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Key takeaways
- Adaptive positions itself as a unified platform that combines security awareness training, Agentic Email Security, and AI Governance, letting teams create lessons from company policies, simulate attacks across email/SMS/voice/deepfakes, and connect real threats or AI policy violations to targeted follow-up.
- The article cites a 4.9/5 G2 rating for Adaptive versus 4.7/5 for Abnormal and includes customer examples from Carolina Foods, Shasta Community Health Center, and Podium; Carolina Foods says Adaptive Email Security caught 80% more malicious attacks than Mimecast and Microsoft combined and took just a few minutes to set up.
- Adaptive emphasizes company-specific preparation: its AI Content Studio can turn policies and prompts into editable interactive lessons with role-relevant examples, branding, quizzes, and executive personas so employees practice the exact approval and verification procedures your organization uses.
- A key claimed difference from Abnormal’s AI Phishing Coach is cross-channel impersonation practice: Adaptive supports coordinated email, SMS, live AI voice personas, and executive deepfake scenarios so employees can rehearse questioning, verifying, and refusing requests as an attack escalates across channels.
- The comparison says Abnormal’s documented AI Phishing Coach personalizes email scenarios using blocked attacks and customer context, including credential harvesting, business email compromise, vendor fraud, QR-code scenarios, and follow-up messages in an existing email thread, but equivalent native SMS/voice/deepfake delivery is not documented in its published feature set.
- For email protection, Adaptive says its Agentic Email Security combines machine-learning and LLM models to assess both message context and the intent of the request, provides a reason and confidence score with configurable thresholds, can quarantine confirmed threats across inboxes, and can feed detections back into employee risk scoring and training.
Protect inboxes and prepare employees for convincing impersonation attacks.
An attacker can follow a convincing email with a text from your CEO or a call that sounds like your finance director. Employees need practice handling the full request: checking the details, following your approval process, and refusing to make an exception under pressure.
Adaptive brings that preparation together with Agentic Email Security and AI Governance in one unified platform for human and agent security in the AI era*.* Create training from your policies, simulate attacks across channels, and connect real threats and risky AI activity.
For teams comparing Adaptive Security vs. Abnormal, the reason to choose Adaptive is the employee experience you can build around your business, from learning a procedure to applying it during a realistic impersonation and receiving guidance while using AI.
4.9/5 G2 rating vs. Abnormal’s 4.7/5
Company-specific preparation that employees recognize.
“Adaptive Email Security caught 80% more malicious attacks than Mimecast and Microsoft combined, including new AI attack strategies. Setup took just a few minutes.”
Rick Wagoner, Carolina Foods
$50M+ revenue
“When our staff saw and heard a perfect AI-generated video of our own CEO, the threat became real.”
Garrett Olin, CIO, Shasta Community Health Center
$70M+ revenue
“The deepfake simulations were a huge wake-up call. They fundamentally changed how our employees think about social engineering.”
Ben Porter, IT Director, Podium
$200M+ revenue
Why choose Adaptive over Abnormal?
Choose Adaptive to connect company-specific training and interactive impersonation practice with protection in the inbox and controls on everyday AI use. Your team can turn a payment policy into a lesson, build a scenario using a familiar executive persona, and test whether employees follow the approval process when the request arrives by email, text, or phone. With Agentic Email Security and AI Governance, real events can also inform who needs additional guidance.
Abnormal AI Phishing Coach connects blocked email attacks to simulations, coaching, and generated training. Adaptive’s case extends to the range of decisions employees can practice: challenging a live AI voice caller, recognizing an executive deepfake, and applying company policy across a coordinated attack.
Adaptive unifies training, email protection, and AI governance around the people making those decisions.
- Teach the procedure your company uses. Generate editable, interactive lessons from policies and prompts, with examples relevant to employee roles.
- Practice a convincing impersonation. Use executive personas and organizational context in email, SMS, voice, and deepfake scenarios.
- Test the conversation under pressure. Responsive AI voice personas let employees practice questioning, verifying, and refusing a request.
- Connect real events to the next lesson. Email threats and AI policy violations can inform employee risk and targeted training through the corresponding products.
- Maintain a program your team can adapt. Automate recurring delivery and follow-up while retaining control over the lessons and scenarios you introduce.
How does Adaptive compare with Abnormal security awareness training?
A useful training program teaches employees what your organization expects them to do. Who can approve a bank-account change? Which channel should they use to verify a caller? What information belongs in an approved AI tool?
Adaptive’s AI Content Studio turns your policies and prompts into interactive training. Edit examples, quizzes, and branding so the lesson reflects your business. Use executive personas to make the guidance recognizable, and create separate lessons for teams with different responsibilities.
Abnormal security awareness training is delivered through AI Phishing Coach. Its Training Creator generates custom video modules from prompts and imagery, while its broader program uses threat and employee context to personalize content. Custom generation is therefore available in both platforms.
Adaptive lets you carry a policy into realistic practice across email, SMS, voice, and deepfake experiences. For a help-desk team, that means teaching identity-verification requirements and then testing whether employees uphold them when a familiar-sounding caller asks for an urgent reset.
Company-specific learning and realistic attack practice work together within Adaptive’s unified platform. Your team can focus the program on the procedures employees need to apply, then use their responses to guide reinforcement.
How do Adaptive and Abnormal phishing simulations differ?
Adaptive builds AI phishing simulations around organizational context, publicly available information, employee roles, and executive personas. Coordinated channels let employees experience how an attacker builds credibility over several interactions.
A finance employee receives an email about a confidential acquisition payment, and then a text comes in saying the CFO is unavailable through the usual channel. A voice call follows, pushing the employee to act before the deadline. Adaptive’s AI voice persona responds as the employee asks questions or insists on independent verification.
That exercise tests a sequence of decisions. The employee must recognize that the email, text, and call could belong to the same impersonation attempt and maintain the approval process throughout.
Abnormal phishing simulations use blocked attacks and customer context to personalize email scenarios. Its documented AI Phishing Coach capabilities include credential harvesting, business email compromise, vendor fraud, and QR-code scenarios. It also supports follow-up messages within an existing email thread.
Adaptive adds actual voice-call and SMS delivery, responsive AI conversations, and executive deepfake experiences to the practice employees receive. Equivalent native delivery across those channels is not documented in Abnormal’s published AI Phishing Coach feature set.
For organizations evaluating an Abnormal Security alternative, this is a concrete distinction: employees can rehearse the verification process when a request moves from an inbox to a phone and becomes harder to dismiss.
How does Adaptive email security compare with Abnormal?
Adaptive Agentic Email Security combines dedicated machine-learning and LLM models to evaluate both the context of a message and the intent behind its request. That matters when an email looks routine but asks an employee to change payment details, disclose confidential information, or bypass an approval process.
Abnormal centers its detection on behavioral baselines for employees and vendors, using identity, communication patterns, and content signals to identify suspicious activity. Adaptive explicitly combines behavioral analysis with LLM reasoning about the message’s meaning, examining how the sender is trying to persuade the employee and what action they want the employee to take. For business email compromise and impersonation, this puts the substance of the request alongside the signals surrounding it.
Adaptive also gives your team a reason and confidence score for each verdict, with configurable thresholds governing automated response and human review. Confirmed threats can be quarantined across affected inboxes, helping administrators move from understanding a suspicious request to containing it.
Additionally, Adaptive connects detected attacks to employee preparation. Detected threats can update risk and trigger targeted training; your team can also build a related impersonation exercise across the channels you need to test.
Email defense and employee preparation belong to the same security program, with Adaptive bringing both together with AI Governance, so your team can address malicious requests and risky AI behavior within a unified platform.
An Adaptive vs. Abnormal email security evaluation should test the same representative messages, including legitimate business requests. Review detection, explanations, remediation, and follow-up to understand how each product performs in your environment.
How do Adaptive and Abnormal compare on AI governance?
An employee can follow every phishing rule and still share confidential information with an AI assistant. The security program needs to address that decision while the employee is working.
Adaptive AI Governance discovers AI and SaaS usage in monitored corporate browser profiles and enrolled devices. It identifies personal-account activity and inspects prompts and pasted content for sensitive information. Policies can coach, redirect, alert, or block based on the activity and risk. Those events feed the same employee risk view used for training and simulations and can trigger targeted learning. If an employee repeatedly attempts to share restricted information, the response can include both immediate guidance and a lesson on the relevant policy.
AI Governance extends Adaptive’s unified human and agent security platform into everyday AI use; the policy employees learn becomes guidance they encounter when applying it.
Abnormal also offers AI Governance, which it lists as generally available. It discovers AI tools through connected signals such as email, identity, and OAuth activity, and supports risk review, approvals, usage, cost, and compliance visibility. Its data sheet also describes browser and AI-provider signals and automated employee outreach.
Abnormal’s separate AI Employee Guardrails product describes request-level policies and blocking inappropriate sharing, but is listed as Design Partner as of October 16, 2026. That distinction matters when your requirement is deployable protection for sensitive content employees submit to AI.
With Adaptive, you can evaluate discovery, prompt-level intervention, employee coaching, and training follow-up as one connected workflow.
How much ongoing work does Adaptive vs. Abnormal require?
Adaptive automates employee syncing, new-hire campaigns, recurring delivery, dynamic groups, and follow-up training. Ready-made training and simulations let your team launch without creating content from scratch, while customization is available when you need company-specific lessons or scenarios.
Abnormal’s AI Phishing Coach also automates delivery and adjusts simulation frequency and difficulty based on employee risk. With either platform, your team still sets program priorities, reviews results, and decides where additional attention is needed.
Adaptive brings training results, email threats, and AI activity into one unified employee risk view, helping your team prioritize follow-up.
Can we use Adaptive alongside Abnormal?
If Abnormal remains your email-security provider, you can evaluate Adaptive for security awareness training, multichannel phishing simulations, and AI Governance. Start with the gap you want to address. That might be live voice impersonation, company-specific policy training, or guidance when employees share information with AI tools. You can test those workflows without making email replacement a prerequisite.
If you also evaluate Adaptive Agentic Email Security, define the deployment and response responsibilities for each product. Coordinate simulation delivery settings, phishing-report buttons, and mailbox remediation so testing and enforcement work as intended.
Abnormal’s broader portfolio includes identity and other security capabilities. Include any services you rely on in the evaluation scope; adding Adaptive training or replacing inbound email protection is not automatically a replacement for those functions.
What support will we get when switching from Abnormal to Adaptive?
Adaptive’s world-class customer success team helps with implementation, program configuration, rollout, and ongoing adjustments.
Begin with the workflows you are moving. For training, review employee provisioning, existing assignments, custom content, historical records, and reporting requirements. For email security, review connected environments, report handling, remediation policies, and administrator responsibilities.
Your first campaigns should reflect the reason you chose Adaptive. Build training around a policy your employees need to apply, then introduce the relevant impersonation scenarios. If AI Governance is included, configure the monitored environment and policy responses alongside employee guidance.
Share your renewal date, integrations, and rollout priorities with us. We’ll help plan the transition and identify the records and settings that need attention before launch.
Adaptive and Abnormal: Features Compared
Compare the training employees receive, the channels they can practice against, and the protection your selected products provide. The tables distinguish available capabilities from documented product plans.
Customer ratings and confidence
| Adaptive | Abnormal | |
|---|---|---|
| G2 Overall Rating | 4.9/5 | 4.7/5 |
| Gartner Peer Insights Overall Rating | 4.9/5 | 4.8/5 |
| Gartner Peer Insights: Service & Support | 4.9/5 | 4.2/5 |
| Gartner Peer Insights: Integration & Deployment | 4.9/5 | 4.6/5 |
| Gartner Peer Insights: Product Capabilities | 4.8/5 | 4.4/5 |
AI security awareness training and phishing simulations
| Adaptive | Abnormal | |
|---|---|---|
| Company-Specific Training | Interactive modules built from your policies, with editable examples, quizzes, and executive persona videos. | AI-generated videos informed by company context; custom modules through Training Creator. |
| Organization-Specific Simulations | OSINT-informed scenarios using employee and organizational context, with coordinated email, SMS, and voice attacks. | Email simulations built from blocked attacks, behavioral context, and custom prompts. |
| Conversational Voice Phishing | AI personas respond to employees in real time, giving them practice questioning and refusing requests. | Equivalent native live voice-call simulations are not offered. |
| Executive Deepfake Simulations | Executive personas used in training and interactive attack simulations. | Awareness content addresses AI threats; equivalent custom executive deepfake simulations are not offered. |
| Coordinated Multichannel Attacks | Link email, SMS, and voice within a simulated attack. | Documented simulations focus on email, including QR-code and in-thread follow-up scenarios. |
Agentic Email Security: Detect, explain, and respond
| Adaptive | Abnormal | |
|---|---|---|
| Email Threat Detection | Layered ML and LLM analysis combines behavioral signals, semantic intent, and organizational context. | Attune analyzes behavior, identity, and content against employee and vendor baselines. |
| Automated Remediation | Automatically quarantine confirmed threats across affected inboxes, with configurable confidence thresholds. | Automated removal, bulk response, and campaign-level remediation. |
| Explainable Decisions in the Inbox | Confidence scores and reasons behind email verdicts. | Detection explanations identify relevant signals and deviations from behavioral baselines. |
| Employee-Reported Phishing | Reported messages feed detection and connect with Phish Triage. | AI Security Mailbox classifies reports and provides policy-aligned employee feedback. |
| Connection to Training | Real threats can update employee risk and trigger targeted training within the unified platform. | AI Phishing Coach turns blocked attacks into personalized simulations and coaching. |
AI Governance: Discover usage and reinforce policy
| Adaptive | Abnormal | |
|---|---|---|
| AI and SaaS Discovery | Browser and device visibility into tools and personal-account activity within monitored environments. | Connected email, identity, OAuth, browser, and provider signals support AI discovery. |
| Sensitive-Data Inspection | Inspect prompts and pasted content for sensitive information and policy violations. | AI Governance assesses exposure; request-level controls are described under Employee Guardrails, in Design Partner. |
| Policy Enforcement | Contextual ways to coach, redirect, alert, or block based on the risky behavior and policy violation. | Governance supports policy decisions and outreach; Employee Guardrails describes request-level blocking in Design Partner. |
| AI Adoption Reporting | Usage and adoption reporting by employee, team, department, and tool. | AI-tool adoption, cost, access, and compliance reporting. |
| AI Governance Connection to Risk | AI and shadow IT activity feeds the same employee risk score as training and simulations. | A shared employee risk score combining AI activity, training, and simulation results is not offered. |
Running the program end-to-end
| Adaptive | Abnormal | |
|---|---|---|
| Ongoing Program Automation | Automated delivery, employee syncing, new-hire campaigns, dynamic groups, and follow-up training. | Automated simulation and training delivery calibrated to employee behavior. |
| Connected Employee Risk | Combine training, simulation, email-threat, and AI-usage signals in one unified platform through the corresponding Adaptive products. | Phishing risk scores and trends from training interactions; broader governance has its own risk and usage views. |
| Custom Program Changes | Generate and edit policy-based lessons and configure organization-specific impersonation scenarios. | Attack, Training, and Campaign Creator support prompt-based customization. |
Measurable Results
| Customer-Reported Result | Adaptive Evidence |
|---|---|
| Low Simulation Failure | First State Bank reported a 1% average failure rate. |
| Full Training Participation | Mohonk Mountain House achieved 100% training completion for the first time. |
| Strong Employee Feedback | First State Bank reported an average employee rating of 4.9/5. |
| Connected Program Operations | Nectar uses seven integrations with Adaptive. |
| Highly Rated Implementation and Support | Xenon Health rated its onboarding and customer success experience 10/10. |
Adaptive Security vs. Abnormal Security pricing
Adaptive Security pricing is per seat, with a proposal based on your employee count and selected products. Include optional capabilities, such as voice phishing, when comparing equivalent packages.
For Abnormal Security pricing, request a quote covering the specific products you need: inbound email protection, reported-message triage, AI Phishing Coach, and any AI governance or identity capabilities. Compare the same employee count and contract term.
Look at what it takes to deliver the complete employee experience. Does the proposal cover company-specific content, the simulation channels you need, follow-up training, implementation, and ongoing support? Which AI governance controls can you deploy now?
Evaluate a unified security program across training, email protection, and AI governance. Keep any retained identity, outbound email, or other security services visible in the cost comparison.
Bring your Abnormal renewal or proposal, and we’ll walk through an Adaptive quote showing the products, capabilities, and services included.
FAQ
Why evaluate Adaptive as an Abnormal AI alternative?
Adaptive brings company-specific security awareness training and multichannel impersonation practice together with inbound email protection and AI Governance. Teams evaluating an Abnormal Security alternative can assess the complete program or start with the products that address their immediate needs.
Does Abnormal offer security awareness training?
Abnormal AI Phishing Coach provides personalized simulations, coaching, generated videos, and custom content creation. Adaptive’s comparison focuses on the depth of employee practice, particularly live voice conversations, SMS, executive deepfakes, and coordinated attacks.
How does Adaptive compare with Abnormal AI Phishing Coach?
Adaptive combines editable policy-based lessons with organization-specific simulations across multiple channels. Abnormal AI Phishing Coach connects email threat data to simulations and learning. In a demo, test the same verification procedure and the channels employees must handle.
Can Adaptive replace Abnormal email security?
Adaptive Agentic Email Security can be evaluated for inbound protection and reported-phishing workflows. Test detection, remediation, and operational requirements in your environment. Separately assess any Abnormal identity, outbound, or other services your organization uses.
Does Abnormal have AI governance?
Abnormal lists AI Governance as generally available. Its separate AI Employee Guardrails product is in Design Partner as of October 16, 2026. Adaptive AI Governance combines discovery, prompt and paste inspection, policy responses, and a connection to employee risk and training.
Can we keep Abnormal and use Adaptive for training?
You can retain Abnormal for email protection while using Adaptive for company-specific training and multichannel simulations. Coordinate simulation delivery settings and reporting workflows as part of implementation.
What should we test when comparing Adaptive vs. Abnormal?
Use a company policy, a realistic impersonation scenario, and representative email threats. Then test a sensitive-data interaction with an AI tool. Review the employee experience, administrator controls, response, and follow-up across the products in scope.
Help employees make the right call when a request feels convincing.
Prepare your team to verify urgent requests, challenge impersonations, and handle sensitive information safely. Adaptive brings company-specific training, realistic attack simulations, email protection, and AI governance together in one platform.
See how employees respond to scenarios built around your policies and the people they trust, and where targeted training can help.
As experts in cybersecurity insights and AI threat analysis, the Adaptive Security Team is sharing its expertise with organizations.



