Insights & Updates
Tips for Filipino sellers, engineering deep-dives, and product news.
4 Things We Got Wrong in Our First Hybrid Parser
Our hybrid regex + AI order parser worked — until our test suite showed us where it didn't. Four design assumptions we had to rethink while building Elizabeth.ai's Taglish order parsing system.
Elizabeth.ai vs Manual Order Taking: A Comparison
A side-by-side comparison of manual Facebook order processing versus Elizabeth.ai automation — covering time, cost, accuracy, scalability, and customer experience.
What We Learned Building for Filipino Micro-Businesses
Startup lessons and cultural insights from building Elizabeth.ai — what surprised us about Filipino sellers, product decisions that worked, and the mistakes we made along the way.
From Manual to Automated: A Filipino Seller's Guide to Scaling
A practical guide for Filipino online sellers on the journey from manual order processing to full automation — and what happens to your business when you stop copy-pasting.
Designing a 3-Provider AI Cascade with Circuit Breakers
How Elizabeth.ai routes AI requests through Claude, Gemini, and GPT-4o with circuit breakers — achieving 99.9% availability despite individual provider outages.
Elizabeth.ai 2026 Roadmap: From Facebook to Omnichannel
A transparent look at where Elizabeth.ai is headed in 2026 — from deeper Facebook features to Instagram DMs, WhatsApp Business, and TikTok Shop integration.
Paano Mag-Start ng Online Selling sa Facebook (2026 Guide)
Step-by-step Taglish guide para sa mga gustong magsimula ng online selling business sa Facebook Philippines — mula sa page setup hanggang sa unang order mo.
Hybrid Regex + AI: Why We Parse 60% of Orders Without AI
A deep-dive into Elizabeth.ai's hybrid order parsing architecture — why regex handles 60% of orders at zero cost, and when AI takes over for complex Taglish messages.
5 Inventory Management Tips for Filipino Online Sellers
Practical inventory management advice for Filipino online sellers — avoid overselling, track stock in real time, and scale your Facebook business with confidence.
Building a Taglish-Aware NLP Parser: Lessons from Elizabeth.ai
A technical deep-dive into building an NLP order parser that handles Taglish (Filipino-English code-switching), abbreviations, misspellings, and emoji-based ordering.
How to Automate Your Facebook Orders in the Philippines
A practical guide for Filipino online sellers on how to automate Facebook comment and Messenger ordering — from identifying manual bottlenecks to setting up Elizabeth.ai.
Why I Built Elizabeth.ai: The Filipino Seller Problem Nobody's Solving
The founder story behind Elizabeth.ai — how discovering the manual chaos of Filipino Facebook sellers led to building an AI-powered ordering assistant for the Philippine market.
What is Elizabeth.ai? The Complete Guide
Everything you need to know about Elizabeth.ai — the AI-powered Facebook ordering assistant built for Filipino micro-businesses. Learn how it works, who it's for, key features, and pricing.