Article archive

Every essay we've published — 1257 articles on AI product engineering, MVPs, SaaS architecture, automations, and how a senior-only studio actually runs. Page 2 of 7.

• How We Decide What to Cache and What to RecomputeAug 14, 2027 · 10 min
• How We Turn a Founder's Spreadsheet Model Into a Pricing EngineAug 11, 2027 · 10 min
• How We Turn a Spreadsheet Workflow Into a Two-Week BuildAug 11, 2027 · 10 min
• How We Hand Over a Repository to an In-House TeamAug 11, 2027 · 10 min
• What Changes When Your Product Becomes a PlatformAug 11, 2027 · 10 min
• How We Set Up a Sandbox Environment for Customer DevelopersAug 8, 2027 · 10 min
• How We Handle a Customer Who Wants Their Data On Their Own ServersAug 8, 2027 · 10 min
• How We Handle Customer Data Deletion Requests in PracticeAug 8, 2027 · 10 min
• Why Your Search Box Feels Slow Even When Queries Are FastAug 8, 2027 · 10 min
• How We Cut the Time Between a Bug Report and a FixAug 5, 2027 · 10 min
• How We Reduce the Number of Support Tickets a Feature CreatesAug 5, 2027 · 10 min
• What Procurement Asks For That Your Product Does Not Have YetAug 5, 2027 · 10 min
• Self-Hosted or Managed Vector Search — What Actually Wins in ProductionAug 5, 2027 · 10 min
• How We Handle File Storage When Customers Upload EverythingAug 5, 2027 · 10 min
• How We Handle Recurring Schedules That Users Can EditAug 2, 2027 · 10 min
• How We Handle Time-Sensitive Workflows Across RegionsAug 2, 2027 · 10 min
• Running a Security Review Before You Have a Security TeamAug 2, 2027 · 10 min
• How We Actually Quote AI Projects, and Why Most Estimates Are WrongAug 2, 2027 · 10 min
• How We Keep AI Output Consistent Across a ProductAug 2, 2027 · 10 min
• Running Database Migrations Without Taking Your SaaS DownJul 29, 2027 · 11 min
• SaaS Status Page: Building One That Helps in an OutageJul 26, 2027 · 9 min
• How We Decide Which Accessibility Issues to Fix FirstJul 25, 2027 · 9 min
• How We Triage Bugs That Only Appear on One DeviceJul 25, 2027 · 9 min
• Deciding Between a Native App and a WrapperJul 25, 2027 · 9 min
• Why Your Landing Page Traffic Does Not ConvertJul 25, 2027 · 9 min
• When to Internationalize a SaaS and How Not to Regret ItJul 23, 2027 · 9 min
• Shipping a Mobile App When Your Team Only Knows the WebJul 20, 2027 · 10 min
• Why Your Webhooks Are Being Delivered TwiceJul 19, 2027 · 9 min
• Why Your Background Jobs Keep Silently DyingJul 19, 2027 · 9 min
• Keeping a Design System Useful After the Designer Moves OnJul 19, 2027 · 9 min
• How We Price a Rebuild Against a RewriteJul 19, 2027 · 9 min
• How to Shorten Time to First Value in SaaS OnboardingJul 17, 2027 · 9 min
• How We Handle Test Data That Looks Real Without Being RealJul 16, 2027 · 9 min
• How We Keep a Staging Database Useful Without Copying Customer DataJul 16, 2027 · 9 min
• Running Discovery Calls That Surface Real RequirementsJul 16, 2027 · 9 min
• How We Interview for Judgement Instead of SyntaxJul 16, 2027 · 9 min
• Audit Logs Are a Product Feature, Not a Compliance ChoreJul 14, 2027 · 10 min
• What a Penetration Test Report Usually Says About Small ProductsJul 13, 2027 · 9 min
• What a Security Review Finds in a Typical Early-Stage ProductJul 13, 2027 · 9 min
• What Your Error Messages Are Costing You in Support TicketsJul 13, 2027 · 9 min
• Why Your Notification System Is Annoying PeopleJul 13, 2027 · 9 min
• Webhook Reliability Patterns Every SaaS Learns the Hard WayJul 11, 2027 · 11 min
• What We Ask Before Adding a Second DatabaseJul 10, 2027 · 9 min
• What We Ask Before Adding Another Third-Party ServiceJul 10, 2027 · 9 min
• What Vendor Lock-In Actually Costs You LaterJul 10, 2027 · 9 min
• How We Decide Where an AI Agent Should Stop and AskJul 10, 2027 · 9 min
• Building an Admin Panel for Your SaaS Without Losing a MonthJul 8, 2027 · 10 min
• Why Your Activation Rate Matters More Than SignupsJul 7, 2027 · 9 min
• Why Your Support Inbox Is the Cheapest Research You HaveJul 7, 2027 · 9 min
• Why Your Free Trial Length Is Probably WrongJul 7, 2027 · 9 min
• How We Handle Customer Data Deletion Requests Without Breaking ReportsJul 7, 2027 · 9 min
• When to Hire a DevOps Engineer, and When a Platform Service Is EnoughJul 5, 2027 · 10 min
• What Nobody Budgets For in a Marketplace Payout SystemJul 4, 2027 · 9 min
• What Nobody Plans For in a White-Label ProductJul 4, 2027 · 9 min
• How We Plan Around a Hard External Launch DateJul 4, 2027 · 9 min
• Building a Referral Loop That Does Not Feel CheapJul 4, 2027 · 9 min
• shadcn/ui or MUI — Which One Actually Fits a B2B SaaS BuildJul 2, 2027 · 11 min
• What an AI Feature Needs Before Legal Will Sign OffJul 1, 2027 · 9 min
• What an AI Feature Needs Before It Can Be Sold to EnterpriseJul 1, 2027 · 9 min
• What Makes an Internal Tool Worth BuildingJul 1, 2027 · 9 min
• Choosing a Queue Before You Think You Need OneJul 1, 2027 · 9 min
• Why Free Trials Fail for Complex B2B SoftwareJun 27, 2027 · 11 min
• How We Compare Two Vendors When Both Demos Looked GoodJun 27, 2027 · 8 min
• How We Choose Between an Off-the-Shelf Tool and a Custom BuildJun 27, 2027 · 8 min
• How We Handle Timezones in a Scheduling ProductJun 27, 2027 · 8 min
• How We Decide Which Metrics Belong in a Board DeckJun 27, 2027 · 8 min
• Setting Latency Budgets for AI Features People Actually UseJun 24, 2027 · 11 min
• Search That Feels Fast Without a Search ClusterJun 24, 2027 · 10 min
• What an AI Guardrail Actually Blocks in ProductionJun 24, 2027 · 8 min
• What an AI Evaluation Set Looks Like for a Non-Technical TeamJun 24, 2027 · 8 min
• How We Keep a Product Demo From Falling Apart LiveJun 24, 2027 · 8 min
• How We Stop Customers From Creating the Same Record TwiceJun 24, 2027 · 8 min
• Measuring Activation Instead of SignupsJun 21, 2027 · 10 min
• Building a Human Review Step That Does Not Become a BottleneckJun 18, 2027 · 10 min
• Building a Customer Portal That Reduces Email VolumeJun 18, 2027 · 9 min
• What a Contractor Needs From You in the First Two DaysJun 18, 2027 · 8 min
• What a Second Engineer Actually Changes About Your ProcessJun 18, 2027 · 8 min
• How We Run a Technical Interview That Predicts AnythingJun 18, 2027 · 8 min
• What a Design Review Should Catch Before Code StartsJun 18, 2027 · 8 min
• Turning a Spreadsheet Process Into Software Without OverbuildingJun 15, 2027 · 9 min
• Reviewing an AI Roadmap That Sounds Too AmbitiousJun 15, 2027 · 8 min
• What Changes in Your Stack When Images Become the ProductJun 15, 2027 · 8 min
• What Changes in Your Stack When Documents Become the ProductJun 15, 2027 · 8 min
• What an Accessibility Pass Costs and Why It Is Cheaper EarlyJun 15, 2027 · 8 min
• What Happens When Your Data Model Outgrows Your AssumptionsJun 15, 2027 · 8 min
• How We Price Discovery Work and Why It Is Not FreeJun 12, 2027 · 9 min
• Inventory Forecasting for Small Retailers Without a Data TeamJun 12, 2027 · 8 min
• How We Choose Between Serverless and a Long-Running ServerJun 12, 2027 · 8 min
• How We Choose a Hosting Setup for a Product With Spiky TrafficJun 12, 2027 · 8 min
• How We Approach a Redesign Without Breaking ConversionJun 12, 2027 · 8 min
• How We Handle Partial Outages Without Losing TrustJun 12, 2027 · 8 min
• What to Do When an Agency Misses Its First MilestoneJun 9, 2027 · 8 min
• What Custom Dashboard Development CostsJun 9, 2027 · 12 min
• How We Keep Copy and Interface Changes in SyncJun 9, 2027 · 8 min
• How We Keep Design and Engineering From Drifting ApartJun 9, 2027 · 8 min
• How We Handle Long-Running Jobs in a Web ProductJun 9, 2027 · 8 min
• What a Good Incident Postmortem Changes the Next WeekJun 9, 2027 · 8 min
• How Long a Realistic Security Review Takes Before a LaunchJun 6, 2027 · 8 min
• Quoting Faster in a Custom Manufacturing ShopJun 6, 2027 · 12 min
• Choosing Between Streaming and Batch Responses in AI FeaturesJun 6, 2027 · 8 min
• Choosing Between a Managed Vector Database and PostgresJun 6, 2027 · 8 min
• Choosing Between a Monorepo and Separate Repos on a Small TeamJun 6, 2027 · 8 min
• Writing Product Requirements That Engineers Actually UseJun 6, 2027 · 8 min
• Redacting Sensitive Fields Before They Reach a ModelJun 3, 2027 · 12 min
• Supporting Webhooks Without Creating a Support NightmareJun 3, 2027 · 11 min
• How We Decide Between In-App Messaging and EmailJun 3, 2027 · 8 min
• How We Decide Between Building a Portal and Sending Better EmailsJun 3, 2027 · 8 min
• Deciding Whether to Support Internet Explorer's Modern EquivalentsJun 3, 2027 · 8 min
• How We Migrate Users Off an Old Pricing PlanJun 3, 2027 · 8 min
• Running a Pilot Program That Converts to PaidMay 26, 2027 · 10 min
• What We Do When Documentation Contradicts the CodeMay 26, 2027 · 7 min
• What We Do in the First Week of an Inherited CodebaseMay 26, 2027 · 7 min
• Choosing an Approach for Document Generation and InvoicingMay 26, 2027 · 7 min
• What Changes When Your Product Handles Payments for OthersMay 26, 2027 · 7 min
• Where Structured Output Beats Free Text in Product DesignMay 23, 2027 · 10 min
• Caching Strategy for Products With Personalised ContentMay 23, 2027 · 9 min
• How We Fix Data That Was Wrong for Six MonthsMay 23, 2027 · 7 min
• How We Handle Retroactive Data CorrectionsMay 23, 2027 · 7 min
• What to Automate First in a Sales ProcessMay 23, 2027 · 7 min
• Designing Permissions Before You Have Enterprise CustomersMay 23, 2027 · 7 min
• When to Add a Second Engineer Instead of a Better ProcessMay 20, 2027 · 9 min
• How to Read a Model Benchmark Without Being MisledMay 17, 2027 · 9 min
• Automating Membership Renewals for AssociationsMay 17, 2027 · 8 min
• How We Prioritise Bugs Against New FeaturesMay 17, 2027 · 7 min
• How We Choose Which Report to Build When Everyone Wants OneMay 17, 2027 · 7 min
• What Nobody Tells You About Migrating Off FirebaseMay 17, 2027 · 7 min
• How We Split a Monolith Without Stopping DeliveryMay 17, 2027 · 7 min
• Deciding If a Mobile App Is Worth Building at AllMay 14, 2027 · 8 min
• What Founders Get Wrong About Technical DebtMay 14, 2027 · 12 min
• Deciding Whether Your Product Needs a Mobile Notification StrategyMay 14, 2027 · 7 min
• Deciding Whether to Localise Before You Have Local CustomersMay 14, 2027 · 7 min
• How We Migrate Users to a New Login SystemMay 14, 2027 · 7 min
• How We Cut an AI Feature's Response Time in HalfMay 14, 2027 · 7 min
• When to Add SSO to Your SaaS, and Why It's Not the Enterprise Paywall AnymoreMay 13, 2027 · 10 min
• What to Review in the Week Before a Public LaunchMay 11, 2027 · 7 min
• What to Measure in the First 30 Days After LaunchMay 11, 2027 · 7 min
• Deciding Whether Your Product Needs Roles and Permissions YetMay 11, 2027 · 7 min
• Handling Timezones in Scheduling Products Without Losing SleepMay 11, 2027 · 8 min
• What Accounting Firms Should Automate FirstMay 11, 2027 · 12 min
• What a Realistic Roadmap Looks Like With Four EngineersMay 11, 2027 · 7 min
• Signs a Software Project Is Off Track Before the DeadlineMay 8, 2027 · 12 min
• Budgeting for an Internal AI AssistantMay 8, 2027 · 11 min
• What Changes When Your Product Starts Ingesting Files From CustomersMay 8, 2027 · 7 min
• What Changes When Your Product Starts Sending a Lot of EmailMay 8, 2027 · 7 min
• What Makes a Freemium Tier SustainableMay 8, 2027 · 7 min
• How We Handle Currency and Tax in a Global ProductMay 8, 2027 · 7 min
• Cold DMs on LinkedIn and Twitter That Don't Feel Like Cold DMsMay 6, 2027 · 9 min
• Writing an Incident Postmortem Your Team Will RereadMay 5, 2027 · 12 min
• What Clinics Can Automate Without Touching Patient RecordsMay 5, 2027 · 11 min
• What Changes When Your Software Is Used in a Regulated IndustryMay 5, 2027 · 7 min
• What Changes in a Codebase Once Auditors Are InvolvedMay 5, 2027 · 7 min
• What a Two-Week Discovery Sprint Should Leave You WithMay 5, 2027 · 7 min
• What Breaks First When You Add a Second CountryMay 5, 2027 · 7 min
• What Token Budgets Look Like When AI Is in the Critical PathMay 2, 2027 · 7 min
• What an AI Cost Ceiling Looks Like in Production CodeMay 2, 2027 · 7 min
• What Belongs in a Master Services Agreement for Software WorkMay 2, 2027 · 7 min
• What SOC 2 Actually Requires From an Engineering TeamMay 2, 2027 · 11 min
• Deciding Whether to Build an API for CustomersMay 2, 2027 · 10 min
• What Good Error Messages Do for Support VolumeMay 2, 2027 · 7 min
• API Versioning for Early SaaS Without Painting Yourself Into a CornerApr 29, 2027 · 10 min
• Retention Metrics That Actually Predict Whether a SaaS Will SurviveApr 29, 2027 · 10 min
• Getting Reliable Structured Outputs From LLMsApr 26, 2027 · 11 min
• Writing a Landing Page for a Product Buyers Do Not Understand YetApr 25, 2027 · 9 min
• Why Your Reporting Numbers Do Not Match Your InvoicesApr 25, 2027 · 10 min
• Why Your Data Model Is the Reason Reporting Is PainfulApr 25, 2027 · 10 min
• How We Decide Which Technical Debt to Pay Down This QuarterApr 25, 2027 · 10 min
• How We Plan a Launch When the Product Is Not FinishedApr 25, 2027 · 10 min
• Scoping an AI Feature So It Doesn't BalloonApr 23, 2027 · 11 min
• Running a Two Week Spike Before Committing to an AI FeatureApr 22, 2027 · 9 min
• When to Introduce a Read ReplicaApr 22, 2027 · 8 min
• What a Good Upgrade Prompt Looks Like Inside a ProductApr 22, 2027 · 10 min
• What a Good Trial-to-Paid Handoff Looks LikeApr 22, 2027 · 10 min
• How We Handle Bulk Imports Without Locking the AppApr 22, 2027 · 10 min
• Tailwind or CSS-in-JS for a New App, and What Actually Ships FasterApr 22, 2027 · 9 min
• How We Set Support Expectations Without OverpromisingApr 22, 2027 · 10 min
• Handling AI Provider Outages in ProductionApr 20, 2027 · 10 min
• How We Sequence Work When Everything Is UrgentApr 19, 2027 · 10 min
• How We Decide Which Part of the Product to Rebuild FirstApr 19, 2027 · 10 min
• How We Price Ongoing AI Work Separately From Build WorkApr 19, 2027 · 10 min
• What We Do in the First Two Weeks of a Rescue ProjectApr 19, 2027 · 10 min
• Building an Admin Panel Your Support Team Will UseApr 19, 2027 · 8 min
• What to Do When an AI Feature Gets No UsageApr 19, 2027 · 12 min
• Caching LLM Responses to Cut Costs Without Killing QualityApr 17, 2027 · 11 min
• Why We Cap AI Spend in Code Rather Than on the InvoiceApr 16, 2027 · 8 min
• What Education Platforms Should Know Before Adding AI TutoringApr 16, 2027 · 12 min
• Turning Weekly Manual Reports Into a Scheduled Product FeatureApr 16, 2027 · 10 min
• Turning a Manual Onboarding Process Into ProductApr 16, 2027 · 10 min
• Deciding Which Integrations to Build FirstApr 16, 2027 · 10 min
• Why Your Onboarding Emails Do Not Match Your ProductApr 16, 2027 · 10 min
• Building a Customer Feedback Loop That Doesn't Get IgnoredApr 15, 2027 · 9 min
• How We Pick an Embedding Model for a New RAG ProjectApr 14, 2027 · 11 min
• Auditing an Existing Codebase Before Taking It OverApr 13, 2027 · 12 min
• Pricing an Integration Between Two Business SystemsApr 13, 2027 · 11 min
• How We Structure a Discovery Call That Is Worth the HourApr 13, 2027 · 10 min
• How We Plan a Pilot That Can Turn Into a ContractApr 13, 2027 · 10 min
• Deciding When a Spreadsheet Should Become SoftwareApr 13, 2027 · 10 min
• Deciding How Many Integrations to Support at LaunchApr 13, 2027 · 10 min
• Chunking Strategies for RAG Systems That Actually Get UsedApr 11, 2027 · 11 min
• Why Your Trial Users Never Reach the Good PartApr 10, 2027 · 10 min
• Why Your Free Users Cost More Than You ThinkApr 10, 2027 · 10 min