Q4 2026 technology shortlists

Find Technologies Worth Evaluating

Explore recommended starting options, supporting evidence and the fit with your environment.

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Selection approach

How we select options.

We review established platforms and specialist technologies, relevant analyst evaluations, customer-review sources and documented capabilities. We consider existing coverage, architecture, integrations, data protection, ownership, operating effort and value.

The shortlists are Cybersafer recommendations, not an ordered analyst ranking. A Leader designation applies to the named report and market. Peer Insights listings and vendor announcements provide different kinds of evidence. Full licensed analyst reports were not accessed for this review.

Research reviewed October 6, 2026. The planned review date is January 5, 2027. Material changes to availability, ownership or capabilities can require an earlier review.

Recommended shortlists

Starting options by problem.

Shadow AI · SSE/SASE · CASB · Secure Web Gateway

Discover Employee AI Use

AI tools can enter everyday work without IT approval, leaving data use and access outside established controls.

Start with Shadow AI discovery and access controls that reveal use and help employees move to approved tools.

Outcome to work toward: An inventory of observed AI use, prioritized exposures and clear access decisions.

Recommended starting shortlist

Netskope One
Zscaler AI Access Security
Palo Alto Networks Prisma Access

Why these options?

All three vendors have verified Leader recognition in Gartner’s 2026 Security Service Edge report. This supports an SSE shortlist; coverage for individual AI tools must be tested.

Discuss fit or request a demo →

DLP for AI · Data classification · Browser controls

Protect Data Shared With AI

Prompts and uploads can contain customer records, confidential documents or source code.

Start with DLP for AI to warn, block or restrict sensitive sharing through supported browsers, devices and applications.

Outcome to work toward: Tested rules for sensitive data, approved ways to use AI and fewer uncontrolled sharing paths.

Recommended starting shortlist

Netskope One DLP
Zscaler Data Security
Microsoft Purview

Why these options?

Netskope and Zscaler have Gartner SSE Leader recognition. Microsoft Purview is included for documented AI DLP capabilities and Microsoft environment fit. This is Cybersafer’s DLP shortlist, not an analyst-ranked top three.

Discuss fit or request a demo →

DSPM · Data discovery · Access governance

Find Inappropriate AI Data Access

Sensitive information and excessive permissions can become harder to see as assistants and retrieval systems connect to more repositories.

Consider DSPM and data-access analysis to locate sensitive information, prioritize exposure and guide remediation.

Outcome to work toward: A prioritized view of sensitive-data exposure and an agreed plan to reduce inappropriate access.

Recommended starting shortlist

Varonis
Veeam Securiti AI
Theom

Why these options?

Varonis is a Leader in Forrester’s Data Security Platforms Wave, Q1 2025. Veeam Securiti AI and Theom have Leader recognition in GigaOm’s 2026 DSPM Radar. These are related evaluations with different scopes.

Discuss fit or request a demo →

Non-Human Identity · Agent identity · Least privilege · Runtime authorization

Give agents defined authority.

Connected agents can retrieve records, change information and trigger processes. Excessive or shared permissions make actions harder to control and attribute.

Evaluate agent and non-human identities, delegated permissions, secrets management and runtime authorization.

Outcome to work toward: Named owners, scoped access, traceable actions and approval requirements for consequential changes.

Recommended starting shortlist

Microsoft Entra
Okta
CrowdStrike Falcon Next-Gen Identity Security

Why these options?

Microsoft and Okta are Leaders in Forrester’s Workforce Identity Security Platforms Wave, Q2 2026. CrowdStrike is a Leader in GigaOm’s 2026 ITDR Radar. These adjacent identity evaluations inform the shortlist; they do not rank agent identity products.

Discuss fit or request a demo →

MCP Gateway · API controls · Delegated authority

Control AI Tool Access

An approved agent can still call an inappropriate tool or pass more data than a task requires.

Evaluate MCP access controls and runtime authorization at the points where agents invoke tools and APIs.

Outcome to work toward: An approved tool inventory, enforced access decisions and records of sensitive tool calls.

Recommended starting shortlist

Cloudflare MCP server portals
PlainID runtime authorization

Why these options?

This emerging-category shortlist is based on documented capabilities. A comparable analyst ranking was not verified. Identity, tool and parameter coverage must be assessed in your environment.

Discuss fit or request a demo →

AI red teaming · AI-SPM · AI Gateway · Runtime protections

Test and Protect AI Systems

Prompt injection, inappropriate data access and vulnerable components can undermine an otherwise useful AI application.

Evaluate AI security testing, posture management and runtime controls against your application, models and tools.

Outcome to work toward: Clear release criteria, documented findings and protections tested against your use case.

Recommended starting shortlist

Palo Alto Networks Prisma AIRS
Cisco AI Defense
Zscaler AI Protect

Why these options?

This is Cybersafer’s capability-based shortlist for evaluation. Public vendor guidance and Gartner Peer Insights listings provide supporting evidence; Peer Insights is customer-review information, not an analyst Leader ranking.

Discuss fit or request a demo →

AI detection and response · Runtime protections · Continuous evaluation

Monitor and Respond to AI

Models, tools and permissions change after launch. Unsafe actions and data exposure can emerge during normal operation.

Evaluate runtime monitoring and response alongside quality evaluation, service monitoring and incident procedures.

Outcome to work toward: Visibility into supported AI activity, tested alerts and containment paths, and clear response ownership.

Recommended starting shortlist

CrowdStrike Falcon Guardian
Palo Alto Networks Prisma AIRS
Cisco AI Defense

Why these options?

The AI-runtime shortlist is based on documented capabilities. CrowdStrike’s separate GigaOm ITDR recognition supports identity security, not a ranking of Falcon Guardian. Verify runtime coverage, response behaviour and availability.

Discuss fit or request a demo →

AI lifecycle · AI governance · AI TRiSM · Decision evidence

Keep AI Accountable at Scale

A successful launch needs continuing ownership, review and evidence as business requirements and AI systems evolve.

Consider AI lifecycle governance to connect inventories, risk assessments, approvals and ongoing oversight.

Outcome to work toward: Clear ownership, reusable decision evidence and a review cycle tied to business value.

Recommended starting shortlist

IBM watsonx.governance
ServiceNow AI Control Tower
Truyo

Why these options?

IBM, ServiceNow and Truyo have verified Leader recognition in Gartner’s 2026 Magic Quadrant for AI Governance Platforms. Governance platforms complement technical enforcement and operational monitoring.

Discuss fit or request a demo →

Sources

Evidence behind the recommendations.

Netskope ↗

Netskope — Gartner SSE and SASE, 2026

Vendor-hosted report access; Netskope identifies itself as a Leader in both reports. The SSE assessment covers a broader market than DLP alone.

Zscaler ↗

Zscaler — Gartner SSE, July 29, 2026

Vendor-hosted report access confirms Zscaler as a Leader in SSE. This is not a standalone DLP ranking.

Palo Alto Networks ↗

Palo Alto Networks — Gartner SSE, July 29, 2026

Vendor-hosted report access confirms Leader positioning for Palo Alto Networks in SSE.

Microsoft Purview ↗

Microsoft Purview — supported AI data controls

Product documentation describes supported browser and endpoint DLP controls. This is capability evidence, not an analyst Leader designation for DLP.

Netskope One DLP ↗

Netskope One DLP — product capabilities

Product documentation describes data-loss prevention capabilities. Verify the supported applications, devices and traffic paths for the client.

Zscaler AI Access Security ↗

Zscaler AI Access Security — product capabilities

Product documentation describes AI discovery, access controls and inline DLP for sensitive prompts.

Varonis ↗

Varonis — Forrester Data Security Platforms, Q1 2025

Vendor report summary confirms Leader designation. This is a data security platform evaluation, not a ranking of standalone DLP products.

Veeam Securiti AI ↗

Veeam Securiti AI — GigaOm DSPM Radar, 2026

Vendor summary confirms Leader and Fast Mover designations in the 2026 DSPM Radar.

Theom ↗

Theom — GigaOm DSPM Radar v3, 2026

Vendor summary confirms Leader and Outperformer designations in the DSPM Radar.

Microsoft Entra ↗

Microsoft Entra — Forrester Workforce Identity, Q2 2026

Microsoft reports Leader recognition in Workforce Identity Security Platforms. This adjacent-market recognition does not rank agent identity products.

Okta ↗

Okta — Forrester Workforce Identity, Q2 2026

Vendor-hosted report access confirms Leader designation in workforce identity. Agent-specific coverage needs separate evaluation.

CrowdStrike ↗

CrowdStrike — GigaOm ITDR Radar, 2026

Vendor-hosted summary confirms Leader and Fast Mover designations in identity threat detection and response; it identifies coverage for human, non-human and AI identities.

Cloudflare ↗

Cloudflare — AI and MCP access controls

Product information distinguishes workforce controls, model gateways and MCP server portals. This is capability evidence, not a comparative analyst ranking.

PlainID ↗

PlainID — gateway runtime authorization

Capability announcement describes user-and-agent authorization through API, AI and MCP gateways. Confirm supported integrations and release availability.

Palo Alto Networks Prisma AIRS ↗

Palo Alto Networks Prisma AIRS — deployment guidance

Vendor design guidance supports evaluation of AI runtime security deployment. It does not establish a comparative AI security ranking.

Cisco AI Defense ↗

Cisco AI Defense — Gartner Peer Insights listing

Peer Insights is a customer-review directory, distinct from Gartner analyst research. Listing does not establish Leader status or endorsement.

Zscaler AI Protect ↗

Zscaler AI Protect — application and runtime controls

Product information describes discovery, testing and runtime controls. Verify individual feature availability and supported deployment paths.

CrowdStrike Falcon Guardian ↗

CrowdStrike Falcon Guardian — agent lifecycle protection

Product information describes agent discovery, identity and runtime response. This is capability evidence, not an analyst ranking of AI runtime products.

IBM ↗

IBM — Gartner AI Governance Platforms, 2026

Vendor summary confirms IBM as a Leader in the inaugural 2026 report; the Gartner report was published June 16, 2026.

ServiceNow ↗

ServiceNow — Gartner AI Governance Platforms, June 16, 2026

Vendor-hosted report access confirms Leader recognition in AI Governance Platforms.

Truyo ↗

Truyo — Gartner AI Governance Platforms, June 16, 2026

Vendor-hosted report access confirms Leader recognition in AI Governance Platforms.

Forrester AEGIS ↗

Forrester AEGIS — control-to-technology guidance

Public analyst guidance supports mapping control needs to technologies and checking existing coverage before purchasing.

Gartner AI TRiSM ↗

Gartner AI TRiSM — continuous governance

Public analyst guidance supports continuous monitoring, validation and enforcement across the AI lifecycle.

Analyst designations describe the named research. They do not guarantee suitability, endorse Cybersafer or establish a universal top three.

Find Technologies That Fit

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