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Models side by side

AI SOC analyst vs MDR: which model fits your SOC?

The short answer

An AI SOC analyst platform is software your team runs; MDR is a service in which a provider's analysts work the queue. Choose by staffing: the software needs people who own decisions, while MDR sells those people. Teams with a day shift and no night shift often combine them.

By The Triage Desk · AI Cyber Compare · Published 2026-10-08

Desk research from public vendor pages: vendor facts read September 2026, updated 2026-10-13. Editorial reading of what vendors publish; we did not run the products and did not interview vendors.

How do the two models divide the work?

RowAI SOC analystMDR
What you buySoftware. Your team stays accountable for the queue; the platform does the first pass on every alert.People and process from a provider, delivered on a contract, usually with the provider's tooling or access to yours.
Who decidesThe agent reaches a verdict with evidence. Your team decides how far it may act alone: suggest, act after approval, or act on trusted categories.The provider's analysts work the queue. The contract sets which actions they may take and which they escalate to you.
Fits when
  • The long tail of alerts, each needing different lookups, is where analyst time goes.
  • You have analysts who can review verdicts and own the decisions.
  • Playbook upkeep has become a job of its own.
  • You have no analysts, or too few to cover nights and weekends.
  • You want a contract that names who responds, and how fast.
  • Your team prefers to own decisions on escalations rather than the whole queue.
Strains when
  • Nobody is available to review or approve what the agent proposes.
  • Your rules require a fixed, pre-approved response for every case.
  • Your alert sources are not among the integrations the vendor supports.
  • You want your own team to build knowledge of your environment.
  • You need to see every step of how a verdict was reached.
  • Your environment is unusual and the provider's standard process fits it poorly.

AI SOC analyst platform

Work strip for AI SOC analyst platform: Triage, AI agent; Investigate, AI agent; Respond, shared; Tune, shared; Nights and weekends, AI agent.TriageAI agentInvestigateAI agentRespondSharedTuneSharedNights and weekendsAI agent

Managed detection and response (MDR)

Work strip for Managed detection and response (MDR): Triage, provider's analysts; Investigate, provider's analysts; Respond, shared; Tune, provider's analysts; Nights and weekends, provider's analysts.TriageProvider's analystsInvestigateProvider's analystsRespondSharedTuneProvider's analystsNights and weekendsProvider's analysts
  • Your analysts
  • Rules you write
  • AI agent
  • Provider's analysts
  • Shared
  • Not described

Stages where they differ:

  • Triage: AI SOC analyst AI agent, MDR provider's analysts
  • Investigate: AI SOC analyst AI agent, MDR provider's analysts
  • Tune: AI SOC analyst shared, MDR provider's analysts
  • Nights and weekends: AI SOC analyst AI agent, MDR provider's analysts

When would you choose AI SOC analyst, and when MDR?

Choose AI SOC analyst if:

  • Your analysts can review verdicts and approve actions.
  • You want knowledge of your environment to stay in-house.
  • You want to read every step of a verdict.

Choose MDR if:

  • You have no analysts, or none at night.
  • You want a contract that names who responds.
  • You prefer to own escalations rather than the whole queue.

Which profiled vendors cover each model?

AI SOC analyst

MDR

Vendors that cover both: 7AI, Artemis Security, Exaforce and Prophet Security.

Model definitions are general descriptions of each category. MDR providers and SIEM copilots have lighter profiles built from vendor pages read in October 2026; they are not in the fact table, fit finder vendor list or pair pages, which compare the thirteen AI SOC and SOAR products on the same 11 capabilities.

Asked often about this page

Which is better, AI SOC analyst or MDR?

Neither in general. An AI SOC analyst platform is software your team runs; MDR is a service in which a provider's analysts work the queue.

Can one vendor do both?

In our profiles, Prophet Security and 7AI sell AI SOC software with optional services in which their own people work the queue.

Which profiled vendors cover both?

7AI, Artemis Security, Exaforce and Prophet Security cover both in our profiles.

Read next

AI SOC analystHow the AI SOC analyst model works.MDRHow the MDR model works.Fit finderFive questions that order the models by your answers.Which modelThe decision guide for all four models.