Written by
Joel Witts
Technical Review by
Craig MacAlpine
Deception technology allows teams to build decoys and traps for cybercriminals to fall into when they are looking to compromise your environment. The goal here is to protect your real network assets, waste attackers’ time, and also to collect important information about how they are targeting your data, so you can improve your security posture moving forward.
Threat deception is one of those rare areas of cybersecurity where you can move from being a passive target to a proactive one. By monitoring their behavior when investigating a decoy, you can gain valuable intel about their methods, giving you the upper hand. There are a number of benefits, including improved threat detection, early warning of potential risks, and improving the quality of your threat intelligence.
Threat deception technology assists your team in building out decoys and automations. They can help you deploy tripwires, honeypots and decoys across your network, as well as alerting you to suspicious activity before it can cause damage to your users or infrastructure. They are effective at detecting all kinds of attacks, including AI-driven and zero-day risks.
In this guide, we’ll look at 10 of the best cyber threat deception technology vendors on the market, based on our own research and analysis. We’ll review deception techniques, reporting, deployment, and integrations.
Cyber threat deception technology builds traps and honeypots, like fake credentials or controlled simulations of assets, and scatters them throughout your network, endpoints, and infrastructures. End users never interact with these decoys, so as soon as an attacker touches them, the deception technology alerts you and starts capturing all the information it can about the attacker.
Cyber threat deception technology is a broad phrase that can encompass everything from basic credential honeypots to sophisticated simulations of an entire network, designed to entrap cyber criminals.
Modern deception technologies can be tightly integrated into broader zero trust network access, endpoint detection and response, and threat detection technologies. They are designed to sit inside your network environment rather than just at the perimeter. They are specifically designed to be as realistic as possible, so as to trick cyber-criminals into thinking they have genuinely compromised your network.
Deception can focus on key areas, for example perimeter defenses, network defenses, endpoint defenses or identity defenses. There are also platforms that cover all these areas.
Critically, deception technologies don't rely on signatures or heuristics for detection. They can catch any type of attack, including ransomware, social engineering, and zero-day threats, in real time. This means as soon as an attack is captured by your traps or lures, you can get alerted, start collecting data, and start improving your security posture.
Here's how the ten deception technology platforms we reviewed compare at a glance.
| Product | Best For | Network Decoys | Endpoint Deception | Identity / AD Deception | OT / ICS Decoys | Cloud Deception | AI Agent Detection |
|---|---|---|---|---|---|---|---|
|
CounterCraft
|
Deception-powered threat intelligence with high-interaction decoy environments
|
Yes
|
Yes
|
Yes
|
Yes
|
Yes
|
Yes
|
|
Zscaler Deception
|
Enterprise deception integrated with a zero-trust architecture
|
Yes
|
Yes
|
Yes
|
No
|
Yes
|
Yes
|
|
Rapid7 Incident Command
|
Deception built into a wider SIEM and XDR platform
|
Yes
|
Yes
|
Yes
|
No
|
No
|
No
|
|
Proofpoint Shadow
|
Detecting identity-based attacks and lateral movement
|
No
|
Yes
|
Yes
|
No
|
No
|
No
|
|
FortiDeceptor
|
Deception across IT, OT, and IoT environments
|
Yes
|
Yes
|
Yes
|
Yes
|
Yes
|
No
|
|
Commvault Threatwise
|
Early warning threat detection integrated with backup and cyber resilience
|
Yes
|
Yes
|
Yes
|
Yes
|
Yes
|
No
|
|
Deceptive Bytes
|
Lightweight endpoint deception focused on ransomware prevention
|
No
|
Yes
|
No
|
No
|
No
|
No
|
|
Acalvio 360 Deception
|
AI-powered deception at enterprise scale
|
Yes
|
Yes
|
Yes
|
Yes
|
Yes
|
Yes
|
|
Fidelis Deception
|
Government and defense-grade deception with optional XDR integration
|
Yes
|
Yes
|
Yes
|
Yes
|
Yes
|
No
|
|
Tracebit
|
Cloud-native canaries and AI agent detection
|
No
|
Yes
|
Yes
|
No
|
Yes
|
Yes
|
We reviewed ten of the best deception technology providers. We assessed the vendor platforms, documentation, watched demos, and deployed the solutions where possible. We focused on the key capabilities of deploying decoys, reporting, alerting and integrations. This article was written by Joel Witts and reviewed technically by Craig MacAlpine. Read our full methodology
Deception-powered threat intelligence with high-interaction decoy environments
CounterCraft is an established market leader in deception technology and threat intelligence solutions. Its innovative deception technology provides your team with insight into the tactics and techniques that cyber-criminals are using when trying to break into your network or once inside and moving laterally. Its deception-powered threat intelligence is actionable and specific to your attack surface, with zero false positives, so you can act on it with confidence to protect your data.
This is based on CounterCraft’s deception-generated threat intelligence and a digital twin of your network. Attackers are lured into interacting with this controlled decoy, which keeps would-be hackers away from your critical systems, gathers data, and allows you to predict their next steps.
CounterCraft offers an innovative deception platform, combining deception-powered threat intelligence that is specific to your environment with high-interaction decoy capabilities. The core strategy of luring attackers into a controlled copy of your environment means you get extremely fast detection of a breach, with extremely specific and actionable threat intelligence that can be used to improve the security of your real environment. Plus, CounterCraft applies AI to both sides of the problem, building believable environments faster and turning adversary interactions into usable intelligence with less analyst effort.
You get deep contextual understanding of the vulnerabilities, TTPs and IoCs impacting your environment that would be very difficult to find any other way. It’s a strong fit for operational networks, critical and industrial systems, as well as banking, healthcare and government services, that can be hard to secure against modern cyber threats. It’s also very effective at stopping insider threats as it can effectively detect when employees are exfiltrating data internally. It’s also effective against ransomware, detecting the early stages of an attack before it can spread through your environment.
Enterprise deception integrated with a zero-trust architecture
Zscaler is a market leader in zero trust security, with Zscaler Deception bringing threat deception into its cloud native Zero Trust Exchange platform. The service builds realistic decoys, lures, and breadcrumbs across every attack surface in your environment, including endpoints, cloud, applications, Active Directory, and AI infrastructure. Because no legitimate user would be able to access these decoys, every alert is a confirmed threat indicator. Your team can respond immediately, without correlation or investigation delays.
This deterministic approach makes Zscaler Deception particularly effective against fast-moving threats. AI-driven attacks that iterate at machine speed will inevitably touch a decoy, triggering an instant alert before the attacker can complete their playbook.
Zscaler Deception stands out for how tightly it integrates deception with zero trust. Least-privileged access controls minimize your attack surface, and decoys act as tripwires for any attacker who gets past them. Together they deliver a strong defense-in-depth strategy: strict access control layered on top of high-confidence threat detection. When a decoy fires, Zscaler’s zero trust policies can automatically limit or revoke access before an analyst even sees the alert.
We think this is one of the strongest options for enterprises, particularly those already running (or moving to) the Zscaler Zero Trust Exchange. It is very effective at detecting ransomware and AI-driven attacks, with alerts that are confirmed threats, rather than anomalies to investigate. The main consideration is that you get the best value as part of the broader Zscaler platform, so it is a natural pick for existing Zscaler customers rather than a standalone purchase.
Deception built into a wider SIEM and XDR platform
Rapid7 Incident Command is an AI-native security operations platform delivered as part of the Rapid7 Command Platform. Rather than a standalone deception product, it delivers deception technology as part of a unified SOC platform, which covers threat detection, alert triage, case investigation, SIEM, SOAR, threat intelligence, and attack surface monitoring in a single interface.
The deception capabilities include honeypots, honey users, and honey files, planted across your environment to catch attackers who have gotten past your perimeter defenses. These sit alongside user behavior analytics, a detection rule library, and AI-assisted alert triage trained on real-world SOC data. This means that deception alerts feed straight into the same triage and investigation workflows as the rest of your detections.
The strength here is you are not just buying deception; you get a full SIEM and security operations platform with deception woven into it. Deception alerts land in the same console as your endpoint, network, and log-based detections, with AI-assisted triage helping your team focus on what matters.
The flip side is that deception is not available standalone. It ships with the Advanced and Ultimate tiers of Incident Command, so this is best suited to organizations looking for a broader detection and response platform, or existing Rapid7 customers, rather than teams that want to add a dedicated deception layer to an existing stack.
Detecting identity-based attacks and lateral movement
Proofpoint Shadow is the deception component of the Proofpoint Identity Threat Defense platform, built on technology acquired from deception pioneer Illusive in 2022. Rather than luring attackers into decoy servers, Shadow transforms every endpoint into a web of deceptions. It plants fake files, credentials, RDP and SSH sessions, database connections, browser histories, emails, and even historical Teams chats that look like legitimate pathways to attackers. When an attacker touches one, your security team gets a real-time alert with full forensics.
We think Proofpoint Shadow is the strongest pick for identity-focused deception. Attackers increasingly target privileged identities, rather than breaching systems directly, and Shadow is purpose-built for that. Its endpoint deceptions catch privilege escalation and lateral movement that signature and behavior-based tools miss. It is particularly effective against social engineering and account takeover attacks.
The main consideration is that Shadow is delivered as part of the broader Proofpoint Identity Threat Defense platform alongside Spotlight, rather than as a standalone deception tool.
Deception across IT, OT, and IoT environments
FortiDeceptor is Fortinet’s deception platform, delivered as part of the Fortinet SecOps Platform. It detects in-network attacks such as stolen credential usage, lateral movement, man-in-the-middle, and ransomware by luring attackers into engaging with decoys distributed throughout your environment. Where FortiDeceptor really stands apart is its decoy breadth: over 100 deception templates spanning enterprise IT, OT and industrial systems (SCADA, Modbus, PROFINET), IoT devices, healthcare systems like PACS and infusion pumps, and financial services assets including SWIFT and point-of-sale decoys. You can also upload your own custom decoys.
Deployment is flexible. FortiDeceptor is available as a hardware appliance (including a ruggedized version for harsh industrial environments), a virtual appliance, in public cloud (AWS, Azure, GCP), or as FortiDeceptor-as-a-Service, where decoys run in Fortinet’s cloud using your unused IP addresses, keeping attackers outside your network entirely.
We think FortiDeceptor is a strong choice for organizations securing OT, ICS, and IoT alongside traditional IT. Its decoy library goes far deeper into industrial and specialized environments than most other vendors on this list. It covers everything from SCADA protocols to infusion pumps, and the hardware appliance is built for harsh industrial sites. That makes it a strong fit for manufacturing, energy, utilities, healthcare, and critical infrastructure.
The automated response capabilities are also strong: when malware starts encrypting decoy files, FortiDeceptor can automatically quarantine the infected endpoint and cut off command-and-control communication. Existing Fortinet customers get the most value, as it slots directly into the Security Fabric, though third-party integrations mean it works in mixed environments too.
Early warning threat detection integrated with backup and cyber resilience
Threatwise is a cyber deception module delivered as part of the Commvault Cloud platform. It’s built on patented technology Commvault acquired with deception specialist TrapX in 2022. It deploys lightweight threat sensors that impersonate real IT, OT, network, and backup assets, aiming to trick attackers into compromising false resources and alerting you the moment malicious activity begins, before data is encrypted, exfiltrated, or damaged.
The angle that sets Threatwise apart is its focus on data protection, as Commvault is a leading data protection provider. Deception extends across both production and backup environments, so attackers targeting your backups, an increasingly common ransomware tactic, trip the same alarms as those moving through your network. Sensors deploy and scale in seconds, with AI-guided recommendations helping your team to place decoys where they matter most.
We think Threatwise makes the most sense as part of a cyber resilience strategy rather than as a pure detection solution. Pairing deception with the Commvault Cloud platform means an attack that trips a decoy can kick-start remediation and recovery workflows straight away. You detect the threat early, then restore safe backups fast. For organizations that already rely on Commvault for backup, adding Threatwise is a straightforward way to move from reactive recovery to active defense.
Lightweight endpoint deception focused on ransomware prevention
Deceptive Bytes takes a different approach to most deception vendors in this list. Rather than deploying decoy servers across your network, its Active Endpoint Deception platform works directly on the endpoint, manipulating how malware perceives the environment. The platform generates deceptive information that makes each endpoint look hostile or unappealing to ransomware, for example by mimicking the sandboxes and analysis tools that malware is built to evade, convincing the attack to shut itself down before it executes.
We think Deceptive Bytes is a good option for defending against ransomware on endpoints. Its focus is narrower than platforms like CounterCraft or FortiDeceptor: instead of gathering attacker intelligence through decoy environments, it concentrates on stopping malware from executing in the first place by turning ransomware’s own evasion tactics against it.
Deceptive Bytes is a small team. With its quick deployment and low management overhead, we think it fits SMBs and mid-market organizations looking for strong ransomware protection without SOC-level tooling, and MSSPs serving that market through the multi-tenant management option.
AI-powered deception at enterprise scale
Acalvio is a deception specialist. The company has focused on cyber deception since its founding in 2015, holds 25 patents in the space, and delivers its 360 Deception approach through the ShadowPlex platform. Acalvio adds two unique ideas to the deception space: making real assets appear deceptive, so attackers can no longer trust their own filtering, and planting intentionally suspicious artifacts that attackers are forced to investigate or route around. The result is that attackers are frustrated and slowed down.
ShadowPlex deploys agentlessly across identity, endpoints, network, cloud, and OT/ICS environments, with more than 150 customizable deception playbooks covering decoys, breadcrumbs, baits, and lures.
Acalvio is a pure-play deception provider. Deception is not a module bolted onto a wider platform; it is the company’s entire focus. The 360 Deception model is built for the AI-attack era: autonomous attacks depend on quickly classifying what is real and worth pursuing, and Acalvio attacks that classification logic directly, degrading the speed advantage that makes AI-driven intrusions dangerous. We think it fits mid-size to Fortune 500 enterprises and government agencies that want deception as a serious, outcome-focused defensive layer, rather than an add-on.
Government and defense-grade deception with optional XDR integration
Fidelis Security is one of the most established vendors in this market, protecting enterprises and government agencies for over 20 years. Fidelis states its solutions defend five of the six US military branches and protect six of the ten largest US government agencies. Fidelis Deception places realistic decoys, breadcrumbs, fake accounts, and deceptive data across on-prem and cloud environments, luring attackers into revealing their presence and tactics before they reach critical systems.
Unlike several platforms in this list, Fidelis Deception works as a strong standalone product; you do not need to deploy a full XDR stack to use it. When you want to go further, it integrates with Fidelis Elevate, the company’s XDR platform combining network, endpoint, Active Directory, and deception in a single console, enriching deception alerts with network and endpoint context.
Fidelis has been in deception for the long haul, and it shows in the customer base. If your threat model includes nation-state adversaries and APT groups, the fact that US military branches and major government agencies trust this technology is a meaningful signal. We think it is a strong pick for government, defense, healthcare, and financial services organizations that need proven technology with high-confidence alerting across hybrid environments.
As with most solutions at this end of the market, it skews toward larger organizations; smaller teams without an established security function will find lighter-weight options elsewhere in this list.
Cloud-native canaries and AI agent detection
Tracebit is the youngest vendor in this list, founded in 2022 by two engineering leaders from UK security firm Tessian, and it takes a distinctly modern, cloud-native approach to deception. Rather than decoy servers, Tracebit deploys canary resources across your cloud infrastructure (AWS, Azure, Google Cloud), Kubernetes clusters, CI/CD pipelines, identity providers (Okta, Entra ID), and workstations. AI generates realistic canaries tailored to your environment, and because no legitimate user or workload should ever touch them, any interaction produces an immediate, high-fidelity alert with full identity context.
Tracebit also stands out for AI agent detection, a use case most deception vendors have not yet addressed. Canary resources placed outside an agent’s intended scope catch prompt injection, agent compromise, scope creep, and data exfiltration by rogue or hijacked AI agents.
We think Tracebit is an interesting emerging option in this category. It is built for how modern engineering-led organizations actually run: cloud accounts, Kubernetes, CI/CD pipelines, and now AI agents with production access. Deployment takes hours rather than weeks, and the free Community Edition gives teams a no-risk way to start with canaries.
Customer references are strong for a company this young, with Riot Games and Docker both deploying the platform and their CISOs publicly endorsing it. The flip side is a shorter track record than the established vendors here, and the focus is on canaries and detection, rather than the high-interaction decoy environments and attacker intelligence gathering that platforms like CounterCraft or Acalvio provide.
Most deception platforms are sold on a custom-quote basis, priced by identity, asset, or endpoint. Here's how pricing compares across the ten vendors in this guide.
| Product | Starting Price | Billing | Link |
|---|---|---|---|
|
CounterCraft
|
Custom quote (AWS Marketplace lists The Platform at $200,000 for a 12-month contract)
|
Annual
|
|
|
Zscaler Deception
|
Custom quote, sold as an add-on module to the Zscaler Zero Trust Exchange
|
Annual
|
|
|
Rapid7 Incident Command
|
Included with InsightIDR, from $5.89 per asset, per month
|
Monthly or annual
|
|
|
Proofpoint Shadow
|
Custom quote, priced per identity, per year, as part of Proofpoint Identity Threat Defense
|
Annual
|
|
|
FortiDeceptor
|
Custom quote, licensed per network VLAN (minimum two), with 1, 3, and 5-year subscriptions
|
Annual
|
|
|
Commvault Threatwise
|
Custom quote through Commvault and its partners
|
Annual
|
|
|
Deceptive Bytes
|
Custom quote, subscription priced per endpoint, per year
|
Annual
|
|
|
Acalvio 360 Deception
|
Custom quote, priced on the number of real assets protected, with unlimited deceptive assets
|
Annual
|
|
|
Fidelis Deception
|
Custom quote, available standalone or as part of Fidelis Elevate
|
Annual
|
|
|
Tracebit
|
Free Community Edition with a limited number of canaries; Enterprise pricing by custom quote
|
Annual
|
|
Here are some key considerations to make when choosing threat deception software.
Look for a mix of decoys (fake servers, databases, and applications), lures (fake credentials, API keys, and decoy files), breadcrumbs (fake cached credentials planted on real endpoints), and honeytokens (single fake data points, like a false customer record). The wider the range, the more of the kill chain you can cover.
Some platforms automate decoy creation and maintenance from a central console; others need manual configuration and ongoing upkeep. If you run a small security team, prioritize solutions that deploy quickly and keep decoys up to date automatically.
Check the platform integrates with your SIEM, SOAR, EDR, or XDR tooling so high-fidelity alerts can trigger automated response actions, like blocking an account in your real environment when it touches a decoy.
The best platforms capture attacker TTPs, map them to MITRE ATT&CK, and enrich alerts with IOC context you can use to harden your real environment.
Consider whether the platform can distribute decoys across your full network, including cloud, endpoints, Active Directory, IoT, and OT/ICS environments.
Pricing models vary from per-endpoint licensing to platform subscriptions.
Some deception tools are standalone; others are modules within a larger security platform that you need to deploy first. Consider the best fit for your organization.
As cyber-attacks become increasingly autonomous and driven by frontier AI models, having a proactive plan to detect threats and improve cyber-resilience is key. Threat deception technology is an important way of achieving these goals, and modern threat deception technology is extremely effective at revealing hostile interactions.
Deception technology is becoming more popular for businesses of all sizes. Larger organizations will get the most benefit. They will have the network size and infrastructure to properly run a threat deception strategy.
But mid-markets too can benefit from deception technology. They can be quick to deploy, do not take a lot of maintenance, and once up and running you just need to wait for an attack. It may save you from a potentially costly data breach.
Cyber threat deception provides an early warning system when attackers are in your network and helps you detect threats faster. There are very few false positives with the system. They also provide extremely valuable information on the methods and kinds of attackers that are poking around in your network. They can spot all types of cyber-attack, and they can help to massively enrich your threat intelligence.
Honeypots are the original deception tool: standalone fake servers that attackers have to stumble across. Modern deception platforms go much further. They distribute interconnected decoys, lures, and breadcrumbs across your whole environment from a central console, use lures to actively steer attackers toward decoys, update themselves automatically, and integrate with your SIEM, SOAR, and XDR tools for automated response.
There are multiple layers of deception technologies. Decoys are copies of resources that look real, like servers, apps, AI agents or databases. Lures are fake information that entices attackers – like fake credentials, API keys or important-looking files. Breadcrumbs are lures that are hidden deep in an application or endpoint, encouraging attackers to move further down the fake rabbit hole. Honeypots are the most common deception technology; these are fake servers that encourage attackers to target them.
By their nature deception technologies can catch any type of cyber-threat. They are commonly used to monitor for Advanced Persistent Threats (APTs) – these are usually operated by government backed cyber-adversary groups.
They can catch lateral movement and privilege escalation attacks. They are effective at spotting identity and social engineering attacks, especially when fake employees are used as lures. They can also detect attempted ransomware attacks.
Deception is also currently very effective at detecting autonomous AI attacks, as it can respond instantly to suspicious activity. AI is also pretty good at getting tricked and trapped by deception technology.
The main challenge can be deployment, especially in complex network environments. Alerting can also be a challenge in legacy environments, where different parts of the network don’t communicate with each other. This means it can be hard to detect where an attack came from. Finally, deception can fall short when facing very advanced, malicious threat groups. These attackers are unlikely to be fooled by common, obvious deception technologies.
Further reading on network security from Expert Insights — buyers' guides, comparison articles, and platform-specific shortlists.
Joel is the Director of Content and a co-founder at Expert Insights; a rapidly growing media company focused on covering cybersecurity solutions.
He’s an experienced journalist and editor with 8 years’ experience covering the cybersecurity space. He’s reviewed hundreds of cybersecurity solutions, interviewed hundreds of industry experts and produced dozens of industry reports read by thousands of CISOs and security professionals in topics like IAM, MFA, zero trust, email security, DevSecOps and more.
He also hosts the Expert Insights Podcast and co-writes the weekly newsletter, Decrypted. Joel is driven to share his team’s expertise with cybersecurity leaders to help them create more secure business foundations.
Craig MacAlpine is CEO and Founder of Expert Insights. Before founding Expert Insights in August 2018, Craig spent 10 years as CEO of EPA Cloud, an email security provider that rebranded as VIPRE Email Security following its acquisition by Ziff Davis, formerly J2Global (NASDAQ: ZD) in 2013.
Craig is a passionate security innovator with over 20 years of experience helping organizations to stay secure with cutting-edge information security and cybersecurity solutions.
Using his extensive experience in the email security industry, he founded Expert Insights with the singular goal of helping IT professionals and CISOs to cut through the noise and find the right cybersecurity solutions they need to protect their organizations.