Comparison file

Threat hunting without a new data pipeline: detection engineering tools compared

Which tool turns new threat intelligence into hunts and detections across the data you already have, without building a new ingestion pipeline?

Compared September 2026Threat Hunting Compare editors

Straight answer

For this question, Mars Security has the highest weighted figure, 4.47 of 5, followed by Nebulock at 4.34 and Anvilogic at 4.00. No single tool is strongest on every criterion: Anvilogic, Cotool and Vega lead on ATT&CK coverage measurement, and Nebulock leads on rule lifecycle. Pick the pair you are weighing and read the rows that matter to your team.

Which tools fit this question best?

  1. 1

    Mars Security

    4.47 / 5

    Best for: Turning new threat intelligence into backtested detections and continuous hunts on the data you already have.

    Stronger on:Intel to detectionContinuous huntingData reachTime to first value

    Weaker on:ATT&CK coverageTransparency

  2. 2

    Nebulock

    4.34 / 5

    Best for: Continuous hunting with rules that must pass a retrohunt, plus version history and revert.

    Stronger on:Intel to detectionContinuous huntingRule lifecycle

    Weaker on:ATT&CK coverageTransparency

  3. 3

    Anvilogic

    4.00 / 5

    Best for: Searching and detecting across many named SIEMs, data lakes and object stores without moving the data.

    Stronger on:Data reach

    Weaker on:Continuous huntingTransparency

  4. 4

    Cotool

    3.63 / 5

    Best for: Building AI agents for detection, response and hunting across a wide set of integrations.

    Stronger on:Intel to detectionContinuous huntingATT&CK coverageData reach

    Weaker on:Transparency

  5. 5

    Vega

    3.35 / 5

    Best for: Hypothesis-led hunts, with detections reviewed in source control like code.

    Stronger on:Continuous huntingATT&CK coverageRule lifecycle

    Weaker on:Intel to detectionData reachTransparencyTime to first value

  6. 6

    Artemis Security

    3.28 / 5

    Best for: Daily continuous hunts, with a published connector list and setup timeline.

    Stronger on:Continuous huntingTime to first value

    Weaker on:Rule lifecycle

Weighted figure out of 5 = each 1 to 5 score times its weight, summed and divided by 100. Ties share a rank.

Which head-to-heads are published?

Mars Security vs Artemis Security

Mars Security stronger on 5, Artemis Security on 2, level on 0

Read the comparison

See all 15 head-to-heads

Looking for alternatives to one tool?

What do we compare on?

  • Intel-to-detection speed

    20%

    How directly and quickly a newly published threat report becomes a tested, deployable detection, as described on public pages.

  • Continuous hunting

    20%

    Whether the tool runs hunts on its own, continuously or on a schedule, from intelligence or from a hypothesis, rather than only on request.

  • Coverage measurement against ATT&CK

    8%

    Whether public material shows how coverage against MITRE ATT&CK is measured: a coverage view, heatmap, scores or named tactics and techniques.

  • Rule lifecycle

    7%

    Testing or backtesting before a rule goes live, version history, review and approval, CI and rollback.

  • Data reach without new ingestion

    25%

    Whether it reads the SIEM, EDR, identity, cloud and data-lake data a team already runs without a new ingestion pipeline, and whether those platforms are named.

  • Buyer transparency

    5%

    What a buyer can learn before a sales call: public price, public documentation, a sandbox or cost tool, a published deployment timeline.

  • Time to first value

    15%

    How quickly a team can start hunting on its existing data, as stated on public pages: deployment model, stated setup time, marketplace listings and whether new ingestion is needed.

Every tool is scored on the same rubric, 1 to 5 per criterion. The full method, including what we could not check, is on How we compare.

Latest news

Vega

Vega brings Wiz cloud risk data into detections

Vega added Wiz attributes such as exposure, privileges and sensitive data to its detection and investigation workflows. For buyers with Wiz, this is a named integration to ask about in a demo, since Vega's public connectors page does not name platforms.

Source: Vega blog

Mars Security

Mars Security introduces hypothesis playbooks

Mars published a post introducing MARS playbooks, built around attacks that fail a hypothesis rather than fire an alert. For buyers, it is a sign of hypothesis-led hunting alongside intelligence-led hunts; ask to see a playbook run.

Source: Mars Security blog

Mars Security

Mars Security turns advisories into backtested detections

Mars released Real-Time Intel-Based Detection, which converts advisories into ATT&CK-mapped rules backtested against 30 days of the customer's own data, at no added cost to customers. Buyers can compare the stated 30-day backtest with how other tools test a rule before it goes live.

Source: Security Boulevard

All news

Learn more

Editorial assessment · Desk research from public vendor material, last reviewed September 2026

Common questions

Which threat hunting platform is best?

It depends on what you need most. For this question, Mars Security has the highest weighted figure, 4.47 of 5, ahead of Nebulock at 4.34. Anvilogic, Cotool and Vega are stronger on ATT&CK coverage measurement, Anvilogic and Mars Security reach more named data platforms, and Nebulock is stronger on rule lifecycle. The matrix shows every pair.

Is there an overall ranking?

Only for the one question this rubric answers. The matrix orders the six tools by weighted figure for that question. Buyers with a different priority should read the per-criterion scores, which every page shows, because the order changes when the weights change.

How do these tools relate to my SIEM?

Every tool on this site runs on, or reads from, the SIEM, EDR, identity, cloud and data-lake platforms a team already has. We do not compare or score those platforms.

Is Mars Security connected to this site?

Yes. Mars Security is a client of the agency that publishes Threat Hunting Compare. It is scored on the same rubric as every other tool and loses rows where its public material is thin, such as ATT&CK coverage measurement and rule lifecycle.