FigSamurai Studio Project

AI Credit News

7 days. 3 weeks. Hours. Three versions that show how continuous development actually works.

Industry Financial Media
V1 Launch 7 Days
V2 Evolution 3 Weeks
V3 Pivot Hours
Status Live — Autonomous
aicreditnews.com
AI-Powered Financial Intelligence
Daily AI briefing Synthesis by theme 24/7 automation 3 versions, 1 product

V1: Live in 7 Days

The financial sector needed a way to track AI developments across credit, risk, and banking — without hiring a team of editors. We built the first version in one week.

  • RSS scraping from 16+ financial sources
  • AI-powered relevance filtering with Claude
  • Automatic summaries and categorization
  • Basic admin dashboard
  • Deployed and live on day 7
Day 1-2
Architecture & Setup
Database design, scaffolding, RSS source identification
Day 3
Scraping Pipeline
RSS parsing, article extraction, duplicate detection
Day 4
AI Integration
Claude API, prompt engineering, cost optimization
Day 5-6
Dashboard & Frontend
Admin review queue, public site, responsive design
Day 7
Deploy & Launch
Railway deployment, DNS, monitoring — live!

V2: Production Platform in 3 Weeks

V1 proved the concept. V2 turned it into a real product. Same FigSamurai Studio subscription, same speed — just the next version.

  • 55+ curated sources — finance, tech, consulting, LATAM
  • Two-phase AI filtering — Haiku for speed, Sonnet for depth (70% cost savings)
  • AI-generated editorials — weekly digests written from the week's top stories
  • Newsletter system — automated weekly emails with subscriber management
  • User engagement — comments, bookmarks, votes, social sharing
  • Analytics dashboard — views, trends, source performance
  • Bilingual — English and Spanish support
  • Full admin control — queue management, settings, operations dashboard

Tech Stack

Node.js Express SQLite Claude AI EJS Templates Railway Cron Jobs RSS Parsing Resend Email Chart.js i18n
55+
RSS Sources
12
Database Tables
8
Backend Services
4
Cron Automations

V3: The Daily Briefing Pivot — Built in Hours

V2 was a full production platform, but aggregating articles carried copyright risk. Instead of patching the problem, we pivoted the entire product — in hours, not months.

V3 transforms AI Credit News from an article aggregator into a daily AI-generated analysis product. After four daily scrape cycles collect articles, a Sonnet-powered AI synthesizes an 800–1,200 word briefing organized by theme — not by source — with "why this matters" analysis and links to originals.

  • Daily AI briefing — 800–1,200 words, synthesized by theme
  • Original analysis — "why this matters" context for every story
  • Zero copyright risk — synthesis, not aggregation
  • Higher value product — readers get insight, not just headlines
  • Built in hours — FigStudio guidance + accumulated context made the pivot instant

The Pivot

Before (V2)
Article Aggregator
Curated links + summaries. Copyright exposure.
After (V3)
Daily AI Briefing
Original synthesis by theme. Analysis + context. Zero copyright risk.
4
Daily Scrape Cycles
~1K
Words per Briefing
Hours
Time to Build V3
0%
Copyright Risk

Why This Matters

This isn't just a case study about building fast. It's about what happens after launch — and how each version gets faster.

Most agencies deliver a project and disappear. With FigSamurai Studio, you get continuous development — your product keeps evolving, version after version, without starting over. And because we accumulate context and knowledge about your product, every version ships faster than the last.

  • V1 in 7 days — concept to live site
  • V2 in 3 weeks — MVP to full production platform
  • V3 in hours — complete product pivot, shipped same day
  • Each version faster — accumulated context accelerates everything
  • Same subscription — build, iterate, pivot, grow
7d
V1 — Launch
3w
V2 — Scale
Hours
V3 — Pivot
24/7
Fully Autonomous

Want Something Like This?

FigSamurai Studio builds, iterates, and evolves your product — not just once, but continuously.