflow.
Every developer we assign has built production-grade LLM integrations for companies across 20+ countries.
Our team works from India while maintaining core communication windows aligned with California operations.
You hold the repository rights, API keys, and intellectual property from the first commit.
Log hours accurately through shared project boards without paying for idle overhead or agency markups.
Operating since 2015, we provide reliable remote engineering staff without high turnover rates.
Talk directly with your engineer via Slack and GitHub without account managers slowing down answers.
Dedicated engineer working exclusively on your AI codebase for 40 hours per week.
Half-time developer allocation suited for ongoing maintenance and iterative feature additions.
Flexible capacity for short-term audits, prompt optimization, or specific debugging tasks.
Multiple developers covering frontend, backend, and vector database management simultaneously.
We discuss your current tech stack, data security requirements, and the specific AI features you want to build.
We introduce you to an engineer with direct experience in Python, vector databases, and OpenAI integrations.
Your developer reviews your codebase, sets up local staging environments, and gets familiar with your workflow.
We establish sprint goals, push the first set of model integrations, and schedule daily progress syncs.
Your engineer ships code continuously, monitors token consumption, and refines retrieval accuracy based on user feedback.
"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 scoping call with our engineering lead to find the right developer for your stack.
For your Eureka, California business.