MichiNotes from the build, not the pitch deck.
Practical guides on AI agents, voice AI and WhatsApp automation, from a team that runs these systems in production.
WhatsApp automation for sales teams: how to automate messages without losing the human touch
How to automate WhatsApp messages the right way: the Business app vs the API, templates, CRM sync and follow-up timing, with numbers from a real estate team that cut follow-up time to five minutes.
Read the postAI calling agents for telecalling teams: what works, what doesn't, and how to start
A field guide to AI calling agents and voice AI for business in India: inbound vs outbound, Indian languages, dialer and CRM groundwork, compliance, and lessons from about 12,000 calls on Airix.
Read the postAI proof of concept: what it should prove before you fund the build
Most AI proofs of concept prove the wrong thing. What an AI PoC should test, an AI readiness checklist, a two-week plan on real data, and how to decide whether to build.
Read the postAI agent examples: 15 real workflows businesses run today
Fifteen concrete AI agent examples across sales, support, operations, finance and product: what each agent reads, what it does, and where a person stays in the loop.
Read the postAI chatbot development: what a production chatbot actually needs
A buyer's guide to AI chatbot development: how RAG chatbots answer from your own documents, what separates production from a demo, which channel to start on, and what to ask a development company.
Read the postAI app development cost in 2026: a real breakdown
What it really costs to build an AI app or MVP: the four things that drive the price, our fixed starting prices, the running costs nobody quotes, and how to keep both under control.
Read the postCustom AI development or off-the-shelf tools? How to decide
When an off-the-shelf AI tool is enough, when custom AI development pays back, why AI integration is often the best middle path, and what to demand from a development partner.
Read the postAI MVP development: how to launch a useful first version in weeks
How to scope and build an AI MVP that real users rely on: what to cut, what never to cut, a week-by-week plan, the stack that keeps you fast, and what to measure after launch.
Read the postAI automation: 12 business workflows worth automating first
Twelve business workflows where AI automation pays back quickly, from instant lead replies to invoice checks, how to choose your first, and what good AI automation services should include.
Read the postReal estate CRM software: what Indian sales teams actually need
The features a real estate CRM must have in India, from portal lead capture and WhatsApp follow-ups to telecalling and site-visit tracking, with lessons from MMS, the platform we built that manages 1.9M+ leads.
Read the postReal estate ERP: what we learned building one system from land to handover
What a real estate ERP needs to cover, from land procurement and marketing budgets to sales, construction, finance, HR and field teams, with lessons from MMS, the 30+ module platform we built for Manju Groups.
Read the postField staff tracking app: GPS that's accurate, fair and hard to fake
How a field staff GPS tracking app should work: background location that spares the battery, movement and stop detection, tamper alerts for mock GPS and airplane mode, and the rules that keep it fair. From GeoTrack, the system we built.
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