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What we learn designing and building software, automation and digital products, written plainly and shared openly.

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CampusPrep case study: RGPV papers for 67,000 a month

How CampusPrep serves over 220,000 page views a month to RGPV B.Tech students: free to read without an account, 570 subjects, fast pages on cheap phones and patchy networks, and an SEO structure built around how students search.

  • case study
  • web performance
  • seo

7 min read

  • 7 min read

    AI automation for Indian businesses: where it pays off

    A practical guide for Indian founders and operations leads: which processes are worth automating with AI, which are not, how to scope a first project, keep data safe and keep a person in the loop.

    • ai automation
    • small business
    • india
  • 7 min read

    Custom website or no-code? A guide for clinics

    An honest decision guide for clinic and academy owners choosing between a template, a no-code builder and a custom website with bookings, an admin CMS and a member area, with real examples from Indore and Bhopal.

    • web development
    • clinics
    • academies
  • 7 min read

    How Saakshya verifies a marksheet in ten seconds

    A look inside Saakshya, a document verification system built at the SISTec Innovation Hackathon 2026: OCR and tamper audit, issuer register checks, a Merkle-batched ledger, Ed25519-signed credentials and a QR code that verifies offline.

    • case study
    • document verification
    • ai
  • 6 min read

    Plan once, ground locally: 83.6% fewer agent tokens

    A plain-English explainer of our research preprint: web agents that write the whole plan in one LLM call and ground each step with a small on-device model match a budget-matched ReAct baseline on success with 83.6% fewer input tokens.

    • ai agents
    • research
    • llm costs