Use cases

Stop Black Friday Sale Automation with Prosopo

Stop hoarding bots, card-testing scripts and checkout automation during peak sales. Covers your cart and checkout API, on your forms, at the edge on Cloudflare Workers or AWS Lambda@Edge, or both, for low-latency protection at flash-sale traffic levels — without slowing legitimate shoppers.

What is Sale Automation?

Sale automation is a type of bot abuse in e-commerce where automated scripts or programs purchase limited-stock items faster than human shoppers can. These bots are commonly used during high-demand events like Black Friday, Cyber Monday, and flash sales to gain an unfair advantage.

The result is that genuine customers are often unable to purchase popular products, while bots or resellers hoard inventory to flip it at higher prices. This not only frustrates shoppers but also damages brand reputation and reduces overall customer trust.

Common Issues Caused by Sale Automation

Automated buying scripts can create several significant problems for retailers and consumers alike:

  • Stock Hoarding: Bots purchase large quantities of limited items in seconds, leaving little for real customers.
  • Reseller Exploitation: Bots enable resellers to acquire products for resale at inflated prices, undermining fair access.
  • Lost Sales Opportunities: Genuine customers miss out, which can hurt long-term loyalty and brand perception.
  • Website Performance Strain: High-frequency bot traffic can overload servers and cause site slowdowns or crashes.
  • Skewed Analytics: Automated purchasing inflates traffic and sales data, making it difficult to measure real consumer demand.

These issues are particularly severe during major sales events, where demand spikes and customer expectations are high.

How Prosopo Protects Your Sales Events

Prosopo sits in front of every product page, add-to-cart and checkout endpoint and scores every request in real time — even at peak Black Friday volumes:

  • How the visitor behaves. Mouse movement, scroll rhythm and typing cadence. Automation repeats itself in ways a person does not, and that holds even when every other detail about the session looks ordinary.
  • Where the traffic really comes from. Attackers route through home broadband connections and racks of real phones so each request looks like a separate ordinary visitor. Bot protection recognises those networks even when the individual address has no history.
  • Surge detection on high-demand drops. Sudden traffic spikes from hosting ASNs or out-of-country networks trigger automatic step-up verification on that traffic — without affecting real customers refreshing the page.
  • Detection that moves during the attack. When an operator changes tactics mid-attack, the platform adjusts while it is still happening rather than in a write-up afterwards.
  • Trusted shopping agents stay welcome. AI agents acting for real customers are recognised and let through; unauthorised buying scripts are challenged or blocked.
  • Scales with the spike. Built to handle Black Friday and flash-sale volumes without adding latency to the shopping experience.

The result: real customers reach checkout, trusted agents stay welcome, and the bots that would have hoarded your deals never get to the basket.

What to use

  • Bot Protection — score every checkout request so your backend can fast-track legitimate buyers and throttle suspicious patterns.
  • Access Control — block hosting ASNs and TLS fingerprints typical of automated checkout bots during high-demand drops.
  • Invisible CAPTCHA — protect high-conversion flows without slowing down real customers chasing the deal.

See what's reaching your site

A Bot Exposure Assessment is a 30-minute call with an engineer. We look at your traffic, show where your current setup leaves gaps, and agree how a trial would be judged. Nothing to install first.