The eyes of the field, turning every store visit into a data-rich reconnaissance mission.
A computer vision-enabled field sales agent that analyzes shelf reality, planogram compliance, and shopper behavior to optimize retail execution.

Vanguard Vision
By Nagent
Trusted by teams at
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Who uses this agent
Job roles it augments
VP Sales
Pipeline intelligence and forecast accuracy
Account Executive
Personalised outreach and proposal generation
SDR / BDR
Prospect research and outreach automation
Revenue Operations
CRM hygiene and pipeline reporting
Sales Manager
Team performance and activity tracking
Industry fit
Relevant industries
Primary
Also used in
What Vanguard Vision does
Key capabilities included with every deployment.
Instant Planogram Audit: Overlays the "Perfect Store" planogram onto the real-time camera feed to instantly highlight misplaced items or compliance gaps.
Competitor Share-of-Shelf: Calculates the exact percentage of shelf space owned by the brand vs. competitors, tracking market share battles at the store level.
Shopper Inclination Heatmaps: Uses vision analytics to determine which shelf sections attract the most eye traffic and physical interaction, guiding product placement.
Out-of-Stock Prediction: Analyzes shelf depletion rates to predict stock-outs before they happen, prompting the rep to place a replenishment order immediately.
Automated Visit Reporting: Generates a complete visit report (with photos, stats, and orders) automatically, saving the rep hours of evening admin work.
Guidebook
Sales Agent Best Practices
Follow these practices to get the best results from Vanguard Vision from day one.
Sync your CRM before deployment to give the agent current pipeline context
Define a clear "qualified lead" rubric the agent can evaluate against
Start with one ICP segment to tune personalisation before scaling to all
Set a daily run limit initially — review outputs before increasing volume
Use the Before/After workflow view to confirm the agent meets your qualification criteria
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Enhance or extend Vanguard Vision
Already using Vanguard Vision but need more? Our Agentic AI Lab can extend it — add custom integrations, connect your proprietary data, build multi-agent workflows around it, or deploy it inside your own infrastructure.
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