Practice · Real cases

Real cases: twenty people, twenty situations, one framework

The book proves the framework on a fintech campaign, a software migration, a bank proposal and an art festival. These twenty cases take it everywhere else — a coaching class, a factory floor, a clinic, a construction site, a kitchen table — with the same eight steps and not one of them changed.

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In brief

Each case follows one person with a real problem through all eight steps: what they wrote as the end state, what their own flow missed and what AI review added, how the Decision Filter split the work, which tool categories they used, the criteria they wrote before seeing anything, what failed those criteria, and what integration caught — usually one small fix and one structural problem traced back to its step. Half the protagonists are women and half men; most are students or early in their careers, the book's audience, with people in their forties and fifties where the situation calls for them. The people are composites, not clients; the situations are the ones the author sees every week.

Riya, 17: behind in Physics, bored in MathsTwo subjects, two opposite problems, one coaching class that runs at a single speed.Student · Class 11 Aarav, 21: placement season, three weeks, no storyA decent CGPA, three projects he cannot fully explain, and a résumé a tool wrote that sounds like everyone else's.Student · Final year Nandini, 24: two years in, and every pull request comes back redA legacy codebase nobody documented, a reviewer who rejects everything, and a coding assistant that makes it faster to be wrong.IT · Junior developer Rohan, 27: the pitch that sounds like every competitor'sSix competitors, a deck nobody remembers, and a prospect who asked "why you?" and got a pause.Sales · SaaS Sunita, 38: production planner, twelve years in, drowning in ExcelThree shifts, forty SKUs, a daily report that takes four hours, and a plant head who wants "AI" and cannot say what for.Manufacturing · Mid-career Vikram, 45: twelve relatives, four generations, one week in RajasthanParents who want temples, teenagers who want nothing, a brother-in-law with a budget and a sister with opinions.Personal · Extended family Ananya, 22: forty posts a month and none of them sound like anyoneA content calendar that eats her week, a tool that fills it in an hour, and engagement that has quietly halved.Marketing · First job Dev, 29: a two-partner CA practice in GST seasonTwo hundred clients, the same forty questions, and a fear of being the accountant who trusted a chatbot with a filing.Professional services · Small practice Farah, 31: forty-five students, five levels, one lesson planA class where a third are lost, a third are bored, and the middle is the only group the textbook was written for.Education · Teacher Kabir, 26: a snack brand, three people, and every job at onceAds, listings, packaging, a co-packer who is late, and a founder who answers customer emails at midnight because nobody else can.Founder · D2C Dr Ismail, 41: a small-town clinic, guidelines that change monthly, and forty patients a dayA doctor who reads the journals at midnight, answers the same WhatsApp questions all day, and will not let a tool near a prescription.Healthcare · Physician Tanvi, 23: a case competition, four teammates, and a deck built by a tool at 2 a.m.Forty slides nobody can defend, a judge who asks one question, and a team that has never agreed what it is recommending.Student · MBA Suresh, 48: a bank branch, new digital targets, and a team that has stopped listeningTwenty-two years of knowing every customer by name, a dashboard he does not understand, and a young RM who moves faster than him.Banking · Branch manager Neha, 28: four hundred résumés, one role, and a screening tool she does not trustA hiring manager who wants "someone like Arun", a job description written by a template, and a pile she cannot read in the time she has.HR · Recruiter Harish, 34: a construction site, forty vendors, and a daily report written at 11 p.m.Twelve hours on site, then two hours turning WhatsApp photos and phone calls into a report the client reads at 8 a.m.Civil engineering · Site manager Zoya, 21: a design portfolio due in a month, and a professor who calls the tools theftInternship applications need a portfolio, the portfolio needs case studies, and every case study needs the thing she is worst at: writing about her own work.Student · Design Manoj, 36: a freelance journalist with three deadlines and a research tool that invents quotesLong-form pieces, thin fees, and a fear — justified — that a fabricated fact under his byline ends the career.Media · Freelance Pooja, 30: a grant proposal, a funder's forty-page template, and a programme she knows better than anyoneTwo weeks, a template in donor English, and field knowledge that has never survived translation into it.Non-profit · Programme coordinator Siddharth, 25: UPSC preparation, an ocean of current affairs, and a tool that makes him feel preparedSix newspapers a day summarised in six minutes, and an answer-writing habit that produces essays nobody would mark above average.Student · Competitive exam Kavita, 44: twelve years out of the workforce, and every job description is in a language she leftA commerce degree, eight years in accounts before the break, and an industry that renamed everything while she was raising two children.Career return · Mid-life

What the twenty have in common

Nobody in these cases became good at AI. Each of them wrote down what they wanted before touching a tool, found that their own list of tasks had gaps a tool could see and judgements a tool could not, and wrote criteria before they saw output. Almost every case has a structural problem at integration, and almost every structural problem traces to Step 1 — an audience named and then not served, a texture described and then not tested. That is not a flaw in the people. It is what the framework is for: making the right work easier to find.

Read one that resembles your situation, then open the workbench and run your own.

What the twenty have in common

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