https://shafaatalichoyon.com/essays.html Essays on AI, growth, health-tech and public health by Md Shafaat Ali Choyon. en-us Sat, 16 Jan 2027 09:00:00 +0000 https://shafaatalichoyon.com/bangladesh-ehealth-hackathon-rails.html https://shafaatalichoyon.com/bangladesh-ehealth-hackathon-rails.html Healthtech Sat, 16 Jan 2027 09:00:00 +0000 Bangladesh's health ministry has launched a national e-health hackathon aimed at diagnosis backlogs, unverifiable prescriptions and lost referrals, alongside a health database for nearly 200 million people. Those are rail problems, not app problems. Build the rails first. https://shafaatalichoyon.com/ai-scribes-16-minutes.html https://shafaatalichoyon.com/ai-scribes-16-minutes.html Healthtech Fri, 15 Jan 2027 09:00:00 +0000 The biggest study yet found AI scribes cut documentation by 16 minutes a day, and a 238-physician trial found one scribe worked and another did not move the needle. The gains sit with the minority who use them in most visits. Adoption is a change-management job. https://shafaatalichoyon.com/bangladesh-health-budget-below-hospital.html https://shafaatalichoyon.com/bangladesh-health-budget-below-hospital.html Public Health Thu, 14 Jan 2027 09:00:00 +0000 Bangladesh's FY2026-27 budget puts Tk 69,409 crore into health, 1.01% of GDP and the first time above 1%. Families still pay 79.3% of health costs themselves. The money will do the most good in community clinics, medicines and follow-up, not in new buildings. https://shafaatalichoyon.com/fda-ai-competency-test.html https://shafaatalichoyon.com/fda-ai-competency-test.html Artificial Intelligence Wed, 13 Jan 2027 09:00:00 +0000 The FDA wants generative and agentic AI devices tested the way we test doctors: benchmarked before launch, confirmed in the clinic, and monitored after. Bangladesh ran that kind of test on AI chest X-ray readers years ago. https://shafaatalichoyon.com/tariffs-reach-the-shelf.html https://shafaatalichoyon.com/tariffs-reach-the-shelf.html Growth Tue, 12 Jan 2027 09:00:00 +0000 New York Fed research finds about 90% of tariffs land on import prices almost at once, but a 10% tariff lifts consumer goods prices only 2.6% after a year. That lag is a pricing window. Bangladesh's brands show how to use it. https://shafaatalichoyon.com/medicare-pays-for-outcomes.html https://shafaatalichoyon.com/medicare-pays-for-outcomes.html Healthtech Mon, 11 Jan 2027 09:00:00 +0000 Since 5 July 2026, Medicare's ACCESS model has paid tech-enabled care teams $360 a year for an early cardio-kidney-metabolic patient, in full only if at least half their patients hit clinical targets. The winners will be the teams that keep patients, and Bangladesh's blood pressure program shows why. https://shafaatalichoyon.com/chatgpt-health-300-million.html https://shafaatalichoyon.com/chatgpt-health-300-million.html Artificial Intelligence Sun, 10 Jan 2027 09:00:00 +0000 OpenAI says more than 300 million people a week ask ChatGPT health questions, and US users can now connect their medical records. Consent turned out to be a design problem. The next contest is over whose plain-language page the answer quotes. https://shafaatalichoyon.com/shoppers-let-ai-compare.html https://shafaatalichoyon.com/shoppers-let-ai-compare.html Growth Sat, 09 Jan 2027 09:00:00 +0000 AI traffic to US retail sites rose 693% last holiday season, but only 14% of Americans are comfortable letting AI place the order. Bangladesh, where 86.8% of online shoppers still pay cash on delivery, shows how to design for that gap. https://shafaatalichoyon.com/clinic-is-a-message-channel.html https://shafaatalichoyon.com/clinic-is-a-message-channel.html Public Health Fri, 08 Jan 2027 09:00:00 +0000 A 2026 Edelman and Yale analysis found that frequent users of the health system were over 1.5 times as likely to hold three or more divisive health beliefs. The doctor is still the most trusted voice. The clinic just is not built to be a messaging channel yet. https://shafaatalichoyon.com/epic-agent-factory.html https://shafaatalichoyon.com/epic-agent-factory.html Healthtech Thu, 07 Jan 2027 09:00:00 +0000 Epic's no-code Agent Factory lets health systems build their own AI agents on top of 120 ready-made AI features, with wide release in 2027. When the record becomes the factory, point solutions get squeezed, and integration becomes the strategy. https://shafaatalichoyon.com/bird-flu-warn-the-task.html https://shafaatalichoyon.com/bird-flu-warn-the-task.html Public Health Wed, 06 Jan 2027 09:00:00 +0000 H5N1 was confirmed on two Yakima County dairies on 8 October and in an exposed dairy worker a week later. The public risk is low and the worker risk is real, so one loud message fails both audiences. https://shafaatalichoyon.com/ai-answer-comes-first.html https://shafaatalichoyon.com/ai-answer-comes-first.html Growth Tue, 05 Jan 2027 09:00:00 +0000 Google now shows an AI Overview on 83% of branded US desktop searches, and most searches end without a click. The first sales conversation now happens in an answer you did not write. Here is how to earn your place in it. https://shafaatalichoyon.com/pre-eclampsia-the-handoff.html https://shafaatalichoyon.com/pre-eclampsia-the-handoff.html Public Health Mon, 04 Jan 2027 09:00:00 +0000 WHO's new roadmap says high blood pressure in pregnancy causes about 16% of maternal deaths. The tools are cheap and proven. Mothers die in the gaps between visits, wards and hospitals, so the handoff is the intervention. https://shafaatalichoyon.com/ai-agent-accountability.html https://shafaatalichoyon.com/ai-agent-accountability.html Artificial Intelligence Sun, 03 Jan 2027 09:00:00 +0000 In three months, two vendors in Medicare's AI prior authorization pilot denied 5,944 requests. The same government is spending $62.7 million on heart failure agents with accountability built in. The difference is an owner and an audit trail. https://shafaatalichoyon.com/glp1-pill-subscription.html https://shafaatalichoyon.com/glp1-pill-subscription.html Healthtech Sat, 02 Jan 2027 09:00:00 +0000 Weight-loss pills now start at $149 a month cash, and the price climbs as the dose does. That makes GLP-1s a subscription, and most subscribers cancel. Bangladesh, where the drug got cheap years ago, shows that price was never the whole problem. https://shafaatalichoyon.com/ai-took-the-first-rung.html https://shafaatalichoyon.com/ai-took-the-first-rung.html Artificial Intelligence Fri, 01 Jan 2027 09:00:00 +0000 New Census research finds graduates of the most AI-exposed majors are 5 points less likely to have a job soon after graduating, and earn 13% less when they do. Cutting the junior hire looks like a saving. It is a loan against your future leadership bench. https://shafaatalichoyon.com/digital-health-execution-business.html https://shafaatalichoyon.com/digital-health-execution-business.html Healthtech Thu, 31 Dec 2026 09:00:00 +0000 US digital health startups raised $11.1B in the first nine months of 2026, in fewer and bigger deals, and nobody has listed on a stock market since August 2025. Bangladesh's health operators never had an exit to count on. Their playbook is now everyone's. https://shafaatalichoyon.com/cmo-ai-line-flat-budget.html https://shafaatalichoyon.com/cmo-ai-line-flat-budget.html Growth Wed, 30 Dec 2026 09:00:00 +0000 Marketing budgets sit at 7.8% of revenue, and CMOs now put 15.3% of that into AI. Only 30% say they are ready to scale it. The AI line is not new money, so the question is which old line pays for it. https://shafaatalichoyon.com/half-a-coo-fractional.html https://shafaatalichoyon.com/half-a-coo-fractional.html Growth Tue, 29 Dec 2026 09:00:00 +0000 One major search firm reports client demand for interim leaders up 310% since 2020, and most clients of independent executives are companies under $1 billion in revenue. Only 22% of engagements are about cutting cost. Companies buy part-time leaders for speed and skill, which makes fractional a growth model, not a budget trick. https://shafaatalichoyon.com/overdose-drop-safety-net.html https://shafaatalichoyon.com/overdose-drop-safety-net.html Public Health Mon, 28 Dec 2026 09:00:00 +0000 US overdose deaths are down to about 67,800 a year, the third straight year of decline. The drop rests on Medicaid-funded treatment and harm reduction, and both are shrinking just as the drug supply shifts toward stimulants. Bangladesh shows what that next wave looks like. https://shafaatalichoyon.com/linkedin-reach-what-travels.html https://shafaatalichoyon.com/linkedin-reach-what-travels.html Growth Sun, 27 Dec 2026 09:00:00 +0000 Third-party analyses say LinkedIn posts reach about half as many people as they did. LinkedIn's own numbers say time on content is up 10%. Both are true, and the gap between them is the new playbook. https://shafaatalichoyon.com/the-insular-buyer.html https://shafaatalichoyon.com/the-insular-buyer.html Growth Fri, 25 Dec 2026 09:00:00 +0000 In Edelman's 2026 brand study, 88% of consumers call trust an important or critical reason to buy, level with quality and value, and more than two-thirds want a brand headquartered in their own country. Bangladesh shows that "local" is earned, not registered. https://shafaatalichoyon.com/vaccine-schedule-split.html https://shafaatalichoyon.com/vaccine-schedule-split.html Public Health Wed, 23 Dec 2026 09:00:00 +0000 Ten months after CDC advisers ended the universal hepatitis B birth dose, parents get one answer from Washington and another from their pediatrician. The bill for a split schedule arrives as confusion first and infections later, and the clinic is now the message. https://shafaatalichoyon.com/contact-center-ai-pnl.html https://shafaatalichoyon.com/contact-center-ai-pnl.html Artificial Intelligence Tue, 22 Dec 2026 09:00:00 +0000 Gartner puts a self-service contact at $1.84 and an assisted one at $13.50, and AI agents now sell from $0.99 an outcome. The contact center is where AI first shows up as a line on the books, and in health the bigger line is revenue. https://shafaatalichoyon.com/dhaka-air-heart-disease-bill.html https://shafaatalichoyon.com/dhaka-air-heart-disease-bill.html Public Health Mon, 21 Dec 2026 09:00:00 +0000 On 6 October, Dhaka's air was the worst of any major city in the world, before the winter smog season. A new study puts the toll at 242 deaths a day across six cities and about $23 billion a year. The biggest single cause is heart disease, which tells us who should own the problem. https://shafaatalichoyon.com/aca-cliff-cash-buyers.html https://shafaatalichoyon.com/aca-cliff-cash-buyers.html Healthtech Sun, 20 Dec 2026 09:00:00 +0000 Marketplace deductibles jumped 37% to $3,786 and 2027 premiums are set to rise again. Millions of insured Americans now pay cash for most of their care, and Bangladesh shows what that market rewards. https://shafaatalichoyon.com/colorado-ai-law-four-duties.html https://shafaatalichoyon.com/colorado-ai-law-four-duties.html Artificial Intelligence Sat, 19 Dec 2026 09:00:00 +0000 From 1 January 2027, Colorado will require four things of any AI that shapes a decision about your job, loan, insurance or care. They are narrower than the old law, and they are what a good product does anyway. Build them once, for the strictest market. https://shafaatalichoyon.com/medicaid-work-rules-paperwork-test.html https://shafaatalichoyon.com/medicaid-work-rules-paperwork-test.html Public Health Fri, 18 Dec 2026 09:00:00 +0000 From 1 January 2027, adults on Medicaid expansion in 43 states must prove 80 hours a month of work or study. Most already qualify. The ones who lose coverage will mostly lose it to paperwork, and outreach is the intervention. https://shafaatalichoyon.com/ai-builds-the-origin-file.html https://shafaatalichoyon.com/ai-builds-the-origin-file.html Artificial Intelligence Tue, 01 Dec 2026 09:00:00 +0000 When Bangladesh leaves the least developed country group, keeping preferential access means proving where a product's materials and processing came from, under different rules for each market. That proof is a data problem. AI can assemble the evidence file; a person still signs it. https://shafaatalichoyon.com/drug-regulator-goes-digital.html https://shafaatalichoyon.com/drug-regulator-goes-digital.html Healthtech Tue, 24 Nov 2026 09:00:00 +0000 Today was supposed to be Bangladesh's LDC graduation day. The three extra years are a registration window: generics approved before graduation are the ones the industry expects to keep cheap. The bottleneck is not the factories. It is a regulator still working largely on paper. https://shafaatalichoyon.com/ldc-growth-operations-job.html https://shafaatalichoyon.com/ldc-growth-operations-job.html Growth Tue, 17 Nov 2026 09:00:00 +0000 Bangladesh has three more years before it leaves the UN's least developed country group. The preferences and cash incentives that let firms win on price are the part that ends. What replaces them is capability, and the leader who builds it has to understand operations, not just demand. https://shafaatalichoyon.com/dengue-plan-the-peak.html https://shafaatalichoyon.com/dengue-plan-the-peak.html Public Health Sat, 31 Oct 2026 09:00:00 +0000 Bangladesh has admitted 114,251 dengue patients and lost 352 lives this year, most of them since August. The surge is seasonal and predictable. Florida, with its biggest outbreak in a decade, is learning the same lesson. https://shafaatalichoyon.com/ldc-graduation-extra-time.html https://shafaatalichoyon.com/ldc-graduation-extra-time.html Public Health Fri, 30 Oct 2026 09:00:00 +0000 On 29 October the UN General Assembly gave Bangladesh three more years before it leaves the least developed country group, to 24 November 2029. That keeps its trade benefits and cheaper medicines until then. The condition is reform, not rest, and the medicine clock is the one that matters most for health. https://shafaatalichoyon.com/measles-elimination-trust-bill.html https://shafaatalichoyon.com/measles-elimination-trust-bill.html Public Health Wed, 28 Oct 2026 09:00:00 +0000 The US could lose its measles-free status in November, and Bangladesh just fought a far deadlier outbreak. One ran out of trust, the other ran out of vaccine. Only one is fast to fix. https://shafaatalichoyon.com/eu-ai-act-delay-design-window.html https://shafaatalichoyon.com/eu-ai-act-delay-design-window.html Artificial Intelligence Tue, 27 Oct 2026 09:00:00 +0000 The Digital Omnibus pushed the EU AI Act's high-risk rules to December 2027. The bans, the transparency rules and the fines did not move. Here is what changed, what did not, and what to build in the gap. https://shafaatalichoyon.com/the-verification-gap-in-ai-code.html https://shafaatalichoyon.com/the-verification-gap-in-ai-code.html Artificial Intelligence Wed, 07 Oct 2026 09:00:00 +0000 96% of developers don't fully trust AI-generated code, only 48% verify it every time. The risk was never bad code, it's shipping with no verification layer. https://shafaatalichoyon.com/the-shrinking-cmo.html https://shafaatalichoyon.com/the-shrinking-cmo.html Growth Tue, 06 Oct 2026 09:00:00 +0000 Marketing budgets are flat at 7.7% of revenue, 95% of CMOs feel ROI pressure, and tenure hit a 10-year low of 4.1 years. What keeps a growth leader standing. https://shafaatalichoyon.com/the-peptide-economy.html https://shafaatalichoyon.com/the-peptide-economy.html Healthtech Mon, 05 Oct 2026 09:00:00 +0000 Three $100M+ raises hit GLP-1 services in H1 2026. The opportunity isn't the drug, it's the economy forming around it, from the US to Bangladesh. https://shafaatalichoyon.com/medical-debt-racial-gap.html https://shafaatalichoyon.com/medical-debt-racial-gap.html Public Health Sun, 04 Oct 2026 09:00:00 +0000 56% of Black adults carry medical debt versus 37% of White adults. Bangladesh's out-of-pocket burden resolves the same question differently, who absorbs the cost. https://shafaatalichoyon.com/rural-maternity-deserts.html https://shafaatalichoyon.com/rural-maternity-deserts.html Healthtech Sat, 03 Oct 2026 09:00:00 +0000 139 rural US hospitals have cut labor and delivery since 2020, a 13% drop in rural birth capacity. Here's the distribution fix hospitals aren't trying yet. https://shafaatalichoyon.com/retail-media-in-store-still-wins.html https://shafaatalichoyon.com/retail-media-in-store-still-wins.html Growth Fri, 02 Oct 2026 09:00:00 +0000 Retail media is projected to hit $203.9B in 2026, up 14%, yet 76% of purchases still happen in stores. Digital-first hype meets where buying happens. https://shafaatalichoyon.com/loneliness-is-worse-in-poor-countries.html https://shafaatalichoyon.com/loneliness-is-worse-in-poor-countries.html Public Health Thu, 01 Oct 2026 09:00:00 +0000 WHO's Commission on Social Connection found loneliness hits low-income countries hardest, 24% versus 11%. The fix isn't a clinic. It's an accessible channel. https://shafaatalichoyon.com/building-in-public-with-ai.html https://shafaatalichoyon.com/building-in-public-with-ai.html Artificial Intelligence Wed, 30 Sep 2026 09:00:00 +0000 I didn't just write about AI this quarter: I ran it. A system built for my own work: 155 sessions, zero fabricated facts, verification built in from the start. https://shafaatalichoyon.com/aging-happens-fast.html https://shafaatalichoyon.com/aging-happens-fast.html Healthtech Tue, 29 Sep 2026 09:00:00 +0000 Bangladesh's over-60s nearly double by 2050 with no home-care model; the US market tops $250B. Elder care is the next market almost nobody's building yet. https://shafaatalichoyon.com/ai-vets-your-employer-brand.html https://shafaatalichoyon.com/ai-vets-your-employer-brand.html Artificial Intelligence Mon, 28 Sep 2026 09:00:00 +0000 AI traffic to careers pages surged 1,300% in six months, and 38% of jobseekers under 30 ask AI directly which employers fit them. Employer brand needs GEO now. https://shafaatalichoyon.com/physician-shortage-2036.html https://shafaatalichoyon.com/physician-shortage-2036.html Healthtech Sun, 27 Sep 2026 09:00:00 +0000 AAMC projects the US could be 86,000 physicians short by 2036, but the real gap, at full care parity, is 202,800. Here's what that means. https://shafaatalichoyon.com/linkedin-metrics-mythbusting.html https://shafaatalichoyon.com/linkedin-metrics-mythbusting.html Growth Sat, 26 Sep 2026 09:00:00 +0000 LinkedIn's 2026 analysis of 300,000 posts: saves beat likes as the top ranking signal, polls are bad for growth, and hashtags haven't worked in years. https://shafaatalichoyon.com/voice-first-ai.html https://shafaatalichoyon.com/voice-first-ai.html Artificial Intelligence Fri, 25 Sep 2026 09:00:00 +0000 The last billion online won't type: they'll talk. Voice skips the two barriers keeping AI from those who need it most: literacy and the keyboard. https://shafaatalichoyon.com/amr-slow-pandemic.html https://shafaatalichoyon.com/amr-slow-pandemic.html Public Health Thu, 24 Sep 2026 09:00:00 +0000 Antimicrobial resistance may kill 39 million by 2050: three a minute, South Asia hardest hit. A behavior and communication problem, and so it's neglected. https://shafaatalichoyon.com/ai-cant-localize-culture.html https://shafaatalichoyon.com/ai-cant-localize-culture.html Artificial Intelligence Wed, 23 Sep 2026 09:00:00 +0000 AI dubbing cuts localization cost 70-90%; translation is nearly free. But translating words isn't localizing culture: and that gap is where judgment wins. https://shafaatalichoyon.com/pharmacy-front-door.html https://shafaatalichoyon.com/pharmacy-front-door.html Healthtech Tue, 22 Sep 2026 09:00:00 +0000 In Bangladesh care begins at the pharmacist; in the US ~50M live in a pharmacy desert. Same underused node: the pharmacy as health's real front door. https://shafaatalichoyon.com/social-commerce-growth.html https://shafaatalichoyon.com/social-commerce-growth.html Growth Mon, 21 Sep 2026 09:00:00 +0000 Bangladesh runs one of the world's largest F-commerce ecosystems: 300,000+ sellers working from a chat thread. People buy from a person, not a store. https://shafaatalichoyon.com/heat-kills-on-moderate-days.html https://shafaatalichoyon.com/heat-kills-on-moderate-days.html Public Health Sun, 20 Sep 2026 09:00:00 +0000 NYC data: 80% of heat deaths happen on moderately hot days, not extreme ones. The highest-impact public health message is rarely the dramatic headline. https://shafaatalichoyon.com/ai-power-is-the-bottleneck.html https://shafaatalichoyon.com/ai-power-is-the-bottleneck.html Artificial Intelligence Sat, 19 Sep 2026 09:00:00 +0000 Data center electricity demand grows 26% in 2026 to 565 TWh, with AI servers drawing 31% of it. Power, not model quality, is now deciding who wins the AI race. https://shafaatalichoyon.com/dual-market-operator.html https://shafaatalichoyon.com/dual-market-operator.html Growth Fri, 18 Sep 2026 09:00:00 +0000 Most operators compete in one market. I read two: the US and Bangladesh: daily. Seventeen years taught me that bridge is a position no one else can occupy. https://shafaatalichoyon.com/nutrition-transition.html https://shafaatalichoyon.com/nutrition-transition.html Public Health Thu, 17 Sep 2026 09:00:00 +0000 Bangladesh now carries undernutrition and diabetes at once; the US drowns in the same processed calories. The food environment, not willpower, is the disease. https://shafaatalichoyon.com/the-models-blind-spot.html https://shafaatalichoyon.com/the-models-blind-spot.html Artificial Intelligence Wed, 16 Sep 2026 09:00:00 +0000 AI models learn from a lopsided web. Every language and market it underrepresents is where models are weak: and where you can win. The gap is the opening. https://shafaatalichoyon.com/femtech-open-market.html https://shafaatalichoyon.com/femtech-open-market.html Healthtech Tue, 15 Sep 2026 09:00:00 +0000 Women's health is worth tens of billions, yet barely 4% of biopharma R&D addressed it. The under-served half of the population is health's clearest open market. https://shafaatalichoyon.com/create-the-category.html https://shafaatalichoyon.com/create-the-category.html Growth Mon, 14 Sep 2026 09:00:00 +0000 Positioning wins a slot someone else defined. The stronger move: design the category itself: name the problem, set the terms, become the default answer. https://shafaatalichoyon.com/linkedin-algorithm-reads-your-bio.html https://shafaatalichoyon.com/linkedin-algorithm-reads-your-bio.html Growth Sun, 13 Sep 2026 09:00:00 +0000 LinkedIn's 2026 algorithm reads your headline and About for topical authority before deciding a post's reach. Credibility is set before you hit publish. https://shafaatalichoyon.com/femtech-gets-a-government-check.html https://shafaatalichoyon.com/femtech-gets-a-government-check.html Healthtech Sat, 12 Sep 2026 09:00:00 +0000 The UK launched a £1.5M FemTech fund under its Women's Health Strategy, public money now formally backing a category private demand alone couldn't scale. https://shafaatalichoyon.com/remittance-health-pipeline.html https://shafaatalichoyon.com/remittance-health-pipeline.html Healthtech Fri, 11 Sep 2026 09:00:00 +0000 Bangladesh took in a record $35.56B in remittances while ~70M face health hardship. Connect them: the country's biggest untapped health-financing rail. https://shafaatalichoyon.com/dengue-climate-health.html https://shafaatalichoyon.com/dengue-climate-health.html Public Health Thu, 10 Sep 2026 09:00:00 +0000 Bangladesh logged 102,000+ dengue cases last year; 2026 is climbing. It's no longer only ours: local dengue is turning up in the US. Climate rewrote the map. https://shafaatalichoyon.com/the-call-center-cliff.html https://shafaatalichoyon.com/the-call-center-cliff.html Artificial Intelligence Wed, 09 Sep 2026 09:00:00 +0000 AI voice agents are coming for the call-center economy: Bangladesh built ~$850M and 85,000 jobs on it. Can we move people up the value chain fast enough? https://shafaatalichoyon.com/trust-in-the-pill.html https://shafaatalichoyon.com/trust-in-the-pill.html Healthtech Tue, 08 Sep 2026 09:00:00 +0000 One in ten medicines in poorer countries is substandard or fake: a trust collapse you engineer out of the supply. Rich-world shortages open the same door. https://shafaatalichoyon.com/measure-what-you-avoid.html https://shafaatalichoyon.com/measure-what-you-avoid.html Growth Mon, 07 Sep 2026 09:00:00 +0000 Every team measures something. The winning ones measure the number they'd rather not look at: and decide what to count before they start, not after. https://shafaatalichoyon.com/grad-jobs-disappearing.html https://shafaatalichoyon.com/grad-jobs-disappearing.html Growth Sun, 06 Sep 2026 09:00:00 +0000 Entry-level graduate roles fell 33% year-on-year, 17,000 openings for 1.2M applicants. What the collapse means for employer brand, from the UK to Bangladesh. https://shafaatalichoyon.com/childhood-obesity-2040.html https://shafaatalichoyon.com/childhood-obesity-2040.html Public Health Sat, 05 Sep 2026 09:00:00 +0000 World Obesity Atlas 2026: 507 million children overweight or obese by 2040. China, India, and South Asia lead the scale. Health systems need a 15-year plan now. https://shafaatalichoyon.com/the-quiet-epidemic.html https://shafaatalichoyon.com/the-quiet-epidemic.html Public Health Fri, 04 Sep 2026 09:00:00 +0000 Tobacco kills ~158,000 a year in Bangladesh: one in five deaths; the US fight moved to youth vaping. Same economy, opposite framing: shaming never wins it. https://shafaatalichoyon.com/roads-are-a-health-crisis.html https://shafaatalichoyon.com/roads-are-a-health-crisis.html Public Health Thu, 03 Sep 2026 09:00:00 +0000 Bangladesh had its deadliest road year in 2025: 9,000+ lives: while the US cut its toll. Same machine, opposite paths: one treats road death as designable. https://shafaatalichoyon.com/when-the-buyer-is-an-ai.html https://shafaatalichoyon.com/when-the-buyer-is-an-ai.html Artificial Intelligence Wed, 02 Sep 2026 09:00:00 +0000 Google's "Buy for me" and ChatGPT Shopping mean the next shopper is an agent, not a person. Agentic commerce may hit $3-5T: few brands are built for it. https://shafaatalichoyon.com/cold-chain-is-the-product.html https://shafaatalichoyon.com/cold-chain-is-the-product.html Healthtech Tue, 01 Sep 2026 09:00:00 +0000 US drug shortages hit 223 in early 2026, lasting five-plus years. For medicines, logistics is the health outcome: and whoever owns the last cold inch wins. https://shafaatalichoyon.com/pricing-is-positioning.html https://shafaatalichoyon.com/pricing-is-positioning.html Growth Mon, 31 Aug 2026 09:00:00 +0000 Your price is the loudest thing your brand says. In cash markets where every taka is felt, pricing is your sharpest positioning decision: not a spreadsheet. https://shafaatalichoyon.com/gen-z-pay-cut-for-ethics.html https://shafaatalichoyon.com/gen-z-pay-cut-for-ethics.html Growth Sun, 30 Aug 2026 09:00:00 +0000 86% of Gen Z say workplace purpose shapes their happiness, and roughly two-thirds would take a lower salary for an ethical employer. Why employer brand is now a P&L lever. https://shafaatalichoyon.com/ai-earns-its-keep-in-production.html https://shafaatalichoyon.com/ai-earns-its-keep-in-production.html Artificial Intelligence Sat, 29 Aug 2026 09:00:00 +0000 The gap between an AI demo and a production system is verification architecture. Inside the source-checking and refusal design that keeps 155 sessions fact-clean. https://shafaatalichoyon.com/two-hundred-million-question.html https://shafaatalichoyon.com/two-hundred-million-question.html Public Health Fri, 28 Aug 2026 09:00:00 +0000 The World Bank put $200M into Bangladesh's primary care. Given real money, where does a health dollar actually change an outcome? My answer isn't a shiny app. https://shafaatalichoyon.com/clean-hands-still.html https://shafaatalichoyon.com/clean-hands-still.html Public Health Thu, 27 Aug 2026 09:00:00 +0000 Bangladesh hit 98% water access, yet arsenic poisons ~50M; the US is still pulling 9M lead pipes. Water and hygiene: the highest-return health tech, underused. https://shafaatalichoyon.com/csat-over-revenue.html https://shafaatalichoyon.com/csat-over-revenue.html Growth Wed, 26 Aug 2026 09:00:00 +0000 55% of CMOs now name customer satisfaction, not revenue growth, as their primary success metric, up from 42% in 2023. What that quiet shift actually means. https://shafaatalichoyon.com/diagnostics-led-care.html https://shafaatalichoyon.com/diagnostics-led-care.html Healthtech Tue, 25 Aug 2026 09:00:00 +0000 In cash-pay markets the cheapest way into care isn't a doctor: it's a test. I built care that led with the lab, the model richer markets rediscover at home. https://shafaatalichoyon.com/cost-of-losing-a-nurse.html https://shafaatalichoyon.com/cost-of-losing-a-nurse.html Healthtech Mon, 24 Aug 2026 09:00:00 +0000 US hospitals lose $60,090 every time an RN leaves, $5.19M a year on average. Why retention is a P&L problem, not an HR one. https://shafaatalichoyon.com/creator-economy-math.html https://shafaatalichoyon.com/creator-economy-math.html Growth Sun, 23 Aug 2026 09:00:00 +0000 207 million people call themselves creators in a $248.95B market, but only 4% earn over $100K a year. The gap between reach and revenue, and why it matters. https://shafaatalichoyon.com/ai-beats-human-drug-discovery.html https://shafaatalichoyon.com/ai-beats-human-drug-discovery.html Artificial Intelligence Sat, 22 Aug 2026 09:00:00 +0000 200+ AI-designed drugs are in clinical development with 80-90% Phase I success versus 40-65% traditionally. AI isn't just faster at discovery, it's more accurate. https://shafaatalichoyon.com/ai-closes-the-diagnosis-gap.html https://shafaatalichoyon.com/ai-closes-the-diagnosis-gap.html Growth Fri, 21 Aug 2026 09:00:00 +0000 Bangladesh has 170M people and a specialist shortage no pipeline closes fast enough. AI triage isn't a supplement there, it's the first clinician many meet. https://shafaatalichoyon.com/air-quality-health-emergency.html https://shafaatalichoyon.com/air-quality-health-emergency.html Public Health Thu, 20 Aug 2026 09:00:00 +0000 Dhaka's air ranks among the world's worst: PM2.5 ~13x the WHO limit: and US wildfire smoke made the threat American. High-leverage, and no one owns it. https://shafaatalichoyon.com/zero-digital-health-ipos.html https://shafaatalichoyon.com/zero-digital-health-ipos.html Healthtech Wed, 19 Aug 2026 09:00:00 +0000 Zero digital health IPOs landed in H1 2026. Hinge Health's stock doubled anyway, because it cleared the Rule of 40. Here's what changed. https://shafaatalichoyon.com/financing-the-uninsured.html https://shafaatalichoyon.com/financing-the-uninsured.html Healthtech Tue, 18 Aug 2026 09:00:00 +0000 In Bangladesh, out-of-pocket costs are ~68.5% of health spending; ~70M face hardship. The fix isn't a clinic: it's a payment rail I built at national scale. https://shafaatalichoyon.com/authenticity-dividend.html https://shafaatalichoyon.com/authenticity-dividend.html Growth Mon, 17 Aug 2026 09:00:00 +0000 In a feed drowning in AI sameness, the scarce thing is proof a person made it. Notes on trust: from Dhaka's markets to the backlash against AI slop. https://shafaatalichoyon.com/first-ai-designed-drug.html https://shafaatalichoyon.com/first-ai-designed-drug.html Growth Sun, 16 Aug 2026 09:00:00 +0000 Insilico's rentosertib is the first fully AI-designed drug in Phase IIb, with a 60% shot at approval by 2027. Why verification, not design, is the real bottleneck. https://shafaatalichoyon.com/companion-bots-get-regulated.html https://shafaatalichoyon.com/companion-bots-get-regulated.html Artificial Intelligence Sat, 15 Aug 2026 09:00:00 +0000 California's SB 243 and a parallel New York law now require AI companion apps to disclose, detect self-harm risk, and protect minors, after 72% of teens used one. https://shafaatalichoyon.com/ai-devices-go-mainstream.html https://shafaatalichoyon.com/ai-devices-go-mainstream.html Growth Fri, 14 Aug 2026 09:00:00 +0000 Q2 2026: 86 new FDA-cleared AI/ML medical devices, spreading beyond radiology into cardiology, dental, and pathology. This is regulatory maturity, not hype. https://shafaatalichoyon.com/the-first-1000-days.html https://shafaatalichoyon.com/the-first-1000-days.html Public Health Thu, 13 Aug 2026 09:00:00 +0000 Bangladesh cut maternal deaths 79%; the US is the only developed country where they rise. Conception to age two is where a health dollar does the most work. https://shafaatalichoyon.com/frugal-innovation-philosophy.html https://shafaatalichoyon.com/frugal-innovation-philosophy.html Growth Wed, 12 Aug 2026 09:00:00 +0000 The West calls it "frugal innovation." In Bangladesh we called it getting it done. The design principles of 2026 are what scarcity taught us years ago. https://shafaatalichoyon.com/the-last-mile.html https://shafaatalichoyon.com/the-last-mile.html Healthtech Tue, 11 Aug 2026 09:00:00 +0000 Most health tech serves the first mile: the hospital. The untapped value is the last mile: the person far from care, reached where they are. https://shafaatalichoyon.com/clarity-is-an-intervention.html https://shafaatalichoyon.com/clarity-is-an-intervention.html Public Health Mon, 10 Aug 2026 09:00:00 +0000 We treat clarity as polish. It isn't. Confusing health guidance has a body count and a price tag: clarity is itself a health intervention. https://shafaatalichoyon.com/personal-brand-playbook.html https://shafaatalichoyon.com/personal-brand-playbook.html Growth Sun, 09 Aug 2026 09:00:00 +0000 The most underrated growth asset in 2026 isn't a company brand: it's a person's. And the biggest opening to build one is where Western creators aren't looking. https://shafaatalichoyon.com/the-trust-cold-start.html https://shafaatalichoyon.com/the-trust-cold-start.html Healthtech Sat, 08 Aug 2026 09:00:00 +0000 Every platform faces the same first problem: nobody comes because nobody's there. In health it's worse: the currency isn't supply and demand, it's trust. https://shafaatalichoyon.com/ebola-drc-trust-not-virology.html https://shafaatalichoyon.com/ebola-drc-trust-not-virology.html Public Health Fri, 07 Aug 2026 09:00:00 +0000 1,406 Ebola cases in the DRC, and WHO cites community mistrust and violence as the active blocker, not the virus. Outbreak response is a trust problem first. https://shafaatalichoyon.com/workforce-crisis-chw-answer.html https://shafaatalichoyon.com/workforce-crisis-chw-answer.html Public Health Fri, 07 Aug 2026 09:00:00 +0000 America's health system is short of people, not technology. The answer is a model Bangladesh has run for decades: move tasks to those closest to the community. https://shafaatalichoyon.com/the-consent-problem.html https://shafaatalichoyon.com/the-consent-problem.html Artificial Intelligence Thu, 06 Aug 2026 09:00:00 +0000 Every debate about health AI fixates on accuracy. What actually stalls it is trust by design: consent, privacy, and provenance: the layer nobody demos. https://shafaatalichoyon.com/everyone-says-ai-powered.html https://shafaatalichoyon.com/everyone-says-ai-powered.html Growth Wed, 05 Aug 2026 09:00:00 +0000 When every booth claims the same edge, the phrase means nothing. Positioning must move where copycats can't follow: the job the customer is hiring you to do. https://shafaatalichoyon.com/dea-telehealth-cliffhanger.html https://shafaatalichoyon.com/dea-telehealth-cliffhanger.html Healthtech Tue, 04 Aug 2026 09:00:00 +0000 DEA and HHS extended telemedicine prescribing through 2026, a fourth temporary fix, still no permanent rule. Uncertainty is itself a distribution problem. https://shafaatalichoyon.com/prevention-first-window.html https://shafaatalichoyon.com/prevention-first-window.html Healthtech Tue, 04 Aug 2026 09:00:00 +0000 The US didn't choose sick-care: it backed into what the money rewarded. A market still building its system has an option the US lost: put prevention first. https://shafaatalichoyon.com/category-nobody-would-fund.html https://shafaatalichoyon.com/category-nobody-would-fund.html Public Health Mon, 03 Aug 2026 09:00:00 +0000 Investors once treated mental health as charity. In 2026 a mental-health app sold for $835M. The demand was always there: someone designed around the barrier. https://shafaatalichoyon.com/after-the-scribe.html https://shafaatalichoyon.com/after-the-scribe.html Artificial Intelligence Sun, 02 Aug 2026 09:00:00 +0000 The AI scribe was the easy win. The real 2026 question is what AI does after the note: in the back office where the money and the misery live. https://shafaatalichoyon.com/eu-ai-act-enforcement.html https://shafaatalichoyon.com/eu-ai-act-enforcement.html Artificial Intelligence Sat, 01 Aug 2026 09:00:00 +0000 Full enforcement of the EU AI Act begins August 2, 2026, with fines up to €35M or 7% of global turnover. Compliance is a redesign problem, not a legal one. https://shafaatalichoyon.com/stop-throwing-away-what-you-publish.html https://shafaatalichoyon.com/stop-throwing-away-what-you-publish.html Growth Sat, 01 Aug 2026 09:00:00 +0000 The most wasteful thing in content isn't a bad idea: it's a good one you published once and dropped. Atomize a few durable assets instead of churning posts. https://shafaatalichoyon.com/telehealth-second-act.html https://shafaatalichoyon.com/telehealth-second-act.html Healthtech Fri, 31 Jul 2026 09:00:00 +0000 Telehealth's first act was pandemic video for the waiting room. The second act is less a video call and more care delivered to your home, on your schedule. https://shafaatalichoyon.com/shame-is-a-design-flaw.html https://shafaatalichoyon.com/shame-is-a-design-flaw.html Public Health Thu, 30 Jul 2026 09:00:00 +0000 Shame feels like clarity but works like a wall. In health comms, stigma is a barrier you design around: channel, framing, segmentation: not lecture away. https://shafaatalichoyon.com/provenance-over-volume.html https://shafaatalichoyon.com/provenance-over-volume.html Artificial Intelligence Wed, 29 Jul 2026 09:00:00 +0000 The AI health rush chases the wrong verb. Everyone races to generate more; the scarce thing was never volume: it's proving what's true and where it came from. https://shafaatalichoyon.com/retention-is-the-real-growth.html https://shafaatalichoyon.com/retention-is-the-real-growth.html Growth Tue, 28 Jul 2026 09:00:00 +0000 Acquisition costs rose ~60% in five years. Winners obsess over the leaky bucket: cash markets taught me retention, not reach, is the growth engine. https://shafaatalichoyon.com/when-patients-pay-cash.html https://shafaatalichoyon.com/when-patients-pay-cash.html Healthtech Mon, 27 Jul 2026 09:00:00 +0000 In the US, health products are built for a payer. In most of the world the patient pays: and that fact is a design discipline the US is drifting toward. https://shafaatalichoyon.com/hotline-on-a-bar-of-soap.html https://shafaatalichoyon.com/hotline-on-a-bar-of-soap.html Public Health Sun, 26 Jul 2026 09:00:00 +0000 The best health channel I ever used wasn't an app or an ad: it was a bar of soap. Putting a clinic inside a product people owned took ~3,000 calls a day. https://shafaatalichoyon.com/ai-for-dhaka-sme.html https://shafaatalichoyon.com/ai-for-dhaka-sme.html Artificial Intelligence Sat, 25 Jul 2026 09:00:00 +0000 Everyone tells the enterprise AI story. The one that matters: a two-person Dhaka shop running like a twenty-person one: an SME's first affordable team. https://shafaatalichoyon.com/trust-is-the-growth-strategy.html https://shafaatalichoyon.com/trust-is-the-growth-strategy.html Growth Fri, 24 Jul 2026 09:00:00 +0000 In low-trust categories, trust isn't a brand value: it's the growth engine. From moving 10 million onto digital payments where trust was the entire barrier. https://shafaatalichoyon.com/digital-health-middle-disappearing.html https://shafaatalichoyon.com/digital-health-middle-disappearing.html Healthtech Thu, 23 Jul 2026 09:00:00 +0000 Digital health raised $4B last quarter and 12 companies took 59%. What that concentration and "AI as table stakes" mean for everyone who isn't a megadeal. https://shafaatalichoyon.com/glp1-behavior-not-biology.html https://shafaatalichoyon.com/glp1-behavior-not-biology.html Public Health Wed, 22 Jul 2026 09:00:00 +0000 Only ~12% of Americans take a GLP-1, and most who start quit. Pharma solved the biology; behavior and adherence decide the outcome: the layer I've built on. https://shafaatalichoyon.com/agentic-solo-operator.html https://shafaatalichoyon.com/agentic-solo-operator.html Artificial Intelligence Tue, 21 Jul 2026 09:00:00 +0000 Agentic AI removed the ceiling on what one operator can ship. Field notes from running a full growth engine solo: where judgment, not labor, is the limit. https://shafaatalichoyon.com/brand-vs-performance.html https://shafaatalichoyon.com/brand-vs-performance.html Growth Mon, 20 Jul 2026 09:00:00 +0000 Performance marketers report diminishing returns, ad spend passed $1T, and AI floods every channel with sameness. The scarce asset: a brand people trust. https://shafaatalichoyon.com/health-ai-2027-bet.html https://shafaatalichoyon.com/health-ai-2027-bet.html Artificial Intelligence Sun, 19 Jul 2026 09:00:00 +0000 Adoption is done. Three bets on where health AI actually lands by 2027: people over models, judgment, and plumbing: each grounded in work I've shipped. https://shafaatalichoyon.com/built-for-ai-not-google.html https://shafaatalichoyon.com/built-for-ai-not-google.html Growth Sat, 18 Jul 2026 09:00:00 +0000 80% of searches now end without a click. Field notes on optimizing for answer engines: structured data, llms.txt, and becoming the source AI actually cites. https://shafaatalichoyon.com/healthtech-leapfrog.html https://shafaatalichoyon.com/healthtech-leapfrog.html Healthtech Fri, 17 Jul 2026 09:00:00 +0000 Bangladesh jumped from cash straight to mobile money. In health tech the same leapfrog is the opening: build access-first, not a copy of the US. I've run it. https://shafaatalichoyon.com/measles-trust-not-supply.html https://shafaatalichoyon.com/measles-trust-not-supply.html Public Health Thu, 16 Jul 2026 09:00:00 +0000 The US passed 2,200 measles cases in 2026: a trust problem, not supply. Why messengers beat facts, from a soap-packet hotline in Dhaka to a US campus campaign. https://shafaatalichoyon.com/bangla-first-ai.html https://shafaatalichoyon.com/bangla-first-ai.html Artificial Intelligence Wed, 15 Jul 2026 09:00:00 +0000 Bengali is a top-seven world language yet barely a fraction of the web. A builder's dual-market case for the Bangla-first AI opportunity the giants overlook. https://shafaatalichoyon.com/health-communication-behavior-change.html https://shafaatalichoyon.com/health-communication-behavior-change.html Public Health Mon, 13 Jul 2026 09:00:00 +0000 Information isn't the same as behavior. Field lessons on segmentation, friction, framing, and measurement, from population-scale and campus health campaigns.