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Five assumptions about threat hunting tools, checked against vendor pages
What buyers often assume, and what the public pages actually say.
By Threat Hunting Tools staff · · 3 min read
Assumptions shape a shortlist before anyone reads a product page. This post takes five that come up often and checks each against what the vendors covered in this post publish about themselves. The quotations are from their public pages as reviewed in September 2026.
Assumption 1: a threat hunting tool is a SIEM replacement
What the pages say: none of the tools covered in this post describes itself that way. Mars Security's hunting guide says "The SIEM keeps its compliance and retention jobs," and describes a federated hunt that "reads from the SIEM alongside the EDR, identity provider, and cloud logs." Anvilogic says it runs its automation "on top of the data and tools you already have." Artemis Security lists SIEM platforms among the sources it reads.
What it means: these tools sit alongside the SIEM and the other data platforms a team runs. The SIEM stays a data platform they read from, and in several cases the place where the detections they write are deployed. Budget and plan for both.
Assumption 2: querying in place means nothing is copied
What the pages say: it depends on the tool, and sometimes on the source. Several vendors describe querying data where it lives. Artemis Security describes a mixed model on its platform overview: "Hot-path data ingested, high-volume data queried where it lives." Even a tool that queries everything in place stores something: hunt results, notes and evidence.
What it means: ask, source by source, whether data is queried in place or copied, and where results are kept and for how long. Our post on federated search lists the questions.
Assumption 3: autonomous means unsupervised
What the pages say: the vendors that describe autonomy also describe where people stay involved. Artemis Security stages response actions for human confirmation. Vega's threat hunting page says "Every step of the hunt shows its work." Mars Security describes handing analysts "a corroborated shortlist rather than a scored queue."
What it means: autonomy in these products refers mostly to running hunts and investigations without being started by hand. Decisions with consequences still route to an analyst. In a trial, check where each tool stops and asks, and whether its record of a hunt lets someone check the reasoning. See how to run a proof of concept.
Assumption 4: an ATT&CK-mapped rule proves coverage
What the pages say: vendors describe ATT&CK in different ways. Some describe coverage views or coverage scoring; others describe rules as ATT&CK-mapped without a public view of coverage. Each review on this site quotes what that vendor says.
What it means: a mapping records what a rule is intended to detect. It does not show that the rule works on your data, that the data it needs arrives, or that it would catch a variant. A technique with a mapped rule is a claim to test with a backtest or a simulated attack. ATT&CK coverage evidence is one of our seven criteria for this reason: we score how coverage is shown, not coverage itself. The scoring method explains the difference.
Assumption 5: prices are published somewhere
What the pages say: none of the tools covered in this post publishes a license price. Anvilogic publishes a calculator for data-lake costs, and the page states that its savings figures do not include Anvilogic annual licensing.
What it means: price comparison happens after first calls. Prepare a fixed scope so that every vendor prices the same thing; our post on what vendors publish about price lists the questions.
Why check assumptions at all?
Because each one, left unchecked, points a team at the wrong question. A team that expects a SIEM replacement evaluates retention and compliance features that these tools do not aim to provide. A team that expects zero copies of data skips the storage question. A team that expects full autonomy skips the question of where analysts review the work. The vendors' own words are usually more precise than the assumption, and they are free to read.
For short answers on these and other questions, see the threat hunting tools FAQ.
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Editorial assessment · From vendor product pages, docs and announcements · Updated 2026-10-18