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Bottom-Up vs Top-Down Forecasting: What AI Changes About the Debate
Top-down forecasting starts with a target and works backward. Bottom-up starts with deals and works forward. AI makes bottom-up practical at scale by automating evidence capture and continuous deal scoring.

Lolita Trachtengerts
Mar 43 min read


AI in Sales Automation
In 2025, sales automation is no longer about sequences and reminders — it’s about autonomous agents working directly inside your CRM. Spotlight.ai integrates natively with Salesforce, connects to HubSpot through its secure API layer, and even offers its own native environment for full-cycle execution. No more switching tabs or chasing data — just intelligent agents that qualify, inspect, and advance deals in real time.

Lolita Trachtengerts
Oct 15, 20257 min read
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