We started because comparing companies felt like decoding ancient hieroglyphics. Markets move fast, and most analysis tools are built for people who already know what they're looking for.
Since 2021, we've been building something different in Thailand's financial landscape — a way to cut through complexity and see what actually matters when you're comparing businesses.
Think of it as a conversation. You're trying to figure something out, and we guide you through the questions that actually matter for your situation.
Are you comparing two specific companies? Looking across an entire sector? Or maybe you spotted something interesting and want context.
Like when someone noticed a beverage company's margins shifting in Q3 2024 — we helped them see it wasn't alone. Industry-wide supply chain adjustments were happening.
Revenue growth looks impressive until you check cash flow. We help you identify which numbers tell the real story for your specific question.
A manufacturing analysis from January 2025 showed three companies with similar profit margins — but debt levels painted completely different risk pictures.
Quarter over quarter? Year over year? Five-year trends? Different questions need different timeframes, and we help you match them properly.
Looking at tech sector trends from 2020-2025 revealed patterns invisible in quarterly snapshots. Context changes everything.
Once you have answers, what's next? We map out logical next steps based on what you've discovered — no dead ends.
After identifying strong performers in retail during late 2024, clients wanted to know about management depth. We showed them where to look next.
Financial markets don't stand still, and neither does our analysis. Here's what we're seeing emerge across Southeast Asian business landscapes.
Remember when supply chain details were nice to have? By mid-2025, they're essential. Companies with unclear sourcing are facing scrutiny from investors and regulators alike.
We've built new comparison frameworks that surface these details. When you're comparing manufacturers now, you can see supply chain exposure at a glance — not buried in footnotes.
Three automotive suppliers looked identical on paper in early 2024. By tracking their supply chain disclosures through Q1 2025, major operational differences emerged that completely changed the comparison picture.
We don't just aggregate financial data. Anyone can do that. We've spent years understanding what questions people actually ask — and building tools that answer them directly.
A 15% profit margin means something completely different in retail versus software. We automatically provide industry context so comparisons make sense.
When you're looking at one company, we're simultaneously analyzing how it compares to similar businesses facing similar conditions. Sometimes the most valuable insight is "this isn't unique to them."
Companies revise guidance, adjust strategies, and respond to market conditions constantly. We flag these changes within hours, not quarters.
We're a small team — former analysts, data engineers, and market researchers who got tired of clunky financial tools. Here's who you're working with.
Lead Financial Analyst
Spent eight years at regional investment firms before joining us in 2022. Gets frustrated when financial reports hide information in complexity — which happens more than you'd think.
Most proud of: Building our sector-specific comparison frameworks that account for regional market differences across Southeast Asia. Standard Western metrics often miss crucial local context.
Data Architecture Lead
Former fintech developer who joined in early 2023. Believes good data architecture should be invisible — you shouldn't think about the system, just get answers.
Current focus: Making our real-time data pipeline faster while keeping it accurate. We process about 18,000 data points daily now — up from 7,000 in mid-2024. Speed matters, but correctness matters more.
Our educational programs run throughout the year, with the next intensive workshop scheduled for September 2025. Or explore our platform directly — understanding financial comparisons works better with hands-on experience.