Controlled vehicle exchange search — without repeated or chaotic outreach.
A workspace that syncs owned listings, scores matching options and runs controlled campaigns.
Manual exchange sourcing does not scale well
Managers review large volumes of listings, remember previous decisions and monitor many conversations. Without rules, duplicates and irrelevant outreach are inevitable.
We built an assistant that prepares decisions without removing control
The system syncs owned vehicles through the official API, finds active options, scores fit, removes duplicates and provides a preview. A manager approves each action and controls campaign limits.
03 · What the system includes
We built an assistant that prepares decisions without removing control
- 01
Telegram Mini App access and encrypted API connection
- 02
Owned-listing synchronisation
- 03
Filtered search and 0–100 fit scoring
- 04
Deduplication, preview, approve and reject
- 05
Campaigns, daily limits, time windows and pause
- 06
Replies within existing official chats
Controlled workflow
Context moves forward without re-entry- 01Own vehicle→
- 02Search→
- 03Score→
- 04Decision→
- 05Campaign
04 · Business outcome
Managers spend attention on decisions, not repetitive browsing
Automation removes routine while people retain control over communication, limits and every external action.
Official path
Built on available APIs without scraping.
Human approval
The system recommends and prepares; the manager confirms.
No repetition
Decision history and deduplication persist across campaigns.
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