How WIZICO AI Saved Us 100+ Hours on Presale and Taught Clients to Love Specs
Published on 1/12/2026
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Engineering
The "I Want Everything for Nothing" Problem
Every outsourcing company knows this pain. A client arrives:
— I want a marketplace like Amazon, but for construction materials. Budget is $5,000, timeline — one month.
We used to spend hours on calls explaining that Amazon is built over years by hundreds of engineers. We wrote manual preliminary estimates that often went nowhere. It was a long, expensive, and often ungrateful Discovery process.
The Solution: Automate What You Can't Eliminate
We decided to build WIZICO AI Brief Generator — a tool that takes a raw client idea and turns it into a professional technical specification in 2 minutes.
We leveraged OpenAI GPT-4o, prompting it to act as a System Architect with 15+ years of experience.
Under the Hood
Role-Based Model: The AI doesn't just "generate text"; it acts as a strict analyst. We explicitly forbade it from agreeing with unrealistic budgets.
Local Economics: We taught the AI about the Kazakhstan market realities. It uses current market rates for specialists in our region. Budget estimates are based on real data, not abstract numbers.
Auto-Structuring: Ideas are transformed into module lists, text-based ER diagrams, API endpoints, and User Stories.
How It Changed Client Relations
1. Instant Qualification
The client sees a budget range immediately. If they expected $5k but the AI calculated $45k for an MVP with a team of 3 over 3 months — it brings them back to reality. We get a lead who understands the scale of investment.
2. Value "To Go"
We aren't greedy. Users can generate a spec, download the PDF, and go to competitors. But the paradox is that transparency sells. Receiving a high-quality document for free builds trust in our expertise.
3. Presale Speed increased by 10x
Instead of a week of emails — one run through the generator and a one-hour call to discuss details.
Results
In the first month of WIZICO AI:
Call conversion increased by 40%.
Time for initial estimation dropped from 4 hours to 15 minutes.
Clients come to meetings with the printed PDF from our own bot.
Conclusion
AI won't replace developers. But it perfectly replaces the chaos of initial planning. If you want to order development but fear buying a "pig in a poke" — try our generator and get an honest assessment of your idea.