Research
Write-ups by the SVH research team on publicly available case studies, research and business models.
Before You Use Generative AI at Work: Issues Raised in Public Guidance
NIST's AI Risk Management Framework and Japan's AI Guidelines for Business point to a similar set of questions. This article turns them into a short checklist for a freelancer or small company about to start using generative AI.
Customer Lifetime Value: Looking at the Whole Relationship, Not One Sale
Customer lifetime value (LTV) estimates the profit one customer brings over the full length of the relationship. This article covers how to build the estimate, what to compare it against, and where small businesses commonly go wrong.
Judging How Profitable an Industry Is: Porter's Five Forces for Small Businesses
Michael Porter's five forces framework looks past the number of competitors and asks which pressures squeeze profit in a market. This guide shows how a solo operator or small company can use it before choosing a market to enter.
Test Small, Learn Fast: Lean Startup Ideas for a One-Person Business
Eric Ries popularized the build-measure-learn loop for testing new products cheaply. Here is how a freelancer or small company can apply it: pick the riskiest assumption, run a small test, and decide what to do with the result.
Instant Program Student Success Stories: Insights from 115 Real Student Reviews (Dec 2025 – Jun 2026)
An in-depth English breakdown and aggregation of 115 actual student reviews and success stories from the Instant Program gathered between December 2025 and June 2026, including specific API and automation tool implementations.
Start With the Job the Customer Is Trying to Get Done
Jobs to Be Done is the idea that people choose a product to make progress in a specific situation. This article shows how a small business can use it to shape an offer, find real competitors, and rewrite a product page.
Network Effects and What a Small Business Can Do With Referrals
A network effect means a product becomes more valuable as more people use it. This guide separates what that means from word of mouth, and shows what a small business can and cannot build around referrals.
Reviewing Customers and Products With an 80/20 Lens: Where the Pareto Principle Helps
The Pareto principle says most results come from a few causes. It is a rule of thumb, not a law. This guide shows how to sort customers and products by revenue and what to check before acting on the result.
Making Focus Time When You Run a Business Alone: Deep Work in Practice
Cal Newport's 2016 book Deep Work describes demanding tasks done without distraction. Here is the core idea and practical ways for a solo operator to protect focused hours, including its limits.
Using E-E-A-T to Write Articles Readers Can Trust
E-E-A-T, from Google's published search quality rater guidelines, stands for experience, expertise, authoritativeness, and trust. This guide explains the idea without claiming how ranking works and turns it into writing habits.
Gmail and Yahoo Sender Requirements: A Checkup for Small Email Programs
Since February 2024, Google and Yahoo have required bulk senders to authenticate mail, offer one-click unsubscribe, and keep spam complaints low. Here is what that means and how a small business can audit its own sending.
GDPR Basics for Small Businesses With Customers Abroad
The EU's General Data Protection Regulation has applied since 2018 and can reach businesses outside Europe. This general overview covers the core ideas and what a small seller should check, with a note on when to ask a professional.
Why AI Sounds Right When It Is Wrong, and How to Check Its Output
Generative AI can state false things in fluent, confident prose. This article explains why those plausible errors, often called hallucinations, happen and gives a practical checking routine for small businesses.
Four Principles That Official AI Prompting Guides Share
Prompting guides published by AI companies agree on a few basics: be specific, show examples, set a role and format, and break work into steps. Here is how to apply them to routine tasks in a small business.
Letting AI Read Your Own Documents: How Retrieval-Augmented Generation Works
Retrieval-augmented generation (RAG) lets an AI search your documents before it answers. This guide explains the idea from the 2020 Lewis et al. paper and lists what to check before pointing it at internal company files.
Chain-of-Thought Prompting: What the Research Showed and How to Use It in Practical Instructions
Wei and colleagues reported in 2022 that showing intermediate reasoning steps improved accuracy on multi-step problems. This article explains the findings, their limits, and why today's tools may not need the same prompts.
Overtrusting Automation: Building a Way to Check AI Output
Research on human-automation interaction, including Parasuraman and Riley (1997), shows people tend to trust automated output too much. This article explains how to set up checks so AI output is verified instead of accepted on sight.
Seeing Work as Tasks, Not Jobs: How to Carve Out What You Hand to AI
Autor, Levy, and Murnane's 2003 paper treats a job as a bundle of tasks. This article uses that view to separate the tasks you can pass to an AI tool from those you should keep, and shows how to hand them over in clear pieces.
The Endowment Effect: Why People Overvalue What They Own, and What It Means for Free Trials and Refunds
The endowment effect is the tendency to value something more once it is yours. This article covers Richard Thaler's 1980 observation, the mug experiments, the debate around them, and how to treat free trials and money-back guarantees honestly.
The Peak-End Rule: Customers Remember the High Point and the Finish
Research by Daniel Kahneman and colleagues in the early 1990s suggests people judge an experience by its most intense moment and how it ends. Here is what the studies found, where the evidence is limited, and how to design a service around it.
Making Work Visible and Limiting What You Carry: The Kanban Idea
Kanban grew out of the Toyota Production System, shaped by Taiichi Ohno. Here is how a solo worker or small team can use a simple board and a cap on work in progress to finish more of what they start.
Using PDCA for Small Improvements: Short Loops and a Check Step You Don't Skip
PDCA cycles through plan, do, check, and act, an idea rooted in the work of Walter Shewhart and W. Edwards Deming. Here is how a solo operator or small team can run short loops, and the ways the method turns into empty ritual.
Fixing One Bottleneck at a Time: The Theory of Constraints Applied to Solo Work
Eliyahu Goldratt's Theory of Constraints says the slowest step sets the output of the whole workflow. This article walks through his five focusing steps and shows how a freelancer or small team can use them on everyday work.
OKRs for a One-Person Business: One Objective, Up to Three Measurable Results
OKRs pair a goal you want to reach with numbers that show whether you are getting there. This guide takes the method from Andy Grove's work at Intel and shrinks it into a quarterly routine that a solo business owner can keep up.
Product-Market Fit and the Signs to Look for Before You Reach It
Marc Andreessen's 2007 blog post defined product-market fit as being in a good market with a product that can satisfy it. This guide explains the idea and which early signs a small business can check before it gets there.
Drawing the Freemium Line: Where Free Ends and Paid Begins
Chris Anderson's 2009 book Free sorted free offers into several models, including freemium. This guide covers the model and how a small business can decide what to give away and what to charge for.
The Long Tail and Choosing a Niche: Where the Idea Helps and Where It Misleads
Chris Anderson described the long tail in a 2004 article and a 2006 book. This guide covers the idea, the later criticism, and how a small business can use it to judge a niche.
Checking Your Sales Page Order with the AIDA Model
AIDA describes buying as four steps: attention, interest, desire, action. It is generally credited to E. St. Elmo Lewis in the late 1890s. This guide shows how to use it to check the order of a sales page.
Net Promoter Score for Small Businesses: How to Measure It and Where It Falls Short
Fred Reichheld proposed the Net Promoter Score in 2003. This guide explains how it is calculated, how a business with few customers can use it, and what a single number cannot tell you.
Positioning and Choosing the One Line People Remember
Al Ries and Jack Trout's 1981 book Positioning argued that what matters is the place you hold in a prospect's mind, not just the product. This guide shows how a small business can choose a single line to be remembered by.
The 4Ps as a Checklist: Review Your Product, Price, Place, and Promotion
E. Jerome McCarthy's 1960 framework splits the marketing mix into four parts. This article turns it into a set of questions a solo operator or small company can use to find the weak spot in how they sell.
Too Many Options? The Jam Study and How to Trim Your Offer
Iyengar and Lepper's jam study suggested that more choices can reduce purchases, but later work found the effect inconsistent. This guide covers both sides and how a small business can decide how many products or plans to offer.
The Decoy Effect and Three-Tier Pricing: How a Third Option Changes Choices
The decoy effect is the finding that adding a rarely chosen option can shift how people pick among the others. This guide explains the research, how it applies to three pricing plans, and where it stops being reliable.
Gains and Losses Do Not Weigh the Same: What Prospect Theory Says About Showing Prices
Kahneman and Tversky's 1979 prospect theory describes reference points and loss aversion. This guide applies them to price display, discounts, and plan layout for small businesses, and notes that the size of the effects is debated.
Sorting Your Offers Into Four: The BCG Growth-Share Matrix and Its Limits for Small Businesses
The growth-share matrix, popularized around 1970 by Bruce Henderson's Boston Consulting Group, sorts offerings by market growth and relative share. Here is how a small business can use it to review its offers, and where it falls short.
Splitting Your Next Move Into Four: The Ansoff Matrix
Igor Ansoff's 1957 matrix sorts growth options by whether the market and the product are existing or new. This guide shows how a solo owner or small company can use it to compare ideas and pick a low-risk next step.
Pinning Down Whose Problem You Solve: The Value Proposition Canvas
Osterwalder and colleagues introduced the Value Proposition Canvas in 2014 to match a customer's jobs, pains, and gains against what you offer. This guide shows a solo owner how to fill it in and check the fit.
Growing Beyond Your First Customers: Moore's Chasm for Small Businesses
Geoffrey Moore's 1991 idea says early buyers and the cautious majority want different things. Here is how a small business can focus on one beachhead segment and expand from there, with the model's limits noted.
Who Buys First: Using Rogers' Diffusion of Innovations to Find Early Customers
Everett Rogers' 1962 theory splits adopters into five groups and names five traits that affect how fast something spreads. Here is how a small business can use it to find its first buyers, with the theory's limits noted.
Starting Where Big Players Won't Follow: Reading The Innovator's Dilemma as a Small Business
Clayton Christensen's 1997 theory of disruptive innovation is usually told as a story about large firms failing. This guide reads it from the other side: where a small business can find an opening, and where the theory is contested.
Finding Room Where You Don't Compete: Blue Ocean Strategy for Small Businesses
W. Chan Kim and Renée Mauborgne's 2005 idea is to stop fighting rivals on the same terms and create space where the contest does not apply. Here is how a small business can try it, and where the evidence is weaker.
Your Business on One Page: Using the Business Model Canvas When You Work Alone
The Business Model Canvas from Alexander Osterwalder and Yves Pigneur splits a business into nine blocks on a single page. This guide shows how a freelancer or solo owner can fill it in, test it, and keep it current.