Blog
Guides, tutorials, and insights on business automation, integrations, and building a modern business stack.
Writing Culture Is Back. But Not For Us. Here's Why Leaving Notion Means Something Bigger.
Software 3.0 didn't kill documentation. It changed the reader. Why we left Figma and are leaving Notion for markdown in the repo, the substrate agents can read.
Founder Mode in Era 3: When Half Your Team Can Only Read
Founder mode never went away. The audience changed. The scarce role in a 2026 team is the manager who reads the fleet's output and writes the missing standard before the next loop.
163×: The SaaS Idiot Index in an Age of Abundance
In 2018, four premium SaaS features cost $700,000 to build. In 2026, they cost $25,000. SpaceX runs at 2.2×. SaaS runs at 163×. Here is why, and what survives the correction.
The SaaSpocalypse Wasn't About AI. It Was About Architecture.
On February 3, 2026, public SaaS lost $285 billion in market capitalization in a single trading session. Within a week, over $1 trillion had evaporated.
Vibe Coding Is a Shein Haul: Why Speed Without Craft Is a Landfill
Andrej Karpathy described vibe-coded software as 'free, ephemeral, malleable, discardable after single use.' The same week, Shein listed 10,000 new clothing.
AI That Remembers Your Business: How Chat Memory Changes Everything
Last Tuesday, a CFO told our AI to 'pull the margin report.' The AI asked which margin. Gross? Net? Operating? The CFO typed 'gross margin, obviously.' He'd.
Chrome Extension Vturfu: When AI Takes the Browser Wheel to Fetch Your Invoices
OpenAI shipped Operator in January 2025. Google announced Project Mariner. Anthropic released computer use. We patented this approach for invoice retrieval.
Reconciliation, Reimagined: From Spreadsheet Matching to AI Conversations
It's 6 PM on a Friday. Your bookkeeper has seventeen browser tabs open — bank statement in one, accounting software in another, a spreadsheet mapping invoice.
The GTM Playbook We Built With Zero SDRs
No SDRs. No AEs. No sales engineers. No revenue team Slack channel with motivational GIFs. At Well, twelve people build the product, and the product builds.
The Modularity Paradox: AI Cracks the Interface Between Human and Machine
Qonto scaled to 500,000 businesses with over 15,000 native integrations. Accounting tools, invoicing platforms, expense managers, CRMs. The best-of-breed.
The Instant Value Moment: Auto-Redirect to Chat After Your First Connector
Between 60% and 70% of users who sign up for a SaaS product churn within the first week. The fix is architectural: what you show someone in the first 90.
Smart MCP Mapping: How AI Selects the Right Tool From 120+ Options
The average enterprise now connects to 47 SaaS tools. For an AI assistant trying to act on a user request, each of those tools is a possible destination.
The 101 Questions Every SMB Should Ask Their Financial Data
A 2023 QuickBooks survey found that 61% of small business owners cannot accurately state their net profit margin. Not because the data is missing — most.
Ask Your Business Anything: 101 Use Cases for Conversational Finance
What would you ask your business if it could talk back? Here are 101 documented use cases for conversational finance, categorized and ranked by impact.
Building Chat V2: Web Search, Agent Mode, and Conversational AI Architecture
72% of small business owners say they would use AI if it could actually do things in their software, not just answer questions about it. We found that.
Redesigning Well: A Design System Story from First Principles
In January 2026, Well's engineering dashboard served over 400 workspace configurations across three continents. Our team of four engineers was shipping 27.
From Chat to Workflow: How Well Turns Conversations Into Automated Pipelines
n8n just raised $20M for workflow automation. Make.com has 500,000 users building automated pipelines. Zapier processes billions of tasks per month. All.
The Complete Guide to Document Intelligence for Business Finance
Ardent Partners' 2023 AP research found that 49% of invoices still arrive in non-electronic formats across European businesses. Nearly half, despite two.
AI-Native vs. AI-Augmented: Why the Architecture Difference Matters
Over 80% of B2B SaaS companies shipped an AI feature in the last eighteen months. Salesforce has Einstein. HubSpot has Breeze. Notion has Notion AI. Monday.
Reconciliation Automation: Match Invoices to Payments in Minutes, Not Days
Forty-six percent of finance teams still reconcile invoices to payments by hand, according to a 2023 Ardent Partners survey. They spend an average of 10.
How We Built AI Response Modality: Teaching an LLM to Choose Text, Grid, or Chart
Most AI products treat presentation as an afterthought. The model generates an answer, the frontend renders it as text, and everyone moves on. But when.
Building an Engine That Converts Any API Into MCP: Architecture Deep-Dive
Every integration platform hits the same wall: APIs grow linearly, connections grow quadratically. Here is the architecture behind auto-generated MCP.
The Dynamic Island: How Contextual UI Surfaces the Right Data at the Right Time
In January 2026, we had a dashboard problem. Not the kind where charts are broken or numbers are wrong. The kind where everything works perfectly and nobody.
Why Every Business Will Have a Context Graph by 2028
Salesforce crossed $35 billion in annual revenue last year. That number represents the ceiling of what flat records can do for a business. The entire CRM.
Stop Spending Sundays on Spreadsheets (Part 2): The AI-Native Alternative
A few months ago, we wrote about the Sunday spreadsheet ritual. Export CSVs from three banking portals. Paste into the master workbook. Fix the columns.
Browser Automation for Finance: How We Built an LLM-Controlled Chrome Extension
Over 60% of financial institutions still rely on web portals that offer no API. Account aggregation, payment initiation, loan comparison: these workflows.
Why Finance Tools Fail (Part 2): The Intelligence Gap Nobody Talks About
I want to be honest: we're early. The graph is functional but growing. The entity model covers the core domains but will expand. The confidence scoring.
Best AI Tools for Small Business Financial Management in 2026
In 2024, 94% of fintech companies added AI-powered to their websites. By 2026, every finance tool claims it. Here is what actually separates real AI tools.
How to Connect All Your Business Tools Without an Integration Team
The average mid-market company uses 130+ SaaS tools. Someone on the team spends 20+ hours a month gluing them together. Here is how to eliminate that work.
The PLG Playbook for AI-Native B2B SaaS: Lessons from Our First Year
Seventy percent of B2B SaaS users who sign up for a free trial never come back after their first week. That number has held steady for years across categories.
How We'll Connect 500 Tools by 2027: The Open Connector Roadmap
The average mid-market company uses 130 SaaS applications. Each one holds a slice of the business: customer data in the CRM, invoices in the accounting.
How to Manage Multiple Business Entities Without Losing Your Mind
About 30% of U.S. small businesses operate more than one legal entity. Holding companies, franchise groups, real estate portfolios with per-property LLCs.
From Qonto to Well: What 7 Years in Fintech Taught Me About the Real Problem
It was 2 AM on a Tuesday in 2017, and I was staring at a screen full of SEPA XML messages that refused to validate. I was twenty-five, six months into.
OCR Pipeline: From Blurry Scan to Structured Data in Under 3 Seconds
Eighty percent of financial data starts as an image. Here is how our OCR pipeline turns blurry scans into structured records in under three seconds flat.
How to Build a Financial Report in 30 Seconds Using Chat
The average finance team spends 8 to 12 hours per week building reports. Not analyzing data. Not making decisions. Building reports. Opening a BI tool.
Building in Public: Our Design System Journey from Chaos to Consistency
Six months into building Well, we had 47 different shades of gray in our codebase. Here is how we turned design entropy into a consistent design system.
Billing Architecture: Tokens, Gates, and the Economics of AI-Native SaaS
Every API call to GPT-4 costs between $0.002 and $0.12. For traditional SaaS, marginal cost rounds to zero. For AI-native products, it changes everything.
What eInvoicing Regulations Mean for AI-First Finance
France's eInvoicing mandate kicks in September 2026. Germany is next. Italy is live since 2019. What structured invoicing means for AI-first finance teams.
The Enrich Button: Amazon Dash for Business Memory
Well's Enrich button fills 23 fields from 6 data providers in 2.3 seconds. One click on a company record. Company name, address, revenue, employee count.
MCP Is the USB-C of Business Software, and We're Building the Hub
Open the cable drawer in any office and you'll find it — a tangle of USB-A, Mini-USB, Lightning, Micro-USB, and whatever proprietary connector the last.
The Death of the Finance Department (As We Know It)
Forty-three percent of CFO time is spent on data gathering and validation. Not analysis. Not strategy. AI is finally changing what the finance department.
How to Automate Invoice Collection Across 50+ Supplier Portals
Basware's 2024 AP benchmark found that companies with 50+ suppliers spend an average of 14 hours per month just downloading invoices. Not processing them.
The Future of Accounting Is Conversational (And Accountants Should Be Excited)
Accounting firms across the United States process roughly 80% of their billable hours on work that requires no professional judgment: data entry, transaction.
120+ Connectors and Counting: How We Turned the Integration Tax Into a Feature
The average B2B SaaS company spends 30-40% of engineering cycles on integrations, according to a 2024 Merge.dev survey. That's not building product. That's.
Talk to My Business: Why the Next Interface for Finance Is a Conversation
Metabase, Tableau, Looker. The dashboard market crossed $15 billion last year. Yet the most common financial question a founder asks on a Friday night —.
The Activation Gambit: Why We Give Away 140 Bonus Conversations on Day One
Our weekly active user rate was 4%. Out of every 100 people who downloaded Well, 96 disappeared before the weekend. Between 60% and 70% churned in the first.
Cash Flow Dashboard: Real-Time Position Tracking Without the Spreadsheet
62% of CFOs at companies under $50M still use spreadsheets as their primary cash flow tool. Most update weekly. The number you're looking at is already wrong.
eInvoicing Compliance 2026: What CFOs Actually Need to Do
France's eInvoicing mandate hits September 2026. Germany is drafting its own. And if your inbox looks anything like ours, every AP vendor on the planet has.
55 Features a Month: How a 4-Person Team Ships Like a 40-Person One
Last February, our four-person engineering team shipped 55 features in a single month. Here is how compounding kaizen improvements changed our velocity.
The Enrichment Waterfall: Multi-Provider Data Fusion at Scale
CRM records decay at roughly 30% per year. Job titles change, companies move offices, revenue figures shift with every quarter. If you are building a B2B.
The Connector Economy: Why the Next Platform War Is About MCP Hubs
In February 2026, Cloudflare demonstrated something that should worry every integration platform on the market. They took an API with 2,500 endpoints.
Conversational Financial Intelligence: A New Category for a $4B Problem
Every investor meeting starts with the same question: what category are you in? Conversational financial intelligence is a new answer to a real problem.
Your Financial Stack, Exposed via MCP: The Open Infrastructure Play
Anthropic open-sourced MCP in late 2024. Google, Microsoft, and OpenAI adopted it within months. Fintech's proprietary silos now have an expiration date.