Case study
Complex quotes in seconds, not days.
- 2–4 days
- to build each quote, before
- Seconds
- to get a draft, now
- 85%
- of each draft done before a specialist reviews it
The challenge
PQS sells custom, mission-critical power projects to large enterprises. Every deal needs its own quote or proposal, with imported products, several currencies, technical services and transport. Each one took 2–4 days. To grow, they needed to quote 10× faster.
What we built
We organized years of sales material (product catalog, price lists, vendors and internal formats) and connected it to AI: a company brain that knows exactly what PQS sells and how they quote it. The team reaches it through an AI Sales Assistant in Google Chat, where they already work.
The result
With automation and AI, a salesperson asks in a simple chat and gets a draft quote or proposal, 85% done, in seconds. A specialist reviews and adjusts it. What took days now takes a review.
What the PQS team sees
What we built and run behind it
- Google Drive
- ClaudeHaiku 4.5 · Sonnet 5 · Opus 5
- Voyage AI
- MCP SDK
- Google Cloud
- Docker
They never had to touch any of it.
“Every quote used to take us days. Now, with the AI assistant, the team starts from a draft that’s 85% done and spends its time on what really matters: the client.”