Healthcare IT thinking from practitioners, not pundits.
Frameworks, clinical IT analysis, and hard-won lessons from 20+ healthcare implementations. No sponsored content. No product announcements. Just the work.
Why 45% of EHR integrations fail — and what the 55% do differently
After 20+ healthcare IT implementations, we have a clear picture of why integrations fail. It comes down to three root causes — none of which are technical.
Clinician-in-the-loop: the only safe model for AI in clinical decision support
AI diagnostics tools are proliferating. Most bypass the fundamental requirement for any clinical system: the clinician must remain in control. Here's why that matters architecturally.
HIPAA, DPDP, and ABDM: building one architecture that satisfies all three
Multi-jurisdiction healthcare IT is complex by default. Build for FHIR R4 from the ground up and you can satisfy all three without separate compliance workstreams.
The billing leak you can't see: how most hospitals lose 10–20% of reimbursable revenue
Revenue leakage in healthcare billing is systematic. It's not fraud — it's uncoded procedures, missed modifiers, and claim submission timing.
Scaling to 150 daily video consults: the infrastructure decisions that determine success
Most telehealth platforms are built for demos, not load. Scaling video consultation infrastructure requires specific decisions at the transport, queue, and scheduling layers.
Why clinical adoption is a design problem, not a training problem
Software that clinicians resist using is software that failed at design — not at training. The distinction changes when you need to intervene: before go-live, not after.
Practical guides for ABDM, FHIR and hospital integration
Step-by-step explainers for hospital IT teams: ABHA, HIP and HIU roles, HL7 v2 and FHIR, DPDP compliance and clinician adoption.
How to Drive Clinician Adoption of a New Hospital System
A practical playbook for rolling out hospital software so nurses and doctors actually use it: pilots, training, floor support and measurement.
Audit Trails in Healthcare Software: What to Log and Why
A practical guide to designing audit logs for hospital software: what events to record, how to keep logs trustworthy and how to use them.
HIPAA vs DPDP vs GDPR: The Differences That Affect Healthcare Software Architecture
A side-by-side look at HIPAA, India's DPDP Act and the EU GDPR from an engineering point of view: consent, scope, breach notification and data residency.
DPDP Act for Hospitals and Clinics: A Practical Compliance Checklist
What India's Digital Personal Data Protection Act means for hospitals and clinics, with a checklist of consent, notice, security and breach-handling tasks.
HL7 v2 to FHIR: A Step-by-Step Migration Approach Without Downtime
How to introduce FHIR alongside existing HL7 v2 interfaces using an integration layer, with validation, monitoring and a safe cut-over.
Why EHR and HIS Integration Projects Fail — and How to Scope Them Properly
The recurring reasons hospital integration projects slip or stall, and a scoping approach that avoids them.
FHIR R4 Resources Every Hospital Integration Uses
A working list of the FHIR R4 resources most hospital and ABDM integrations rely on, and how they relate to each other.
FHIR vs HL7 v2: What Indian Hospitals Should Use for Integration
HL7 v2 and FHIR are not rivals. Learn what each is good at, where each fits in a hospital stack and how ABDM changes the picture.
ABDM Milestones M1, M2 and M3: A Preparation Checklist
What to prepare for each ABDM integration milestone — ABHA creation, HIP and HIU — from sandbox testing to production readiness.
HIP vs HIU in ABDM: Which Does Your Hospital Need to Be?
Health Information Provider or Health Information User? Understand the two ABDM roles, what each requires and how to decide which to build first.
ABHA Number Creation and Linking in Your HIS: A Practical Workflow
How to design ABHA creation, verification and care-context linking inside a hospital information system without slowing down the front desk.
ABDM Integration Guide for Hospitals: ABHA, HIP, HIU and Consent Explained
A plain-language guide to integrating a hospital or clinic with ABDM: the building blocks, the patient journey, the milestones and how long the work usually takes to plan.
No sponsored content. No vendor opinions.
Every insight here comes from a live healthcare IT engagement — something we actually built, fixed, or observed in a clinical setting. We do not publish vendor briefings, press releases, or conference summaries.