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Build & Adoption Cases

Results We Built with Marblo

From client-system builds to in-house Marblo adoption and our own solo-dev workflow — see how our team's way of working actually accelerated results.

6 case studies

Legal

Law Firm A — RAG-based First-touch Consultation Agent

Challenge

Lawyers were handling 500+ monthly consultations directly. Repetitive simple questions consumed their time; complex cases got insufficient attention.

Solution

A Flask + GCP Cloud Run + OpenAI RAG chatbot deployed on the firm's internal system. Their case database was vectorized to automate first-touch responses. Our team ran PoC and settlement on Marblo to ship fast.

Results

82%
First-response automation rate
-70%
Lawyer consultation time

Tech Stack

FlaskGCP Cloud RunOpenAI APIRAG (Vector DB)Firebase
Duration: 8 weeks (4 PoC + 4 settlement)
Investment: Custom quote
Healthcare

Medical Devices B — In-house Marblo Adoption for Ops Automation

Challenge

Sales, regulatory, and customer service document work was scattered. Each new product launch required rewriting the same materials from scratch.

Solution

Marblo adopted in-house. Sales proposals, regulatory docs, and FAQs each have a dedicated drafting agent; in-house PMs review and publish from the kanban board. Our team led 6-8 weeks of adoption consulting, training, and settlement.

Results

-75%
Doc drafting time
3.5×
Monthly throughput

Tech Stack

MarbloClaude + GPTMCP (internal DMS)In-house training & governance
Duration: 6-8 weeks (in-house adoption)
Investment: Custom quote
E-commerce

Fashion E-commerce C — Product Ops & CS Automation System Build

Challenge

New product registration, detail pages, and CS responses were all manual. Seasonal launches forced overtime across the ops team.

Solution

A FastAPI + GCP + OpenAI/Claude automation pipeline built and delivered. Integrated with Cafe24/Shopify APIs; the LLM generates copy, SEO meta, and image tags. Ops only approves. Our team designed, built, and delivered in 5 weeks on Marblo.

Results

New product throughput
-60%
Ops team hours

Tech Stack

FastAPIGCP Cloud RunOpenAI + Claude APICafe24 APICloud Storage
Duration: 5 weeks
Investment: Custom quote
Finance

Fintech D — 24/7 CS Agent Build

Challenge

Night and weekend responses delayed. Hiring more CS staff was costly. Simple lookups and FAQs consumed senior agent time.

Solution

A FastAPI + Claude API finance-specialized CS chatbot. Account lookups and FAQs handled automatically; complex inquiries escalate to the internal CRM. Audit logs, rollback paths, and compliance modules built in. Our team ran PoC on Marblo; production lives on the client's in-house infrastructure.

Results

< 2 sec
Average response time
-60%
CS operating cost

Tech Stack

FastAPIClaude APIGCP Cloud RunInternal CRM integrationAudit logs
Duration: 6 weeks
Investment: Custom quote
SaaS / Solo Dev

Solo Developer (self-case) — Full-stack in Parallel on Marblo

Challenge

A solo developer handling backend, frontend, tests, and docs alone. Single-model tools (Cursor, etc.) can't run things in parallel.

Solution

Marblo workspace running Claude (backend), GPT (frontend), Gemini (tests) concurrently. One sentence to the natural-language orchestrator decomposes work into tasks and routes them to 3 agents automatically. Progress visible on a single kanban board.

Results

100+
Weekly commits
5× faster
Feature PR cycle

Tech Stack

MarbloClaude + GPT + GeminiNL orchestratorMCP (Git & filesystem)
Duration: Ongoing
Investment: Marblo Pro subscription
Education

EdTech F — In-house Marblo for Course Content Pipeline

Challenge

Instructors had to personally produce scripts, quizzes, and materials. Launching a new course took 3-4 weeks.

Solution

Marblo adopted in-house for the content pipeline, operated directly by the course team. Outline, script, quizzes, and design guidance distributed across agents; saved as a reusable flow template. Our team led 4 weeks of adoption consulting and training.

Results

3 weeks → 5 days
Production time per course
1 → 4
New courses per month

Tech Stack

MarbloClaude + GPT + GeminiFlow editorMCP (Notion / Drive)
Duration: 4 weeks (in-house adoption)
Investment: Custom quote

Your case could be next

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Marblo Use Cases | Hypemarc