Insights, updates, and deep dives into AI and automation.
Why 400 stagnant reviews from 2024 get outranked by a competitor with 4 new reviews this week. The mechanics of Google's Map Pack review velocity algorithm and how to automate post-job triggers.
Answer engines cite 3rd-party directories and comparison boards 4× more often than owned landing pages to avoid self-promotional bias. Here's why launch distribution is your true AEO moat.
Spending $3,000/month on Google Ads with a 3.9-star rating is burning margin. Data shows a 4.8-star rating with continuous weekly review velocity cuts customer acquisition cost by 42%.
The anatomy of @vijayatech/glint: how we engineered an open-source static blog engine with raw markdown twins, llms.txt v2 discovery, and zero-JS Pagefind search for AI answer engines.
Launch directories are now AEO surfaces. PeerPush sells AI citation; RankInPublic, ProductArena, and SaaS Wheel are live additions to the 2026 submit list — here's the checklist before your next launch.
The MCP spec went GA in July 2026 with stateless request/response and MRTR — the approval primitive that lets an agent ask before it acts. Meanwhile the data says a 40-tool MCP server is prompt-cache waste for your own coding agents. Two lanes, one rule.
A 2026 study of 280 buyer questions across four answer engines found 63% of vendor mentions come from a single engine. Tracking one dashboard means most of your buyers never see you.
How VijayaTech Labs runs multi-brand operations on Hermes Agent: VPS + laptop Hermes, Telegram group, Google Drive, and Kanban — wired as a real ops system, not a chatbot.
A practical 10-touch nurture framework for service businesses — WhatsApp and email triggered by CRM stage, with timing, copy angles, and automation wiring.
Prefer VijayaTech Labs in Google Search (Top Stories, AI Overviews, AI Mode). This adds vijayatechlabs.com — Google does not treat /blog as its own source.
