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