Build Custom Gen AI Solutions

May 06, 2025

Custom R&D — Innovating Beyond the Standard AI Solutions

In the age of AI acceleration, innovation isn’t just about deploying the latest model—it’s about building something uniquely yours. Off-the-shelf tools and APIs offer a fast start, but when your needs stretch beyond the norm, custom R&D becomes essential.

At GenAI Protos, our on-demand R&D services are designed to help forward-looking teams explore, experiment, and build non-standard, high-impact AI solutions—fast.

Why Custom R&D Matters in the GenAI Era

Today’s AI leaders aren’t waiting for perfect vendor solutions. They’re:

  • Prototyping new ideas before competitors catch up
  • Testing advanced architectures like retrieval-augmented generation (RAG) or agentic workflows
  • Tuning open-weight models to align with unique datasets
  • Innovating on the edge, in secure environments, or within regulated industries

But doing this requires time, tools, and expertise—something many in-house teams don’t have on demand. That’s where we come in.

What Our R&D Services Offer

Our flexible R&D model is built to slot into your innovation pipeline without slowing you down.

 Concept Validation

  • Explore early-stage ideas with lightweight experiments
  • Define technical feasibility and initial value prop

 Prototype Development

  • Build testable AI modules in 2–4 week sprints
  • Use custom prompts, embeddings, and workflows

 Emerging Tech Exploration

  • Evaluate tools like LLaMA 3, Mistral, GPT-4 Turbo, Claude, NeMo, and LangChain
  • Assess fit for your infrastructure and security needs

 Performance Optimization

  • Run model compression, quantization, distillation
  • Benchmark performance across models and tasks

 Domain-Specific Tuning

  • Fine-tune LLMs on proprietary data for better accuracy and relevance.
  • Train mini-models where full-size LLMs don’t fit.

Real Innovation Stories

  • A healthcare client used our R&D support to create a medical summarization engine using open-source LLMs—fully HIPAA-compliant and on-prem
  • A financial firm explored multi-agent AI for claim triaging, and validated it in less than 3 weeks
  • A retail brand worked with us to test RAG-based product assistants using product catalogs and internal sales chat logs

Why GenAI Protos for Custom AI R&D?

 

  • Deep LLM & GenAI experience across models, frameworks, and platforms
  • Fast cycles, not long R&D timelines—we believe in results over theory
  • Tool-agnostic mindset: GPT, Claude, LangChain, Transformers, custom APIs—we work with what’s best for you
  • Embedded partnership—we co-create with your product, data, or engineering teams