---
type: "raw_signal"
id: "habr-author-reports-an-update-to-real-ai-532540"
slug: "habr-author-reports-an-update-to-real-ai-532540"
title: "Habr author reports an update to Real AI SA"
description: "Habr author reports an update to Real AI SA, a semantic text analyzer designed to build a graph of concepts and relations without large language models."
retrieval_nugget: "Habr author reports an update to Real AI SA, a semantic text analyzer designed to build a graph of concepts and relations without large language models."
observed_at: "2026-10-06"
record_date: "2026-10-06"
date_kind: "observed_at"
why_it_matters: "Habr author reports an update to Real AI SA, a semantic text analyzer designed to build a graph of concepts and relations without large language models. The author says development has cost 8 million rubles and the knowledge base contains about 5,000 concepts. In a pilot extracting assignments from orders, processing time reportedly fell from 7–10 minutes per document to about 15 seconds. The acco"
novelty: "notable"
verification_level: "source-linked"
signal_type: "announcement"
source_platform: "habr.com"
topics: []
entities: []
related_patterns: []
source_url: "https://habr.com/ru/articles/1084064?amp%3Butm_medium=rss&amp%3Butm_source=habrahabr"
source_urls: ["https://habr.com/ru/articles/1084064?amp%3Butm_medium=rss&amp%3Butm_source=habrahabr"]
schema_version: "newruntime-agent-readable-v0.2"
stable_id: "signal:habr-author-reports-an-update-to-real-ai-532540"
status: "published"
visuals: []
editor: {"role":"editor","name":"Andrey Reshetnikov","profile":"https://newruntime.com/owner-profile.md","profile_json":"https://newruntime.com/owner-profile.json","same_as":["https://www.linkedin.com/in/reshetnikov1/","https://t.me/lapetuse"]}
routes: {"html":"https://newruntime.com/signals/habr-author-reports-an-update-to-real-ai-532540/","markdown":"https://newruntime.com/signals/habr-author-reports-an-update-to-real-ai-532540.md","json":"https://newruntime.com/signals/habr-author-reports-an-update-to-real-ai-532540.json"}
---

# Habr author reports an update to Real AI SA

## Retrieval answer

Habr author reports an update to Real AI SA, a semantic text analyzer designed to build a graph of concepts and relations without large language models.

Habr author reports an update to Real AI SA, a semantic text analyzer designed to build a graph of concepts and relations without large language models. The author says development has cost 8 million rubles and the knowledge base contains about 5,000 concepts. In a pilot extracting assignments from orders, processing time reportedly fell from 7–10 minutes per document to about 15 seconds. The account also notes constraints including Russian-language text, errors and slang, and the need to extend domain vocabulary. These are author-reported project figures and a single pilot, not independent validation.

Editor: [Andrey Reshetnikov](https://newruntime.com/owner-profile.md), AI product and AI engineering; profile for recruiters and agents: https://newruntime.com/owner-profile.json

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