
Sales Meeting Prep AI
Auto- generate tailored meeting briefs from web data and CRM, deliver to reps on WhatsApp for faster, higher-conversion sales calls.
Trusted by
Combines proven building blocks used in education: Apify web-scraping for prospect data, WhatsApp Business API for delivery, and LLM-driven summarization used in institutional pilots.
Success Story
Post University accelerated admissions operations — application processing 4× faster; weekly reporting cut from 2 hrs to <15 min.
Integrates with
Problem
Sales reps and partnership officers waste time assembling disparate signals (institution pages, social posts, news) before calls. Late or inconsistent prep lowers first-call conversion and causes missed opportunities.
Solution
This workflow automates prospect research and creates a concise, personalized pre-call pack: scraped context from Apify → LLM summarization → formatted agenda + value hooks → WhatsApp delivery to the rep before the meeting.
Result
Faster rep prep, higher first-call quality, fewer no-shows, and improved conversion from initial outreach to meetings. Education teams see faster response handling and more consistent outreach experiences.
Use Cases
Sales teams in EdTech, university partnerships offices, and institutional recruitment frequently run into low-conversion calls caused by poor prospect context and slow prep. This workflow automates meeting preparation: Apify scrapers fetch public web signals and prospect pages (institution pages, LinkedIn summaries, news), the AI layer (LLM) extracts and summarizes intent, recent signals, and tailored talking points, then formats a short, actionable pre-call brief (agenda, 3 tailored value hooks, 2 likely objections, suggested open questions). The final brief and a one-click calendar link are delivered via WhatsApp Business API to the assigned rep before the call. Benefits: reps arrive prepared, higher first-call conversion, fewer last-minute scrambles, and consistent pre-call prep across teams. This listing shows comparable education-sector implementations that used web scraping + WhatsApp automation or AI summarization in admissions and outreach workflows — these are examples of the same approaches, not claims that this agent achieved those exact results.
Integrations
Connect to your existing tools seamlessly
Technology Stack
Automation
Automation
Infrastructure
Implementation Timeline
Define output schema & templates
0.5 dayspecify brief fields (agenda, hooks, objections) and WhatsApp templates
Apify scraper setup
0.5-1 dayconfigure actors for target prospect sources and sample pages
LLM prompt design & testing
1 daycraft templates to extract concise talking points and agendas
Orchestration & delivery
0.5 daywire orchestration (n8n/Make/custom), WhatsApp template approval, CRM logging
Pilot & review
0.5 dayrun on 20–50 prospects, capture rep feedback, refine prompts & thresholds






