Security Operations
AI SOC tools that triage the queue, not just summarize it (2026)
A 2026 shortlist of agentic and AI-native SOC platforms for hunt, triage, and response. Public docs, not a bake-off.
Expertise: Security Operations · Level: Intermediate · 18 min read
A verdict without the query is just another alert.
The queue is the job. Alert volume keeps growing, and a copilot that restates the last twenty tickets in nicer English has not closed a case. An agent that auto-closes one without showing the query it ran has just hidden a miss. That is the hole this shortlist is for.
Vega’s No Black Boxes post puts the same failure in first-party language: if the verdict arrives without the questions, the queries, and the evidence, the analyst spends the next hour reconstructing the work. We cite that as vendor writing, not as a community thread. Vega has no public Hacker News thread we could quote.
Six tools. One young agentic post-SIEM, one hyperscaler copilot, an open-source SOAR, a case-management platform that left AGPL, an open-core AIOps queue, and a hidden-gem AI analyst. Public docs and live threads. For the ingestion-tax problem, see the SIEM alternatives shortlist. This page is the Security Operations queue.
Technical check: we cross-check first-party product pages, GitHub licenses, public pricing notes, and live HN and Stack Exchange threads. Rank is a technical recommendation, not a recap of other lists, and not a lab bake-off.
| Tool | Best for | License |
|---|---|---|
| Vega | Federated hunt and transparent triage | Commercial |
| Microsoft Security Copilot | Copilot on Microsoft Security | Commercial (SCU or E5 inclusion) |
| Shuffle | Open-source SOAR workflows | AGPLv3 backend, MIT apps |
| TheHive | Collaborative case management | Commercial freemium (TheHive 5) |
| Keep | Open-source alert correlation | MIT + Enterprise AIOps |
| Dropzone AI | Autonomous alert investigation | Commercial |
Vega
Best for federated hunt and transparent triage
Vega calls itself the first agentic cyber defense platform and greets visitors with “Welcome to the Post-SIEM Era.” The Security Analytics Mesh queries data where it already lives: object storage, lakes, and leftover SIEMs. Hunting, detection, and triage run as one loop. Headless via MCP if you want agents without the console.
Key features
- Security Analytics Mesh: natural language, KQL, or MCP against sources in place
- Agentic hunting, detection skills, and triage in one notebook-style investigation
- Every question, query, and evidence trail is meant to stay visible
- No-ingestion pitch: the public site claims up to 82% lower cost than legacy SIEM
Why we like it
The interesting claim is architectural. Most AI SOC tools summarize what a SIEM already ingested. Vega’s public pages refuse that tax and still show the work. If you are leaving a SIEM because half the data never landed, that is the job.
Limits
Founded in 2024. Young. Not a drop-in EDR, not an endpoint agent, and not a case-management desk. There is no public list price. There is no HN thread to quote. You still need something that sees endpoints and something that tickets the close.
License
Commercial. Sales-priced. The cost claim is Vega’s, not ours.
Microsoft Security Copilot
Best for a copilot already sitting in Defender, Sentinel, Entra, Intune, and Purview
Security Copilot is the hyperscaler on this list. Standalone chat plus embedded agents in Microsoft Security. It summarizes incidents, drafts KQL, and now ships phishing-triage and posture agents. It is a copilot on a stack you already paid for. It stays inside the Microsoft tenant.
Key features
- Embedded agents in Defender, Entra, Intune, and Purview
- Natural-language hunt and KQL generation on Sentinel and Defender data
- Promptbooks, partner plugins, and community-built agents
- E5 and E7 inclusion: 400 SCUs per month per 1,000 seats, cap 10,000
Why we like it
If the tenant is already Microsoft-heavy, this is the copilot that sees the same incidents the analysts already open. You do not migrate a lake to try it. The honest job is guidance and first-pass triage inside that console.
Limits
It inherits Microsoft’s gravity. Non-Microsoft telemetry needs plugins. SCU burn is easy to miss; the 2023 HN thread already joked about report spam, and later comments mention surprise Azure invoices. It will not query data that never landed in the tenant.
License
Commercial. Provisioned SCUs billed hourly, overage billed on use. Microsoft’s pricing FAQ works an example at $4 per provisioned SCU-hour and $6 per overage SCU. E5 and E7 customers get a monthly inclusion pool. We did not restate that dollar figure anywhere else on this page.
Shuffle
Best for an open-source SOAR you can actually run
Shuffle is a general-purpose security automation platform with a visual workflow editor and an OpenAPI app creator. Self-host it, use the cloud, or run hybrid agents. It is SOAR. The loop you get is the loop you draw.
Key features
- Workflow editor plus premade apps for common security tools
- Build new apps from OpenAPI specs
- Org and sub-org control aimed at MSSPs
- Optional hybrid sharing with shuffler.io; Orborus distributes executions
Why we like it
Most AI SOC pitches skip the glue. Shuffle is the glue: webhook in, enrich, ticket, contain. The README is explicit about MSSP tenancy and about the license split. You can read the backend. That is rarer than another copilot slide.
Limits
You author the playbooks. There is no autonomous investigator hiding in the default install. The two Shuffle stories on HN have no comment thread, so we are not inventing one. Cloud and on-prem still need someone who understands the actions those workflows fire.
License
Shuffle backend is AGPLv3. Workflows, docs, apps, and the App SDK are MIT. Self-host from the public repo, or register on shuffler.io for cloud.
TheHive
Best for collaborative cases, observables, and Cortex responders
TheHive is still the case desk a lot of CERT and CSIRT teams learned on: alerts in, cases out, MISP for intel, Cortex for analyzers and responders. TheHive 5 is the live product. TheHive 3 and 4 are end of life, and the GitHub repo is an archive that says the current line is commercial.
Key features
- Alert triage, case tasks, observables, and timelines in one workspace
- Cortex analyzers and responders; 300+ integrations on the current site
- MISP import and export; MITRE ATT&CK mapping on alerts
- Multi-tenant orgs; on-prem, SaaS, or IaaS images
Why we like it
AI SOC tools still dump work into a case. TheHive is that case. Multi-party investigations, PAP on observables, and a report at the end are the parts copilots skip. Pair it with Shuffle or Cortex if you want the actions attached.
Limits
Do not call current TheHive open source. StrangeBee moved TheHive 5 to a freemium private-source model. Community is free for limited use. Gold, Platinum, and MSSP are paid. TheHive 4 support ended 31 December 2022. It is not an agentic hunter.
License
TheHive 5: commercial freemium from StrangeBee. Older 3.x/4.x code was AGPL-3.0 and is no longer distributed.
Keep
Best for a single pane of glass over messy alerts
Keep is GitHub Actions for monitoring tools: YAML workflows, bidirectional providers, dedup, enrichment, and a single alert UI. The README lists 100-plus integrations. AI-powered correlation and summarization sit on the Enterprise side. Elastic completed the acquisition in May 2025. The public repo is now community-maintained.
Key features
- Dedup, correlation, filtering, and enrichment across observability and IRM tools
- YAML workflows with triggers, steps, and actions (Jira, Slack, restarts)
- Self-host with Docker or Kubernetes; cloud and Enterprise options
- SSO and RBAC on the Enterprise-ready list; MIT for the public tree
Why we like it
SOC noise is often just IT noise with a worse SLA. Keep is honest about that job: collapse the muted Slack channels into something you can slice. The Launch HN thread is the live argument, including the open-core call-out the founders answered in public.
Limits
This is AIOps first, SOC second. It will not hunt across a SIEM you never connected. The ee/ tree is not MIT. After Elastic, the maintainers said they review community PRs rather than drive a product roadmap. We could not confirm a current public dollar price for the cloud tier.
License
MIT for content outside ee/. The Enterprise directory uses a separate license. Cloud and Enterprise are commercial.
Dropzone AI
Best for an autonomous analyst that queries the stack you already have
Dropzone is the hidden gem on this list: an agentic SOC that investigates alerts end to end across SIEM, EDR, identity, and email via API. No data lift. The site says the AI SOC Analyst shows the evidence behind each verdict and publishes an 85% cut in investigation time as a customer figure. AI Threat Hunter is listed as available; a threat-intel analyst is dated Fall 2026.
Key features
- AI SOC Analyst: end-to-end investigation with a visible evidence trail
- AI Threat Hunter: hypothesis-driven hunts across SIEM, EDR, and cloud
- 90+ integrations; queries tools the way an analyst would, over API
- Self-guided demo. The company page lists 300+ deployments and $57.4M raised
Why we like it
It occupies the same job as a junior analyst without asking you to become a Microsoft shop or to ingest a lake into Vega. The “verify it, don’t just trust it” line on the public site is the right default. We still want to see the queries.
thehgtech wrote it in February 2026: “If an LLM hallucinates and auto-closes a critical alert as a false positive, the human fallback mechanism (the L2/L3 analyst) never even sees the log.” That is the failure mode any closer on this list has to survive, Dropzone included.
Limits
Commercial, sales-quoted. Older briefs listed a $36,000 starting package; that public floor is gone in 2026 third-party writeups, and we could not find a current first-party price list. Founded in 2023, three months after ChatGPT’s public beta. Not an EDR. No HN thread of its own. You still own the close.
License
Commercial. Contact sales. We are not repeating a dollar figure we cannot confirm on a live first-party page.
What the internet thinks about AI SOC
Live threads. We quoted the argument, not the score.
Hacker News
“Infosec is already a discipline plagued with tools that are useless at best and harmful at most when users don’t have background knowledge into what they’re securing. Hopefully there will still be enough people who do know what they’re doing to notice when the AI says the wrong thing confidently.”
ofjcihen, 24 Oct 2023, on the Register story about Security Copilot early access. The copilot still needs a reviewer who can tell a wrong KQL from a useful one. We linked the other HN comment in the Dropzone entry; this one stays text.
Stack Overflow
“When Elastic detects an ‘incident’, I want to send this to XSOAR and trigger a specific playbook. It looks to me like an XSOAR connector is not built in to Elastic, so I would use a custom webhook.”
knokej, 28 Jan 2025. Detection and response still have a glue problem. That is the job Shuffle and TheHive actually take.
Information Security
“Incident Response is a collection of steps taken to determine if a system was impacted, how bad it was impacted, and what all access the attackers obtained, files touched, etc. This means, that IR is highly ad-hoc based on the situation.”
WitheredForest answering a TheHive automation question, 31 Jan 2019. The asker had just been told TheHive would not fully automate IR. The answer still holds: playbooks cover the similar cases. Judgment covers the rest.
FAQs
Is Vega a SIEM or an EDR?
Neither, on their own pages. Vega markets a post-SIEM agentic platform on a Security Analytics Mesh: query data where it lives, then hunt, detect, and triage. Founded 2024. It does not ship an endpoint sensor. You still need EDR and a case desk.
Is TheHive still open source?
The live product is not. TheHive 5 is StrangeBee commercial freemium. TheHive 3 reached end of life on 31 December 2021 and TheHive 4 end of support on 31 December 2022. The GitHub repository is archived and points at the commercial line. Older trees were AGPL-3.0.
Does Shuffle or Keep replace an AI SOC analyst?
No. Shuffle is a SOAR you program. Keep is an alert-management and workflow layer, with AI correlation on Enterprise. They shrink the queue and fire the actions. They do not independently investigate a novel compromise unless you built that path.
Is this a scored bake-off?
No. Order is editorial. We did not sit in these consoles or assign points. A tool is here if it has a public product page, a clear license or price shape, and a job on the 2026 AI SOC queue: hunt, triage, or response.
