AiRedHQ Notes
Practical guides shaped by the products we build: transparent hiring, local discovery, financial planning and immersive learning.
Careers & Hiring
Clear guidance for candidates, recruiters and teams building more transparent hiring systems.
View this collectionUse current Indian hiring data to understand AI role demand, experience patterns, locations and the evidence employers expect from candidates.
Create a resume that parses cleanly, matches relevant job language and gives recruiters useful evidence—without chasing a mythical ATS score.
Build a focused job-search pipeline around target roles, evidence, applications, networking, interviews and feedback instead of applying everywhere.
See where AI can support recruitment, what should remain under meaningful human review, and how to evaluate fairness, transparency and candidate recourse.
Local Discovery
Research and practical guidance for finding trustworthy businesses, markets and local experiences.
View this collectionCompare a local market by speciality, trading hours, seller type, travel effort and buying conditions before deciding whether the trip is worthwhile.
Check a local business through identity, current reviews, written terms, relevant registrations and safe payment steps matched to the risk of the purchase.
Turn a markets-near-me search into a useful shortlist by checking speciality, real travel time, current opening status and the purpose of your visit.
Understand how a useful local-discovery system should interpret intent, use location and travel time, verify freshness, explain ranking and correct bad data.
Financial Planning
Educational planning frameworks for budgets, resilience, long-term goals and informed decisions.
View this collectionBuild a personal financial plan from your goals, cash flow, emergency reserve, debt, insurance and investments—then turn it into a monthly action list.
Use a SIP calculator to work backwards from a financial goal, test return assumptions and choose a monthly contribution you can review over time.
Estimate a retirement corpus from future spending, reliable income and planning scenarios, then work out the monthly investment and risks to review.
Calculate an emergency fund from essential expenses, income risk and one-time gaps, then choose a realistic monthly amount and a safe place to keep it.
Immersive Learning
Evidence-led guidance for designing, operating and evaluating purposeful AR and VR learning.
View this collectionPlan a school AR/VR lab around lessons, teacher capacity and a controlled pilot. Compare VR, AR and simpler alternatives before buying devices.
See dated school AR/VR lab budget scenarios for India, calculate five-year cost and compare hardware, content, training, support and vendor quotes.
Review what current evidence says about VR and AR learning outcomes, where immersion can fail, and how schools can measure transfer, retention and workload.
