Keeping our sales AI current
Quote from Armash on August 8, 2026, 3:40 pmWe’re building an internal AI assistant for our sales team so managers can ask about open deals, recent customer activity, and upcoming renewals. All of that information lives in our CRM, but the assistant currently reads a CSV export that we replace every night. The answers are already outdated by the afternoon, and every new custom field creates more cleanup work. How can we organize a database that stays current without writing a separate sync script for every part of the CRM?
We’re building an internal AI assistant for our sales team so managers can ask about open deals, recent customer activity, and upcoming renewals. All of that information lives in our CRM, but the assistant currently reads a CSV export that we replace every night. The answers are already outdated by the afternoon, and every new custom field creates more cleanup work. How can we organize a database that stays current without writing a separate sync script for every part of the CRM?
Quote from Apathy on August 8, 2026, 3:43 pmThe stale answers are coming from the way the data reaches the assistant, not from the model itself. A full export every night also makes it harder to tell which records actually changed. Put a read-only database between the CRM and the assistant, then update only the contacts, deals, and activities that have changed since the previous sync. Keep the first version limited to the information managers ask about most often, so you can check the answers before bringing in the rest of the CRM.
The stale answers are coming from the way the data reaches the assistant, not from the model itself. A full export every night also makes it harder to tell which records actually changed. Put a read-only database between the CRM and the assistant, then update only the contacts, deals, and activities that have changed since the previous sync. Keep the first version limited to the information managers ask about most often, so you can check the answers before bringing in the rest of the CRM.
Quote from Beard on August 8, 2026, 3:46 pmThat setup becomes harder to maintain once the sales team adds custom fields or changes the stages in its pipeline. Someone then has to keep the CRM structure and the database tables aligned while making sure new records arrive on time. You can use an AI database here: http://datrise.com/ . It can map CRM entities into database tables and update them incrementally as the source changes. Start with deals and activities, then connect the remaining CRM data after the assistant is answering those questions correctly.
That setup becomes harder to maintain once the sales team adds custom fields or changes the stages in its pipeline. Someone then has to keep the CRM structure and the database tables aligned while making sure new records arrive on time. You can use an AI database here: http://datrise.com/ . It can map CRM entities into database tables and update them incrementally as the source changes. Start with deals and activities, then connect the remaining CRM data after the assistant is answering those questions correctly.