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2026-09-01
Our project AI & Bots
An AI that knows our prices in three markets — and doesn't mix currencies
A catalogue of 218 services built from our 227 ads, prices given only for the client's own market, and the promotional rate always shown with the regular one.
- Client
- TanSecure · our own project
- Timeline
- 1 day
- Year
- 2026
drafts check
- $ test --markets pl,uk,de
- pl sklep internetowy ✗ 12 000 zł → ✓ 49 zł/h zamiast 70
- uk інтернет-магазин ✓ від 12 000 грн
- de online shop ✓ 11 €/h instead of 16 €
- model: gpt-4o-mini → gpt-4.1-mini
218
services in the catalogue
3
markets: zł, ₴, €
3
AI models compared
Before and after
BeforeAfter
“How much?”Before Only the hourly rateAfter Price “from” and timeline
CurrencyBefore Sometimes mixed upAfter Always of the client's market
PromotionBefore Shown as the normal rateAfter With regular price and deadline
The problem
The AI drafts answered “how much?” with only the hourly rate, called the promotional price “my rate”, and once offered a Polish client a price in hryvnias turned into złoty.
What we did
- 01Service, price and timeline extracted from 227 ads into one catalogue
- 02Each market gets only its own price list: no hryvnias for Poland
- 03Rule: the hourly rate is always a promotion, shown with the regular price
- 04Three AI models compared on the same questions, the most accurate chosen
How it works
In
227 adsWebsite pricesKnowledge base
Filtered by the client's market
Result
Accurate draftsAll channels of the botHow the work goes
- 12 hours
Catalogue
Titles, prices and timelines parsed from all ad files.
- 22 hours
Rules
Market filter, currency and promotion wording.
- 31 hour
Model choice
Same questions to three models; the one that followed all rules won.
Result
- “How much?” gets a concrete “from” price and timeline
- Currencies match the client's country
- Promotional prices always come with the regular price and deadline
Technologies
- Python
- Laravel
- gpt-4.1-mini
- Markdown knowledge base
Related services
What we need from you
Everything else is on us. You see progress after each stage and pay after accepting it.
- Your ads or price lists
- Which prices apply in which country
- A few real client questions for testing
Want the same for your business?
Describe the task in your own words. We'll reply with questions or a plan and name the price and deadline before we start.
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