Generative AI POC Services

Explore the Future of Innovation with Generative AI Proof of Concept (POC)

Enterprises often hesitate before adopting Gen AI due to unclear ROI, complex infrastructure, or lack of validated use cases. Our Generative AI Proof of Concept (POC) Services solve this by offering a rapid, controlled environment to test real-world use cases using your own data. Whether you’re exploring content generation, document intelligence, knowledge automation, or predictive workflows, our structured 3-week sprint builds confidence in feasibility and performance.

With GlobalNodes, you move beyond theory into action. We don’t just build flashy demos—we build working Gen AI prototypes that integrate with your tools, align with your KPIs, and are ready to scale. From BFSI to SaaS to retail, our frameworks have helped leading enterprises cut decision-making time, reduce manual work, and launch Gen AI pilots in production.

Our promise: By the end of the sprint, your team will have a fully working Gen AI POC, tested and validated on your data, with clear next steps to scale or productize. No guesswork. No lock-in. Just enterprise-grade outcomes.

What is a Generative AI POC and Why Your Business Needs It

A Generative AI Proof of Concept (POC) is a focused sprint designed to test the practical impact of a specific Gen AI use case using your real business data. Instead of investing months in untested AI initiatives, a POC allows your team to validate outcomes within 2-3 weeks—saving time, cost, and risk.

This is not a sandbox experiment. It’s a result-driven pilot tailored to your unique business needs. For example, you can test how a generative model drafts 80% of your proposals or how it summarizes customer complaints from thousands of support tickets. We use your workflows and your goals to prove value.

Generative AI POC services help you:

  • Avoid unnecessary AI infrastructure costs

  • Align stakeholders across tech and business

  • Define and validate KPIs before scaling

  • Test multiple LLMs and architectures risk-free

Use this POC to convince internal leadership, reduce AI adoption resistance, and get clarity on what’s truly possible with generative AI. You get a deployable framework—not just a demo.

Benefits of Generative AI POC for Enterprise Adoption

Our Generative AI POC Services deliver strategic and operational value without the heavy lift of a full rollout. Enterprises benefit in five major ways:

De-risk AI Adoption

Validate real-world outcomes before committing large budgets

Accelerate Buy-In

Show stakeholders live demos and early results

Optimize Time-to-Value

Move from idea to prototype in under 3 weeks

Align KPIs with Output

Every sprint is mapped to measurable business goals

Create Reusable Assets

The code, logic, and architecture are fully portable

3-Week Delivery Model for Generative AI POC Sprint

Our Generative AI POC Services are executed through a structured 3-week delivery sprint. The goal is to move from concept to working prototype with speed, precision, and clear KPIs.

Week 1: Discovery and Use Case Design

  • Understand your business goals and user journeys
  • Define KPIs and success metrics
  • Audit available data sources and ensure compliance
  • Choose the right model architecture and hosting environment

  • Week 2: Prototype Development


  • Fine-tune LLMs using OpenAI, Claude, Gemini, or open-source models
  • Integrate LangChain, Pinecone, Weaviate for RAG (Retrieval-Augmented Generation)
  • Build a secure cloud-based or local deployment
  • Create UI flows for user interaction and validation

  • Week 3: Testing, Feedback, and Handoff


  • Run controlled tests with real users
  • Measure output quality, latency, and ROI alignment
  • Share detailed documentation, source code, and roadmap to production

  • By the end of Week 3, you’ll have a working generative AI solution that can be extended into production or productized.

    Let’s connect and explore how we can help you achieve your goals. Schedule a call with our expert today!

    Ideal Use Cases for Generative AI POC in BFSI, SaaS, and Retail

    Our Generative AI POC Services are designed to help enterprises across industries test AI use cases that deliver measurable results. These include internal productivity tools, customer-facing experiences, and content automation pilots.
    High-Impact POC Use Cases:

    Document Intelligence

    Automate legal summaries, RFP reviews, compliance document analysis using Gen AI summarization

    Sales Enablement

    Auto-generate emails, sales briefs, product comparisons based on CRM data

    Customer Support AI

    Build a chatbot trained on internal documents and historical tickets

    Finance Automation

    Extract and categorize invoices, reconcile purchase orders using OCR+LLM

    Marketing Copywriting

    Test how Gen AI creates landing pages, ad copies, and campaign content

    Knowledge Assistants

    Build AI tools that allow employees to query SOPs, PDFs, and training documents

    Each POC is customized to your internal systems, data sources, and users. You choose the problem—we’ll validate the AI solution.

    Tech Stack and Tools for Generative AI POC Execution

    To ensure performance, security, and scalability, our Generative AI POC Services leverage best-in-class tools, LLMs, and data architectures

    Model Layer

    OpenAI (GPT-4 Turbo

    Claude

    Gemini

    LLaMA

    Mistral

    Orchestration Layer

    LangChain

    LlamaIndex

    Guardrails AI

    Vector DB Layer

    Pinecone

    Weaviate

    Chroma

    Qdrant

    Deployment Layer

    Secure hosting on AWS

    GCP

    Azure

    Data Preparation

    OCR for document intake

    Tesseract

    Amazon Textract

    Every stack decision is made to suit your compliance, performance, and user needs. The system is built for fast iteration and minimal overhead.

    Why Choose GlobalNodes for Generative AI POC Development

    At GlobalNodes, our Generative AI POC Services are backed by real enterprise experience, cross-industry case studies, and robust delivery frameworks.

    What sets us apart:

    • Enterprise-grade compliance and data security practices

    • Cross-functional team of LLM engineers, product designers, and architects

    • Deep experience in BFSI, SaaS, ecommerce, and education

    • No vendor lock-in, use of open-source and interoperable systems

    • Dedicated handoff with documentation, CI/CD pipelines, and infra blueprint

    We don’t pitch what’s trendy. We validate what works for your business.

    FAQ: Generative AI POC Services

    Our sprint model takes 3 weeks, including planning, building, and testing.

    We use OCR and Gen AI techniques to work with unstructured formats like PDFs, emails, and scans.

    Yes. The POC is built using scalable architecture and reusable code to help you go live faster.

    Yes. We follow strict security protocols and can deploy on secure clouds or air-gapped environments.

    Just the use case, sample data, and access to key stakeholders. We handle the rest.

    OpenAI GPT-4 Turbo, Claude, Gemini, or open-source LLMs like LLaMA based on need.

    BFSI, SaaS, ecommerce, and healthcare are our core domains for Gen AI use cases.

    Unlock the Power of AI with Global Nodes

    Ready to bring AI to your business? Partner with Global Nodes to implement Artificial Intelligence solutions that enhance your operations, drive growth, and unlock new opportunities. Contact us today to start your AI journey.