Skip to main content
biznesam.ai
Weekly

Experience

Weekly recaps of building an AI ecosystem. Accomplishments, discoveries, mistakes, and lessons — unfiltered.

2026-W24

W24: AI-Native Business Models, Autonomous Systems, and Cost Discipline

A week about a rarely asked question — what profit models would a system see without the limits of human thinking. Alongside it, we built autonomous systems and sharpened cost discipline in language model use.

Start of the AI-native business model series — a hypothesis about profit without the limits of human thinkingBuilding autonomous systems where the human sets the standard, not executes every stepCost discipline in language model use — capacity to fit the task, not habit
2026-W23

W23: Autonomous News Engine, LV Quality System, and Model Cost Optimization

A week where three systems merged into one story about reliable automation — an autonomous daily news engine, a multi-layer Latvian quality system, and continuous model cost optimization.

Autonomous daily news engine — from source to publication with no human involvementMulti-layer Latvian quality system — a sieve bad text can't pass throughContinuous model cost optimization — measure, don't guess
2026-W17

W17: Sales AI v1, VT-CMO Agent, and Paid Control

One of the most active weeks of the year — 150+ commits across 9 projects. Sales AI evolved into a full conversation handler, we built a marketing orchestrator agent from scratch, and AI-driven campaign management replaced the ad agency.

Sales AI Smart-Response Framework v1.0 — full conversation with the client, not a single replyVT-CMO agent — marketing orchestrator with KPI plans, action queue and daily briefingsPaid Control — AI campaign management replacing the ad agencySEO Worker v5 — 141 redirects live, URL Watch monitoring daily automaticallyDATA-SOURCES-OF-TRUTH — data governance enforced at infrastructure levelLV content benchmarking — finding a cheaper alternative to Claude Opus
2026-W15

W15: Sales AI email engine, charter sync, and biznesam.ai identity

A week of ecosystem-wide progress — VT sales AI started generating personalized offers, charter price sync between CMS and Nerve Center, biznesam.ai shifted to a personal story, and the RAG wiki keeps growing.

Sales AI response engine — personalized client emailsCharter price sync CMS ↔ Nerve Centerbiznesam.ai identity: from 'we' to 'I'Weekly experience section (this one!)Ecosystem RAG wiki — continuous reindexing