Kaufman Lab · AI architecture
Projects

Kaufman Lab projects

What was built and what it cost. Each project shows the volume of work, cost to the cent, the market price of the same work and a verdict.

The architecture as a flowchart, the decision points and run data are inside each article; the code is built for your own model. How cost is calculated →

Projects7 Cost$77 Market price$28,400 Working7 / 7
07Sep 29, 2026

Website indexing in Yandex, Google and Bing

A page drops out of search silently, and the owner learns about it a month later, when inquiries fall. Carelessness is not the cause: search consoles get opened after something breaks, and Google and Bing rarely at all.

websites · 18 pages × 3 engines · verdict: works

$3,800market priceSEO expert, Upwork$2,100developmentone-off: code, 65+ h$0costsearch engine APIs are free · no Claude/OpenAI costs and none of your time
06Aug 25, 2026

AI Competitor Analyst

A program crawls competitors' websites and collects their prices, timelines and promises into one table. In a run on 29 agency sites, monthly prices differed tenfold: 15,000 to 150,000 RUB (about $175–1,750).

analytics · 30 websites · verdict: works

$7,200market priceMarket research analyst, Upwork$0costFirecrawl free plan · no Claude/OpenAI costs and none of your time
05Aug 25, 2026

AI writes social media posts

Four AI roles take turns on every social media post: one gathers facts, one writes, one reviews, one makes the image. That gave 71 published posts in a month. A person still does the publishing.

content · 121 articles · verdict: works

$4,200market priceContent writer, Upwork$77costHiggsfield, $0.67 per article · no Claude/OpenAI costs and none of your time
04Aug 25, 2026

A website built with AI

How to build a website with AI: a person says what is needed and the model builds the pages. This site was made that way, and an edit takes minutes, not a day.

websites · 19 pages · verdict: works

$4,900market priceWeb developer, Upwork$0costown machine · no Claude/OpenAI costs and none of your time
03Aug 25, 2026

Topics without competitors

A free niche is a gap: people search for a topic, but little is written about it. The calculation compares query history with published content and flags such topics. We measured 82,560 phrases and counted demand for 3,011 niches.

analytics · 82,560 phrases · verdict: works

$3,800market priceSEO expert, Upwork$0costWordstat is free · no Claude/OpenAI costs and none of your time
02Aug 24, 2026

AI sales manager

An AI sales manager answers customers 24/7 using only facts from a prepared base, files leads itself and passes a person whatever the base does not cover. A human customer service rep costs about $2,200 a month.

agents · 47 messages · verdict: works

$2,200market priceCustomer service representative, Upwork$0costthe model is free · no Claude/OpenAI costs and none of your time
01Aug 24, 2026

Personal AI assistant

A personal AI assistant handles the routine: you dictate a task on the go, it adds it to a shared list, and twice a day it sends a digest telling you where to start in the morning and how the day went.

agents · 8,500 characters a day · verdict: works

$2,300market priceVirtual assistant, Upwork$0costthe model is free · no Claude/OpenAI costs and none of your time
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