Notes from the field.
Practical writing on running schools and SMEs better — AI grading, parent communication, NEP-aligned reports, payroll close, RAG over textbooks, and the messy reality of education tech.
Latest posts
The hidden cost of running a school on six systems
Fee portal here, attendance app there, marks in Excel, communication on WhatsApp. Each works fine alone — until term-end, when nothing reconciles.
Treat admissions like a funnel and conversion lifts itself
Most schools run admissions as a form and a counsellor at a desk. The funnel-shaped truth is in the data — here's what changes when it's made visible.
Why your payroll needs an audit trail (and what one actually looks like)
Most payroll questions arrive three months after the run. If you can't reproduce the answer from raw inputs, you don't have a payroll system — you have a payslip generator.
Statutory filings without the panic — PF, ESI, PT, TDS on autopilot
TDS by the 7th. PF ECR. Quarterly 24Q. State PT challans. None of this should live on someone's calendar — it should fall out of the payroll engine itself.
AI with Digiclove Education ERP — beyond chatbots and dashboards
An ERP that has been collecting your school's data for years is the most underrated AI substrate. Here's what AI on top of a complete operational record actually unlocks.
Give more power to teachers with AI
AI is leverage for the person already doing the work. A practical look at what that leverage looks like across a teacher's week — Monday morning to Sunday evening.
AI in education — grading and content, the two real use-cases
Two AI use-cases have actually earned a place in a school's daily workflow — grading and content generation. A frank look at why the rest haven't crossed the trust line.
Why we need Teach Smart AI — a co-teacher on your books
Most "AI for teachers" tools are generic chat boxes that ignore the curriculum. Teach Smart starts from your textbooks — and that single choice changes everything.
What analytics you actually get from Skora AI
Per-question audit trails turn every exam into a dataset. Heatmaps, weak-area drilldowns, teacher-vs-AI deltas — the analytics principals open first.
Why we need to bring AI to grading — the honest case
Term-end grading is the slowest, most expensive part of the school calendar. The case for AI isn't replacing teachers — it's giving them seven hours back.
How Skora AI helps students, teachers, and schools
Same product, three audiences, three different wins. What AI grading changes for students, teachers, and principals — and why it only works when all three benefit.
RAG over textbooks — why citations matter more than the answer
A fluent, confident, wrong answer is worse than none. The fix isn't a bigger model — it's making every answer trace back to a page a teacher can open.
NEP-aligned report cards: what schools are getting wrong
Holistic Areas, co-scholastic, behavioural rubrics — the new NEP framework changed report cards more than schools realise. The practical guide.
The 12-step payroll month-end checklist (that survives an audit)
Sync attendance, reconcile claims, lock structures, generate FVU — twelve steps to a clean payroll close, and how Digiclove cuts each one.
Field notes from running ERP & AI grading.
Post-mortems, frameworks, and the things that worked. No spam, no upsell — just the writing we wish we'd had when we started.