October DealsAmazon USOctober deal check: compare before you payAmazon US: current deals, useful picks and tech finds.Check DealsClean PCRecommendedOne scan can reveal what keeps slowing WindowsLook for cleanup and repair opportunities.Run ScanOctober DealsAmazon USDeal season is back - check today's better picksAmazon US: current deals, useful picks and tech finds.See Picks×
Skip to content
World desk7 min

How AI Is Scaling Bot Attacks and Exposing API Weaknesses

AI can scale automated attacks, but the key defenses remain API inventory, authorization, resource limits and monitoring that distinguishes useful crawlers from abuse.
Special offer. See more information about Outbyte and uninstall instructions. Please review EULA and Privacy policy.

AI is helping attackers automate, scale and vary bot campaigns, but it is not the sole explanation for rising bot and API threats. The risks still often come from familiar weaknesses: inadequate authorization, excessive resource use, exposed business workflows and APIs nobody is monitoring. At the same time, some automated traffic—such as search crawlers or bots responding to a user’s request—is legitimate. The practical response is to identify what a bot is doing, secure the API behind each workflow and apply controls suited to the business risk.

What do recent bot and API reports actually show?

Security vendors report increases across several kinds of activity, but the figures below come from different networks, time periods and methods. They are signals from each vendor’s observations or survey—not measurements that can be added together or treated as a global census.

As an Amazon Associate I earn from qualifying purchases.

Reported figure Source and scope What it measures
300% increase Akamai, announcement dated November 4, 2025; activity observed on Akamai’s platform compared with the prior year AI bot activity. Akamai also said these bots made up nearly 1% of total bot traffic on its platform.
12.5-fold year-over-year increase Thales, 2026 Bad Bot Report; Thales analysis of full-year 2025 bot activity AI-enabled bot attacks observed by Thales.
40% of internet traffic Thales, 2026 Bad Bot Report; the report’s analysis of observed traffic Share attributed to bad bots in Thales’ analysis. This uses Thales’ definitions and traffic measurement, not Akamai’s denominator.
87% Akamai, 2026 report and announcement; surveyed organizations reporting on 2025 Survey respondents who said their organization had at least one API-related security incident in 2025. It is not a finding about 87% of all organizations worldwide.
113% year over year Akamai, 2026 report and announcement Increase in the average number of daily API attacks reported by Akamai.
73% from 2023 to 2025 Akamai, 2026 report and announcement Increase in web application attacks reported by Akamai.
104% from 2023 to 2025 Akamai, 2026 report and announcement Increase in Layer 7 distributed denial-of-service (DDoS) attacks reported by Akamai.
47.9% Akamai, 2026 report and announcement; AI bot activity on its global network from July through December 2025 Share of Akamai-observed AI bot traffic attributed to the commerce vertical—not the share of all internet bots.

The figures describe different things: one is a survey result, while others describe traffic or attack activity observed by particular vendors. They should not be averaged or presented as a single rate. Akamai’s CTO of Security Strategy, Patrick Sullivan, said, “Automation and AI are making these sophisticated campaigns cheap, repeatable, and fast.” That is Akamai’s characterization of the trend, not independent proof that AI alone caused the reported increases.

Special offer. See more information about Outbyte and uninstall instructions. Please review EULA and Privacy policy.

How is AI making bot attacks worse?

Automation can make it easier to repeat requests, vary patterns and run campaigns at scale. Generative AI can assist with tasks such as adapting content or producing variations, but the available vendor reporting does not establish that AI caused every increase in attacks. Akamai’s 2026 report preview argues that AI reinforces existing weaknesses and warns that attention to AI-specific fixes can distract from basic security controls.

#1 Best Overall
FortiGate-40F Firewall Appliance - 5 Gigabit Ethernet RJ45 Ports, Ideal for Small Businesses (Appliance Only, No Subscription) (FG-40F)
  • Compact and Efficient Design: The FortiGate 40F is designed for small to mid-sized businesses and enterprise branch offices, featuring a compact, fanless desktop form factor that ensures quiet operation and minimizes space usage.
  • Robust Connectivity Options: Equipped with 5 GE RJ45 ports, including 1 WAN port and 4 internal ports, this model provides essential connectivity and flexibility for various network configurations in a small-scale environment.
  • High-Performance Security: Offers up to 1 Gbps IPS throughput and 600 Mbps threat protection throughput, using Fortinet’s purpose-built security processor technology to deliver industry-leading performance and protection for SSL encrypted traffic.
  • Advanced Threat Protection: Integrated with Fortinet’s AI-powered FortiGuard Labs, the FortiGate 40F offers comprehensive cybersecurity, identifying and mitigating both known and unknown threats to maintain robust security across your network.
  • Simplified Management and Deployment: Features a user-friendly management console that provides comprehensive network automation and visibility, coupled with Zero Touch Integration with Fortinet’s Security Fabric for easy deployment.

Those weaknesses are consequential because an automated system can repeatedly probe an API or exploit a workflow far faster than a person. Akamai has described harmful bot uses including content scraping, impersonation, phishing, identity fraud and abuse of commerce flows. Malicious automation can also raise operating costs, degrade performance and make analytics less reliable.

Why are APIs becoming a bigger security risk?

APIs connect applications, data and business processes. A request that is valid in format can still be unauthorized, excessive or harmful to a business workflow. The OWASP API Security Top 10 (2023) identifies these core risk categories:

  • Broken object-level authorization
  • Broken authentication
  • Broken object property-level authorization
  • Unrestricted resource consumption
  • Broken function-level authorization
  • Unrestricted access to sensitive business flows
  • Server-side request forgery
  • Security misconfiguration
  • Improper inventory management
  • Unsafe consumption of APIs

Authorization must apply to the specific data and action

Being signed in or permitted to call an endpoint does not prove that a user may access every record, field or function reachable through it. If an API accepts an object identifier from a user, the service needs to check that the authenticated user is allowed to act on that particular object. Property-level checks matter too: they can prevent sensitive fields from being exposed or changed without permission.

Special offer. See more information about Outbyte and uninstall instructions. Please review EULA and Privacy policy.
Rank #2
FortiGate-60F Network Security Appliance Plus 1 Year FortiGuard Unified Threat Protection (UTP) and FortiCare Premium (FG-60F-BDL-950-12)
  • HARDWARE PLUS SECURITY SERVICES: FortiGate-60F Firewall Appliance bundled with 1 year of FortiCare Premium and FortiGuard Unified Threat Protection.
  • UNIFIED THREAT PROTECTION (UTP): Secures against advanced online threats with comprehensive web filtering and anti-botnet technologies.
  • OPTIMIZED FOR MEDIUM-SIZED BUSINESSES: Tailored for businesses needing robust security without the infrastructure of larger enterprises.
  • RELIABLE CUSTOMER SUPPORT: FortiCare Premium ensures high-quality support and service continuity.
  • EFFECTIVE PROTECTION: Employs advanced filtering technologies to safeguard against sophisticated threats.

Unbounded requests can affect availability and cost

A request may be legitimate in isolation but still consume excessive compute, return too many records or trigger costly downstream services when repeated. OWASP’s API4 guidance calls for limits on execution time, payload size, batch operations, records returned and interactions. It also recommends rate limiting and spending limits or billing alerts for metered third-party services.

Valid business workflows can be abused

Account creation, ticket purchasing and password recovery are normal features, not necessarily coding flaws. Yet repeated use can enable fraud, inventory hoarding or other harmful outcomes. Controls should consider the purpose and effect of a sequence of actions, not only whether each request passes basic validation.

Unknown APIs and connected services expand exposure

Untracked or obsolete API versions can remain reachable without the same monitoring and safeguards as current services. Integrations bring another risk: a service can trust data from a third-party API more than it would trust user input, allowing a weakness to pass through the connection. Akamai’s 2026 reporting describes campaigns combining API abuse, web application attacks and Layer 7 DDoS activity, as well as increased abnormal workflows and unauthorized activity in 2025 API attacks.

Rank #3
GL.iNet GL-MT5000 Brume 3 Wired VPN Security Gateway NO Wi-Fi
  • 【Up to 1100 Mbps VPN Speed 】 Hardware-accelerated WireGuard and OpenVPN-DCO deliver up to 1100 Mbps VPN throughput, over 3× faster than Brume 2 for smooth remote access and file transfers.
  • 【Three 2.5G Ports & Multi-WAN】Tri-port 2.5GbE design with flexible WAN LAN configuration supports multi-gigabit wired setups, dual-ISP Multi-WAN and failover to keep home and SOHO networks online.
  • 【Stealth VPN Obfuscation】VPN obfuscation disguises VPN traffic as regular HTTPS, helping you evade blocking, bypass restrictive networks and maintain stable, private connections.
  • 【DPI protection】Deep Packet Inspection with visual dashboards blocks adult/gambling/malicious sites, while SQM and QoS prioritize gaming, calls, and video when bandwidth is tight
  • 【OpenWrt & USB 3.0 Expansion】OpenWrt with 1GB DDR4 and 8GB eMMC lets you install plugins and build VPN, ad-blocking or NAS, while USB 3.0 Type‑C connects high-speed storage or 4G/5G dongles

How can you distinguish useful AI crawlers from harmful bots?

Do not classify traffic as safe or malicious solely because it is automated or described as AI-related. Cloudflare’s 2025 review distinguishes crawler activity for training, search and user action—for example, a bot visiting a site in response to a chatbot user’s request. Those trends reflect activity across Cloudflare customer sites, not every website.

Special offer. See more information about Outbyte and uninstall instructions. Please review EULA and Privacy policy.

Instead, assess the bot’s purpose and behavior in context. A crawler’s stated category alone does not establish that its access is wanted or harmless. Look at the pages and data it requests, request sequences, rate and timing, whether it respects your access rules, and the resulting business effects. Separate identified useful crawlers from unknown automation and behavior that indicates abuse. This allows a company to permit or limit legitimate access without leaving sensitive workflows unprotected.

Independent reader supportYour contribution helps us test, update, and keep practical guides available for everyone.Support on Ko-Fi

How should companies protect APIs from bots and DDoS attacks?

Start with controls that remain useful whether activity comes from AI, conventional scripts or human users. OWASP’s guidance provides a practical baseline; Akamai’s 2025 security infographic also recommends API testing, adaptive protection, specialized DDoS defenses and bot defenses.

Rank #4
Ubiquiti Cloud Gateway Ultra (UCG-Ultra)
  • Runs UniFi Network for full-stack network management
  • Manages 30+ UniFi Network devices and 300+ clients
  • 1 Gbps routing with IDS/IPS
  • Multi-WAN load balancing
  • 0.96" LCM status display
  1. Build and maintain an API inventory. Include public, internal and third-party APIs, their versions, owners and sensitive-data exposure. Identify obsolete endpoints so they can be monitored or retired.
  2. Enforce authorization at each level. Check access to the requested object, property and function on every relevant request. Do not treat endpoint access as permission to every record or field.
  3. Strengthen input and output handling. Authenticate requests, validate inputs against expected schemas and return only the data needed for the task. Apply care to data received from integrated APIs rather than assuming it is trustworthy.
  4. Set resource and spending limits. Bound request size, execution time, batch size, pagination and the number of returned records. Use rate limits appropriate to each endpoint’s purpose, and set spending limits or alerts for metered services.
  5. Protect sensitive workflows. Monitor sequences and outcomes for actions such as account creation, recovery and purchases. Use thresholds and checks that reflect the consequences of repeated activity, rather than relying on request volume alone.
  6. Combine application, API and DDoS defenses. Apply controls at the points where your services are exposed, and ensure application-layer attacks are part of the protection plan. Bot classification should complement—not replace—authorization and resource controls.
  7. Test and review continuously. Include API security checks in development and testing, revisit inventory and limits as services change, and review alerts for both missed abuse and excessive blocking of legitimate traffic.

What should you look for in API security software?

Compare capabilities against your actual architecture and risks; a feature list alone does not establish effectiveness. Useful evaluation questions include:

  • Discovery and inventory: Can it find APIs and versions across the deployment points you need to protect?
  • Authorization: Does it help identify or enforce object-, property- and function-level access controls?
  • Validation: Can it validate schemas and help control unsafe input or interactions with third-party APIs?
  • Abuse and resource controls: Can limits be tuned by endpoint and business purpose, including sensitive sequences rather than only request rates?
  • Bot handling: Can it distinguish useful crawler intent from suspicious behavior, and can your team choose different actions rather than block all automated traffic?
  • DDoS coverage: Which deployment points and application-layer services are protected?
  • Operational fit: What integration work is required? How useful are the visibility and alerts, and what ongoing tuning and staffing burden will protection require?

For example, Cloudflare’s API Shield documentation maps capabilities such as discovery, schema validation, rate limiting and bot management to OWASP risks. That is an example of how a provider describes its features, not a neutral comparative test. Akamai is another named provider in the application and API security category. The available evidence does not establish a best vendor or compare product effectiveness.

Special offer. See more information about Outbyte and uninstall instructions. Please review EULA and Privacy policy.

Product prices and availability are accurate as of the date/time indicated and are subject to change. Any price and availability information displayed on Amazon at the time of purchase will apply.

Leave a Reply

Your email address will not be published. Required fields are marked *

Special offer. See more information about Outbyte and uninstall instructions. Please review EULA and Privacy policy.

More from the Wire

  1. World desk4 min
    How to Spot an AI Voice Scam Before Sending MoneyDon’t rely on how a caller sounds. Pause, call back through a known number, and verify the emergency with another trusted person before sending money.
  2. Mountain View desk4 min
    Google’s SynthID Detector: How to Check AI-Generated Images, Video and AudioGoogle’s SynthID Detector looks for an embedded watermark in supported images, video and audio. Here is what its results do—and do not—show.
  3. Redmond desk20 min
    How to create a link to File or Folder in Windows 11Windows 11 gives you several ways to point to a file or folder without moving or duplicating it. You can create a desktop shortcut,…
Recommended PC Tool
Recommended PC Tool
Windows Errors? Fix Them Before They SpreadFree repair scan
Outdated Drivers Are Slowing You DownFree scan - exact matches

Two free Windows tools

One Free Minute Could Fix That PC

Before you go - each of these free tools takes about a minute and tackles what quietly slows a Windows PC down.

Special offer. View Outbyte info, uninstall instructions, EULA, and Privacy Policy.