Research & Development

Turn bold ideas into working solutions**

nSimplex partners with teams to explore, prototype, and deliver practical outcomes in science and technology. From problem framing to pilot deployment, we help you move from uncertainty to measurable results.

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Capabilities

R&D that ships with control

Short, accountable tracks to validate feasibility, ship thin prototypes, and hand off production systems with controls, docs, and metrics leadership can sign off.

Illustration for discovery and framing

Explore & Frame

Define success, scope, data, and constraints. Path to value in weeks, with a clear metric to aim for.

Illustration for prototyping and validation

Prototype & Validate

Ship a thin slice to real users and data. Compare options, measure impact, keep what proves value.

Illustration for building and integrating

Build & Automate

Production-ready AI + automations with clean interfaces, guardrails, and observability.

Illustration for operating and transferring

Scale & Transfer

Docs, training, ops handover. Cost/perf reviews, ROI tracking, and a plan for v2.

Case Studies

Outcomes delivered

Evidence from regulated, data-heavy work: AI copilots, operations automation, and data platforms. Filter to what mirrors your roadmap.

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Case study icon: Sleep Apnea Copilot with PHI-Safe RAG
Healthcare & MedTech • RAG Copilot

Sleep Apnea Copilot for Forum Patients

Domain-tuned assistant that turns forum noise and CPAP telemetry into clear, clinician-approved guidance.

Forum-scale

Retrieval over long-tail patient Q&A

CPAP-aware

Time-series insights from devices

Guardrails

Eval loops + safe agent actions

Challenge

Patients had fragmented forum threads, dense articles, and CPAP data that were hard to translate into clear next steps.

Solution

Ingested forum + device data, clustered it into micro-articles, and shipped an authenticated “Dr. IA” RAG copilot with reranking, eval loops, and safe agent actions so patients get actionable guidance fast.

FastAPI PostgreSQL + pgvector AWS EKS Terraform LLMs & RAG DSPy
Case study icon: 24/7 Smart Water Tank Telemetry
IoT • Telemetry

Low-Cost Smart Water Tank Monitoring

From “stick in the tank” checks to live cistern + rooftop tank dashboards with alerts and history.

24/7

Live tank level monitoring

Multi-tenant

Many devices per account

History

Interactive time series

Challenge

Manual “stick in the tank” checks led to surprise shortages and no way to monitor multiple buildings at once.

Solution

Built NodeMCU + ultrasonic sensors streaming to a Flask backend with multi-tenant accounts, dashboards, and alert-ready history so teams spot shortages early.

ESP8266 / NodeMCU MQTT Flask SQLAlchemy SQLite / Postgres
Case study icon: Unified Lead Research & Scoring
Sales & GTM • Lead Automation

Multi-Source Lead Engine for Outbound Teams

Unified LinkedIn, Telegram, Hunter, and Sheets into one place to discover, score, and act on high-intent leads.

Multi-channel

Web, email & Telegram sources

Async

Long scrapes without UI freezes

Scoring

Signals from roles & projects

Challenge

Lead research lived in scattered sheets, browser sessions, and scripts, slowing SDRs and losing context.

Solution

Built a Flask job dashboard with async scrapes, cooperative cancels, reconciled LinkedIn/Hunter/Telegram profiles, and templated outreach so researchers keep edits and SDRs get scored, ready-to-act leads.

Python 3 Flask SQLAlchemy Selenium Telethon Google Sheets API Hunter.io
Case study icon: Learning Coach for Interview Readiness
Hiring & Careers • AI Document Automation

Job-Specific Resume Generator

Tailors a base CV to every offer, keeps a searchable log of applications, and preps the candidate for calls faster.

1 Base CV

Many tailored versions

Central DB

Offers + resumes in one place

Minutes

To adapt to a new role

Challenge

Tailoring a CV for every offer was repetitive, error-prone, and hard to track over time.

Solution

Parsed job descriptions, mapped them against a structured CV, and generated role-specific resumes with a searchable history so candidates send tailored applications in minutes.

LLMs Prompt Engineering Structured CV Schema Application Database
Case study icon: MIDI-Gen: Language Models for Music
Research & Prototyping • Generative Music

MIDI-Gen: Language Models for Music

Experimental pipeline that tokenizes MIDI libraries and trains GPT-style models to generate new compositions.

Multiple

Tokenization strategies

Sequence-first

Music as language tokens

Research

Foundation for creative tools

Challenge

Needed to learn which tokenizations help language models capture musical structure for future creative tools.

Solution

Built a MIDI dataset pipeline, tested multiple encodings, and trained GPT-2 style models to see which best preserve rhythm, harmony, and motifs.

Python GPT-2 MIDI Custom Tokenization Generative Models
Case study icon: Trade Automation & Backtesting Pipeline
Finance & Crypto • Quant Automation

Trade Automation & Backtesting Pipeline

High-throughput backtesting engine so quants can iterate on strategies, features, and transforms quickly.

Fast loops

Strategies tested quickly

Data-first

ETL for time-series at scale

Live-ready

From backtest to execution

Challenge

Manual strategy experiments were slow and adding new models or features took too much engineering effort.

Solution

Normalized financial time series, built a fast backtesting engine for LSTM and other models, and wired dashboards to compare runs and move winners toward execution.

Python Pandas / NumPy Time-Series Modeling LSTM Backtesting Pipelines PostgreSQL
Case study icon: MSP Field Service, Integrations & Auto-Routing
IT & Field Services • Ops & Integrations

Field Service & Integrations Platform for an MSP

Unified tickets, field visits, backups, and docs into one platform so dispatchers and techs stay in sync.

Unified

Ticketing, field work & docs

API-first

Deep vendor integrations

Planner

Weekly calendar for techs

Challenge

MSP teams juggled tickets, backups, documentation, accounting, and telephony across disconnected tools.

Solution

Shipped a unified field service platform with ticket workflows, weekly planner, and dashboards, integrating Atera, Acronis, Hudu, QuickBooks, chat, and custom telephony so dispatchers and techs share one view.

Python Backend React REST APIs Twilio QuickBooks Atera Acronis OpenAI
Case study icon: Pharmacy Inventory & Compliance System
Healthcare & Pharmacy • Inventory

Pharmacy Inventory & Compliance System

Real-time control over batches, expirations, and movements with audit-ready reporting.

Live view

Real-time stock levels

Compliance

Traceability by batch & lot

Alerts

Expiring items & shortages

Challenge

Spreadsheet tracking made it hard to detect shortages, expirations, or generate audit-ready reports.

Solution

Built a pharmacy inventory app for products, lots, locations, and movements with role-based access, expirations views, alerts, and exportable reports to keep auditors and teams confident.

Python Backend Web Frontend Relational DB Reporting Role-Based Access
Case study icon: Nurse Reporting IVR & Transcription Platform
Healthcare • Voice & Mobile

Nurse Reporting IVR & Transcription Platform

Nurses report by phone; structured notes appear instantly on web and mobile dashboards.

24/7

Reporting phone line

From voice

To structured records

Web + mobile

Dashboards for care teams

Challenge

Nurses reported through scattered channels and manual notes, delaying follow-up and losing searchable history.

Solution

Built a Twilio IVR with guided prompts and automatic transcription feeding a backend, surfaced via web and React Native dashboards so staff get consistent, searchable timelines.

Twilio IVR Speech-to-Text Python Backend React React Native Relational DB
Case study icon: Direct Booking Engine for a Caribbean Hotel
Hospitality • Direct Booking

Direct Booking Engine for a Caribbean Hotel

Modern site with payments, calendar sync, and internal tools so the hotel captures direct bookings—not just OTAs.

End-to-end

From search to payment

Calendar sync

Direct + OTA reservations

Ads-ready

GA + Google Ads integrated

Challenge

A family-run hotel depended on OTAs, paying high commissions and lacking direct availability control.

Solution

Built a Django booking site with PayPal/ePayco payments, availability management, calendar sync, and analytics so direct revenue grows and operations stay aligned.

Django PostgreSQL PayPal ePayco Google Analytics Google Ads
Case study icon: LLM/RAG Evaluations with Quality, Cost & Latency Uplift
Document Intelligence

megasummary.com: Multi-Source Summarization

Ingests books, web pages, and videos, then returns focused, evaluated summaries via web app and Chrome extension.

Multi-source

Books, web, YouTube, PDFs

Eval-aware

NLP metrics & embedding checks

Chrome Ext

Summarize from any tab

Challenge

Knowledge workers needed trusted summaries across books, web, and video without relying on black-box outputs.

Solution

Engineered a summarization backend with scrapers, clustering, embedding evaluation, and GPT-based assessments, then shipped a React web app and Chrome extension for transparent, evaluated summaries.

React Chrome Extension Python LLMs Web Scraping Embedding Evaluation
Case study icon: CCTV Face Recognition & Auto-Learning Attendance
Vision • Video Analytics

Face Recognition & Attendance for a Hotel Client

Plugged into existing CCTV to build a searchable history of staff and guest visits with face embeddings.

Camera-ready

Connects to surveillance

Embeddings

Vectorized faces for search

Taggable

Label guests & staff over time

Challenge

The client wanted better visibility over who entered and left using their existing cameras, not manual logs.

Solution

Built a face recognition pipeline that ingests CCTV frames, encodes them into vectors, and lets staff tag identities to create a fast, searchable attendance history.

Python CNNs Face Embeddings OpenCV Video Processing
Case study icon: Programmable Cloud Phone & IVR Platform
Telephony & CX • Custom Voice

Bespoke Cloud Phone & IVR Platform

Replaced a boxed-in phone service with configurable routing, analytics, and CRM-aware automations.

Configurable

Branching IVRs + queues per team

Cost control

Fewer per-seat fees, right-sized lines

Integrated

CRM & webhook actions on calls

Challenge

Off-the-shelf phone tools couldn’t handle multi-brand routing, custom data sync, or granular permissions without expensive add-ons.

Solution

Built a programmable voice stack with IVR, queueing, recordings, and an admin console; integrated CRM/webhooks and a WebRTC softphone, migrated numbers, and cut licenses while keeping reliability.

Twilio Voice SIP Trunking WebRTC Softphone React Admin Python Backend PostgreSQL Call Analytics
Productized Offer

Feasibility Sprint

A short, fixed-fee engagement to de-risk your idea and decide with evidence. The intro call is free. If you proceed to build with us, 100% of the sprint fee is credited toward the project.

What you get

Decision brief, measurable success criteria, risks/mitigations, and a thin prototype or spike + results.

Timeline

Typically 1–3 weeks depending on access and scope.

Best for

High-uncertainty ideas, regulated contexts, or data/infra questions before committing to a full build.

FAQ

Frequently asked questions

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