Trusted by companies across the USA
Custom GPT-4 tools for cannabis, timber, and small ag operations, built by a remote team that actually answers the phone.
For your Alderpoint business.
Trusted by companies across the USA
Alderpoint sits deep in Humboldt County, and most of the businesses running there aren't sitting behind a help desk all day. Cannabis cultivators, timber operations, and small ag suppliers in this part of California often run lean, with one or two people handling everything from compliance paperwork to customer questions. When a grower here asked us to help automate answers to buyer questions about strain availability and harvest timing, the real challenge wasn't the AI model itself. It was building something reliable enough to trust without a dedicated IT staff watching over it every day.
That's the kind of problem a ChatGPT developer actually solves. Not a chatbot that recites canned responses, but a system wired into your own data, using retrieval-augmented generation so the model answers from your actual inventory, contracts, or customer history instead of guessing. We've built this with embeddings pipelines that keep a knowledge base current as records change, so the assistant doesn't go stale after the first month. For a business here working with spotty rural internet, we also plan for how the system degrades when connectivity drops, something a lot of generic AI vendors never think through.
Our developers work primarily in Python and Node.js, wiring the OpenAI API and GPT-4 into whatever you already run, whether that's a scheduling tool, an order form, or an internal ops dashboard. LangChain comes in when a project needs multi-step reasoning, like a customer support flow that checks order status, then pulls a policy document, then drafts a reply. We don't reach for LangChain by default, though. Plenty of straightforward projects run better on a lighter custom setup, and we'll say so instead of padding the stack with tools you don't need.
Building a GPT-4 assistant is one thing. Keeping it accurate six months later, after your product line changes or your pricing shifts, is the part most vendors skip. We treat the embeddings refresh and prompt tuning as ongoing work, not a one-time setup, because an assistant that quietly starts giving wrong answers is worse than no assistant at all. That's true whether you're running a two-person operation or managing a larger team across multiple sites.
Aneri Developers has been building software since 2015, with a team based in Gandhinagar, India, and clients across more than 20 countries. We don't have a physical office anywhere near Humboldt County, and we won't pretend otherwise. What we offer instead is a developer who joins your daily standup, answers on Slack or Zoom during your business hours, and sends Loom walkthroughs when something needs a visual explanation. For a small operation running on thin margins, that structure often costs less and moves faster than hiring a contractor who has to cover local overhead. You keep full ownership of the code, the model configurations, and any data pipelines we build, starting on day one. A field manager checking harvest data from a truck bed gets the same quality of answer as someone sitting at a desk, which is really the point of building this properly the first time.
You work with the engineer building your GPT-4 integration, not a rotating account manager, which matters when your business needs a fast answer.
Since 2015 we've delivered over 500 projects, including several AI assistants built around OpenAI's API for small and mid-size teams.
We've handled embeddings pipelines for clients with inconsistent spreadsheets and half-updated databases, which is closer to reality than most demos admit. A retrieval system that only works on clean, perfectly formatted data isn't much use to a small operation.
Our India-based team structures its day to overlap with Pacific business hours, so a scheduled call doesn't mean waiting until tomorrow for a reply.
Source code, prompts, and fine-tuned configurations all stay yours, with no vendor lock-in on the model layer, so switching providers later is your call, not ours.
If LangChain or a heavier RAG setup is overkill for your use case, we say so instead of billing more hours to build it anyway.
One developer embedded in your team full-time, best when you're building and iterating on a GPT-4 product continuously across several modules.
Good fit for ongoing maintenance or a scoped feature, like adding RAG search to an existing internal tool without a full-time commitment.
Pay only for the hours logged, useful for a short proof-of-concept or a one-off fix to an existing OpenAI integration that's already live.
Bring on a Python or Node.js developer alongside a second engineer when the project needs more than one set of hands to hit a deadline, such as building both the chat interface and the backend retrieval layer at once.
We talk through what you're trying to automate or build, whether that's customer replies, internal search, or a reporting tool powered by GPT-4. This usually runs thirty to forty minutes and doesn't require any technical documentation upfront.
We match you with a developer whose background fits the work, whether it leans more Python backend, LangChain orchestration, or straight embeddings and search work.
Your developer gets access to relevant repos and data sources, and we agree on communication tools before writing a line of code. We also flag any data quality issues we spot early rather than discovering them mid-build.
We break the first two weeks into concrete deliverables, so you see working output early instead of a vague roadmap stretching months out.
Regular check-ins and demos keep the build visible, with adjustments made as your actual usage patterns show up rather than what we assumed at the start.
"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!"
Tell us what you're trying to automate and we'll set up a call this week to talk through the right approach, no lengthy proposal required first.
For your Alderpoint, California business.