Rapid Prototyping

Turning ideas into functional proofs-of-concept in record time. We help you validate your data initiatives for program funding and stakeholder buy-in through "Show You, Not Just Tell You" execution.

The Low-Friction Engine

Streamlit

Front-end for data-driven prototypes. Transforms Python scripts into interactive web apps without front-end overhead.

  • Declarative UI (Sliders, Dropdowns)
  • Live Data Interactivity
  • Native Visualization (Plotly, Altair)
  • Seamless Containerized Deployment

n8n + LangChain

Agentic orchestration for AI-first applications. Combines visual workflows with LangChain's memory and reasoning capabilities.

  • Agentic Workflow Design
  • Vector Store & Memory Integration
  • Custom AI Agent Nodes
  • Seamless LLM Orchestration

Integration Pattern

Streamlit handles user input and visualization, while n8n manages backend automation and AI agent logic. Communication via webhooks or REST creates a complete agentic experience in hours.

Common Prototype Scenarios

Analytics

EDA Dashboards

Exploratory data analysis interfaces that allow stakeholders to toggle parameters and see insights live.

NLP

Sentiment Viewers

Real-time processing of social or internal feeds to visualize emotional trends and keywords.

Automation

OCR-to-Text Flows

Rapidly mapping document ingestion to structured data storage via visual automation nodes.

API

Model Testing Wrappers

Providing a clean UI for parameterized testing of back-end ML models or proprietary APIs.

Execution Strategy

01

Define Minimal Unit of Value

Identify the core function (e.g., extracting sentiment) before building the surrounding infrastructure.

02

Modular Data Layer Construction

Build the back-end logic using Python or n8n nodes to fetch, transform, and route data independently.

03

Interface Exposure

Deploy a clean Streamlit front-end to gather stakeholder feedback and validate the user experience early.

04

Refinement or Pivot

Evaluate based on performance and clarity. Scale successful concepts or sunset unsuccessful ones with minimal sunk cost.

05

Scalability Assessment

Transition from open-source local development to containerized production environments once value is proven.