# Cases — 50 case studies from 70+ delivered projects

> Case studies across SaaS, healthcare, blockchain, marketplace, education and HR. Context, problem, what we did, stack and result.

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# Fifty cases from 70+ delivered projects.

Filter by direction or industry. Every case states the stack, the role we played and the team size.

DirectionAllAI Automation & AgentsAI Content ProductionProduct EngineeringProduct LeadershipGrowth, UX & Analytics

IndustryAllAIAI contentAutomation / AIBlockchainEducationFinanceHR / PsychometricsHealthcare / EdTechHealthcare / FitnessHealthcare / ServicesHospitalityKnowledge & RAGLogisticsMarketplaceReal estateRetailSaaSSales & CRMSocial NetworkTeam Collaboration

[Winery Management System](/cases/winery-management-system/)

## Winery Management System

SaaS

Winery Management System (WMS) is a platform for optimizing wine storage and sales processes, helping its users track wine inventory, create wine lists, and manage sales transactions.

Role

Team Lead · Full Stack Developer

Duration

5 months

-   Bubble
-   Bubble API
-   Algolia
-   ApexCharts
-   PDF Monkey

[Aroma Library](/cases/aroma-library/)

## Aroma Library

Healthcare / EdTech

Your Ultimate Learning Platform for Aromatherapy, for beginners and experts alike Quickly find the right essential oils, formulations, and evidence-based insights to create personalized solutions for your clients - saving you time while ensuring safe, effective results.

Role

Full Stack Developer · Tech Lead

Duration

V1 - 8 month V2 - 1 month, until now V3 - Not start

-   Bubble
-   Bubble API
-   Algolia
-   Stripe
-   Zapier

[Big Idea Platform](/cases/big-idea-platform/)

## Big Idea Platform

Blockchain

A platform for creating ideas and patenting them using the blockchain.

Role

Team Lead · Tech Lead · Full Stack

Duration

Close to 12 months

-   Bubble
-   AWS
-   Hedera
-   MetaMask
-   Venly

[Swiftle](/cases/swiftle/)

## Swiftle

Team Collaboration

A platform for communication with clients, signing acts, contracts, creating news for landing, setting roles for workers and clients, payment system,blog builder, admin panel etc.

Role

Team Lead · Tech Lead · PM · Full Stack

Duration

3 month, new version 5 month

-   Bubble
-   Stripe
-   SendGrid
-   Make
-   SQL

[Entice](/cases/entice/)

## Entice

Social Network

A Community For Artists To Share Work, Find Jobs, And Be Inspired all on a single platform.

Role

Team Lead · Tech Lead · PM

Duration

Close to 6 months

-   Bubble
-   BDK
-   Stripe
-   SendGrid
-   PDF Monkey

[Femme Nativa](/cases/femme-nativa/)

## Femme Nativa

Healthcare / Fitness

Femma Nativa is a fitness app designed for women by women.

Role

Tech Lead · Team Lead

Duration

Close to 6 months

-   Bubble
-   BDK
-   Stripe
-   SendGrid
-   Shopify

[Squares](/cases/squares/)

## Squares

Marketplace

Marketplace for renting space for events with various loyalty systems integrations

Role

Full Stack Developer · PM

Duration

3 months

-   Bubble
-   Figma
-   HTML / CSS / JS
-   REST API

[Sets Learning](/cases/sets-learning/)

## Sets Learning

Education

Platform for learning with the roles of Teacher, Student and Administrator.

Role

Tech Lead · Team Lead · Full Stack

Duration

4 months

-   Bubble
-   REST API
-   Stripe
-   Daily.co
-   Lessonspace

[Personaliser.io](/cases/personaliser-io/)

## Personaliser.io

Automation / AI

Generate and send personalized messages based on data from LinkedIn using AI

Role

Tech Lead

Duration

2 months

-   Bubble
-   OpenAI
-   LinkedIn API
-   HTML / CSS / JS
-   REST API

[Le Collaborateur](/cases/le-collaborateur/)

## Le Collaborateur

AI

A platform that allows you to upload documents and edit them using AI, create new versions

Role

Tech Lead

Duration

2 months

-   Bubble
-   OpenAI
-   Custom Bubble plugin
-   HTML / CSS / JS
-   REST API

[Recruitment Platform](/cases/recruitment-platform/)

## Recruitment Platform

HR / Psychometrics

We enable our clients to generate massive ROI by using scientifically validated psychometric tests to select the best candidates.

Role

Full Stack Developer · Tech Lead

Duration

4 month

-   Bubble
-   Bubble API
-   Stripe
-   JavaScript
-   HTML / CSS / JS

[Lead processing](/cases/lead-processing/)

## Lead processing

Sales & CRM

Set up automatic lead-card population for a company: submissions from Meta Lead Forms are parsed, every needed field is extracted and written straight into the CRM — zero manual data entry.

-   N8N
-   Meta Lead Forms
-   CRM API

[Country from phone number](/cases/country-from-phone-number/)

## Country from phone number

Sales & CRM

The CRM had no country detection.

-   N8N
-   CRM API

[Call processing & transcripts](/cases/call-processing-transcripts/)

## Call processing & transcripts

Sales & CRM

Integrated Sembly (AI call assistant): it records and transcribes each meeting, then an automation searches the CRM for an entity by participants' emails across types (lead, user, etc.).

-   Sembly
-   N8N
-   CRM API
-   Slack

[CRM required-field guard](/cases/crm-required-field-guard/)

## CRM required-field guard

Sales & CRM

Required-field validation was a paid-tier CRM feature — so we built our own.

-   N8N
-   CRM API
-   Slack

[Personalized lead outreach](/cases/personalized-lead-outreach/)

## Personalized lead outreach

Sales & CRM

Personalized email campaigns to hot and cold leads, where every message is generated by AI.

-   N8N
-   OpenAI
-   LinkedIn
-   CRM
-   SendGrid

[Auto lead scoring](/cases/auto-lead-scoring/)

## Auto lead scoring

Sales & CRM

Every new lead is scored automatically by source, budget and reply speed, then sorted into hot, warm or cold.

-   N8N
-   CRM API
-   OpenAI

[Invoice and payment sync](/cases/invoice-and-payment-sync/)

## Invoice and payment sync

Sales & CRM

Paid invoices from Stripe update the linked CRM deal to “paid” and trigger a thank-you email.

-   N8N
-   Stripe
-   CRM API
-   Slack
-   SendGrid

[Daily pipeline digest](/cases/daily-pipeline-digest/)

## Daily pipeline digest

Sales & CRM

Each morning the team gets a Slack digest: new leads, stage changes, deals with no activity for X days and today's scheduled calls.

-   N8N
-   CRM API
-   Slack
-   Other APIs

[Stale lead re-engagement](/cases/stale-lead-re-engagement/)

## Stale lead re-engagement

Sales & CRM

Leads with no reply for a set period are pulled automatically and sent a personalized re-engagement message tuned to their last stage.

-   N8N
-   CRM
-   Postmark

[Review and feedback collection](/cases/review-and-feedback-collection/)

## Review and feedback collection

Sales & CRM

After a deal closes or a project ships, the client gets an automatic request for feedback.

-   N8N
-   CRM API
-   Postmark
-   Slack

[AI research agent](/cases/ai-research-agent/)

## AI research agent

Sales & CRM

Give it a company or a lead, and the agent gathers public data, builds a short profile with industry, size and likely needs, and writes it straight into the CRM card before the first call.

-   N8N
-   Claude
-   Web search
-   CRM API

[AI inbox agent](/cases/ai-inbox-agent/)

## AI inbox agent

Sales & CRM

The agent reads new emails, sorts them by intent, drafts replies for routine ones, flags anything that needs a human, and turns real requests into CRM leads or tasks automatically.

-   N8N
-   Claude
-   CRM API
-   Gmail

[Multi-agent pipeline](/cases/multi-agent-pipeline/)

## Multi-agent pipeline

Sales & CRM

Several agents work as a team: one qualifies the lead, one researches it, one writes the outreach, one schedules the follow-up.

-   N8N
-   Claude
-   CRM API
-   Slack

[Guest check-in agent](/cases/hospitality-guest-check-in-agent/)

## Guest check-in agent

Hospitality

Bookings from any channel sync into one place.

-   N8N
-   Claude
-   Booking API
-   WhatsApp

[Review and reputation](/cases/hospitality-review-and-reputation/)

## Review and reputation

Hospitality

After check-out each guest gets an automatic feedback request.

-   N8N
-   Claude
-   CRM
-   Email

[Shipment tracking and alerts](/cases/logistics-shipment-tracking-and-alerts/)

## Shipment tracking and alerts

Logistics

Every order is tracked across carriers.

-   N8N
-   Carrier APIs
-   Slack
-   SendGrid

[Route and load planning](/cases/logistics-route-and-load-planning/)

## Route and load planning

Logistics

Daily orders are grouped by zone and an agent proposes an optimized route and load order, cutting empty mileage and manual planning.

-   N8N
-   Claude
-   Maps API
-   Telegram

[Stock and reorder guard](/cases/retail-stock-and-reorder-guard/)

## Stock and reorder guard

Retail

Inventory is monitored across channels.

-   N8N
-   CRM / ERP API
-   Slack

[Price and competitor watch](/cases/retail-price-and-competitor-watch/)

## Price and competitor watch

Retail

Competitor prices and your own catalog are checked on a schedule.

-   N8N
-   Web scraping
-   Sheets
-   Slack

[Invoice and payment reconciliation](/cases/finance-invoice-and-payment-reconciliation/)

## Invoice and payment reconciliation

Finance

Incoming payments are matched to invoices automatically.

-   N8N
-   Stripe / Bank API
-   CRM
-   SendGrid

[Expense and document agent](/cases/finance-expense-and-document-agent/)

## Expense and document agent

Finance

Receipts and invoices sent to one inbox are read by an agent that extracts amounts, dates and categories, writes them into the accounting sheet, and flags anything that looks off for review.

-   N8N
-   Claude
-   OCR
-   Sheets

[Lead-to-viewing agent](/cases/real-estate-lead-to-viewing-agent/)

## Lead-to-viewing agent

Real estate

New property inquiries are qualified by an agent, matched to suitable listings, and offered viewing slots automatically.

-   N8N
-   Claude
-   CRM
-   Calendar

[Appointment flow](/cases/healthcare-services-appointment-flow/)

## Appointment flow

Healthcare / Services

Bookings, reminders and rescheduling run automatically.

-   N8N
-   Calendar
-   WhatsApp
-   CRM

[Company knowledge assistant](/cases/company-knowledge-assistant/)

## Company knowledge assistant

Knowledge & RAG

An assistant that answers from your own documents, wikis and past projects.

-   Qdrant
-   OpenAI embeddings
-   Claude
-   LangChain
-   n8n

[Customer support bot](/cases/customer-support-bot/)

## Customer support bot

Knowledge & RAG

A support bot grounded in your product docs, FAQ and past tickets.

-   Pinecone
-   OpenAI embeddings
-   Claude
-   LangChain
-   n8n

[Document Q&A](/cases/document-q-a/)

## Document Q&A

Knowledge & RAG

Upload contracts, reports or manuals and ask questions in natural language.

-   LlamaIndex
-   pgvector
-   OpenAI
-   OCR
-   LlamaParse

[Sales and proposal helper](/cases/sales-and-proposal-helper/)

## Sales and proposal helper

Knowledge & RAG

An assistant that knows your pricing, case studies and past proposals.

-   Weaviate
-   Claude
-   OpenAI embeddings
-   LangChain
-   n8n

[Legal and compliance search](/cases/legal-and-compliance-search/)

## Legal and compliance search

Knowledge & RAG

Search across policies, regulations and internal rules by meaning, not keywords.

-   Qdrant
-   Cohere embeddings
-   Claude
-   LlamaIndex
-   Custom interface

[Personal / expert clone](/cases/personal-expert-clone/)

## Personal / expert clone

Knowledge & RAG

A chatbot trained on one person's content (courses, posts, transcripts) that answers in their voice and knowledge.

-   Chroma
-   OpenAI
-   LangChain
-   n8n
-   Telegram

[AI image generation](/cases/ai-image-generation/)

## AI image generation

AI content

Original visuals, product shots, portraits and model imagery — single images or 5–10 image series — with consistent style and characters.

-   Midjourney
-   Leonardo AI
-   FLUX
-   DALL·E
-   Nano Banana Pro

[AI avatars & characters](/cases/ai-avatars-characters/)

## AI avatars & characters

AI content

Consistent AI characters and avatars — a recurring brand face or model across images and video, including talking AI-avatar videos.

-   HeyGen
-   ComfyUI
-   FLUX
-   LoRA
-   IPAdapter

[AI video generation](/cases/ai-video-generation/)

## AI video generation

AI content

Short clips and motion (5–30s) from prompts and still images — promos, teasers, AI reels and animatics.

-   Kling AI
-   Veo
-   CapCut
-   ComfyUI
-   Wan 2.2

[AI music & sound](/cases/ai-music-sound/)

## AI music & sound

AI content

Background music, atmospheric soundscapes and short musical pieces for AI reels, ad creatives and storytelling videos — matched to the mood, script, audience and visual style with Suno AI.

-   Suno AI
-   ComfyUI
-   ACE-Step
-   Stable Audio

[AI voice generation](/cases/ai-voice-generation/)

## AI voice generation

AI content

Cloning and synthesizing natural voiceovers and narration in multiple languages.

-   ElevenLabs
-   F5-TTS
-   XTTS
-   RVC
-   ComfyUI

[Social media content](/cases/social-media-content/)

## Social media content

AI content

Ready-to-post content for Instagram and socials — single posts, 5–8 slide carousels and full monthly content packages.

-   Canva
-   Instagram
-   Carousels
-   Monthly packages

[Editing & post-production](/cases/editing-post-production/)

## Editing & post-production

AI content

Upscaling, retouching and editing/montage — turning raw AI images and video into finished, polished deliverables.

-   CapCut
-   Canva
-   Upscale
-   Retouch

[Design & content prep](/cases/design-content-prep/)

## Design & content prep

AI content

Social visuals, covers, stories, presentations, portfolio layouts, simple ad mockups and text-on-image — the final, polished delivery of AI content for brands.

-   Canva
-   CapCut

[Local / self-hosted AI](/cases/local-self-hosted-ai/)

## Local / self-hosted AI

AI content

Setting up and running AI models on a local machine for privacy, full control and zero per-use cost.

-   ComfyUI
-   Ollama
-   LM Studio
-   Stable Diffusion

[End-to-end content production](/cases/end-to-end-content-production/)

## End-to-end content production

AI content

The full content cycle in one hand: idea → script → image generation → AI animation → editing → music & sound → final reel or ad creative.

-   Idea & script
-   Generation
-   Editing
-   Music & sound

No cases match that combination.
