FAVORIT
SaaS cost estimation from drawings
Costbl (costbl.ru) is a manufacturing SaaS: upload a drawing → get metal-part cost of goods. Project ran 5+ months across two stages: first a chat with PDF parsing, then a full workflow with a calculation graph. The video shows a real drawing and cost calculation.
5+ месяцев
Срок проекта
2 (чат → граф)
Этапы
мультиагентный ИИ
Архитектура
costbl.ru
Продукт
Client — Costbl is a FAVORIT-line product for metalworking and manufacturing.
Challenge — Чертёж ≠ готовый расчёт: нужно вытащить детали, операции, размеры, материал.
Solution — More than 5 months, two stages.
Result — Launched Costbl (costbl.ru) - SaaS cost estimation for metal parts from drawings.
Costbl is a FAVORIT-line product for metalworking and manufacturing. Goal: replace manual Excel costing and turn a drawing into clear cost of goods plus a document pack (proposal, request, invoice).
The project ran for more than five months. This was not “ship a chat in one sprint”: we tried approaches and research tracks, brought in analysts and engineers, and worked by OKRs. In the end we locked a working approach and built a multi-agent system.
Не линейная «фича за фичей». Перебирали подходы и исследования, подключали аналитиков и инженеров, сверялись по OKR. В итоге зафиксировали архитектуру и собрали мультиагентную систему.
Первый рабочий контур: пользователь загружает PDF, пишет «сделай расчёт». Система разбирает файл, находит детали и операции, честно пишет, чего не хватает (материал, размеры, шероховатость). Скрины ниже - именно этап 1 / прототип, не финальный продукт.
Как сейчас в проде: мультиагентный workflow и живой просчёт себестоимости по чертежу. Видео ниже - конкретно этап 2: реальный расчёт чертежа и себестоимости, не прототип.
Итог исследований - мультиагентный контур: чтение чертежа, геометрия, расчёт, документы связаны в воспроизводимый workflow. Подход подобрали не с первой попытки - через итерации с инженерами и аналитиками.
Timeline: More than 5 months: stage 1 (chat) → stage 2 (graph + multi-agents)
Launched Costbl (costbl.ru) - SaaS cost estimation for metal parts from drawings. 5+ months, two stages: chat with PDF parsing → full multi-agent calculation graph. The page includes screenshots of both stages and a video of a real calculation.
Questions about this type of project — the same ones clients ask before a similar build.
One scenario on your data: for example, answers to the knowledge base or qualification of applications. At the end there are numbers: response time, share of closed calls without an operator, hours saved.
Before/after according to agreed metrics. If the pilot doesn’t hit the target, we honestly fix it and don’t scale it “for show.”
Along the contour: cloud or on-premise. Guardrails, handoff per person, access by role - in terms of reference before production.
Yes: bot on the website / in Telegram + lead record in CRM + goal in Metrica. A lead site and AI often go together.
We’ll discuss a contour like Costbl: drawing → multi-agent calculation → documents. No “two-week” promises when serious R&D is required.
Leave a request - we reply within 15 minutes and discuss the task.
On a consultation we will map where you lose leads and control, and what to automate first.
Thank you! We will get back to you shortly.
