Insights
Plain-language notes on AI product engineering, VMS, procurement, and shipping AI in real products, not marketing slides.
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Build vs buy AI
When to open Pixellpeep, Captverse, or Auvora, and when a custom build is the actual job.
Buying guide, 4 min read -
How to choose an AI development company
Ten questions before you buy a deck: evaluation, support, data rights, and proof you can open.
Buying guide, 5 min read -
AI agent vs chatbot
When text is enough, and when a tool-calling agent is the actual job.
Comparison, 4 min read -
What is a VMS (vendor management system)?
The source-to-settle cycle, what a VMS is not, and Aarohii's product: Auvora.
Guide, 5 min read -
VMS vs CRM: which do you need?
Vendors and contingent work vs customers and sales. Auvora vs Captverse.
Guide, 4 min read -
RAG vs fine-tuning for SaaS
When retrieval beats training, and how to decide before you commit budget.
Guide, 8 min read -
Evaluating LLM vendors before production
Latency, cost, failover, and data handling, not just benchmark scores.
Guide, 7 min read -
When not to add AI to your product
Honest criteria for saying no and protecting engineering focus.
Guide, 6 min read -
Checklist before you scale AI features
What to measure, who reviews outputs, and how to roll back if something goes wrong.
Checklist, 5 min read
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