Build Custom Gen AI Solutions

May 06, 2025

Custom R&D — Innovating Beyond Standard AI

Build Unique AI Solutions with GenAI Protos

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 offer a fast start, but when your needs stretch beyond the norm, custom R&D becomes essential.

GenAI Protos offers on-demand R&D services to help 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

  • 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
  • Performance Optimization: Run model compression, quantization, distillation; benchmark performance across models and tasks
  • Domain-Specific Tuning: Fine-tune LLMs on proprietary data; train mini-models where full-size LLMs don’t fit

Real Innovation Stories

  • A healthcare client created a HIPAA-compliant, on-prem medical summarization engine using open-source LLMs
  • A financial firm validated multi-agent AI for claim triaging in less than 3 weeks
  • A retail brand tested RAG-based product assistants using product catalogs and 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