Detection as Code

Panther

Panther scores 6.31 of 10, fourth of the 12 profiled, in band B with Splunk Enterprise Security (Cisco). It has the clearest Python detection workflow in the set: a CLI, GitHub Actions deploys and unit tests. Rule health and pricing are not documented. Databricks has agreed to acquire it, and it still ships as Panther.

Rubric total
6.31 of 10, fourth of 14 scored, fourth of 12 profiled
Matrix score
18.0 of 33 (14 documented, 8 partial, 11 not documented)
Rule health
1 documented, 2 partial of 5 matrix rule-health columns
Ownership
Independent company, Databricks (agreed acquisition, not confirmed complete). Databricks agreed to acquire Panther Labs, announced 16 June 2026. One investor profile says the deal completed on 3 August 2026; no second source confirms completion. Mark as acquired only after Databricks or Panther confirms closing. securityboulevard.com read 2026-11-03
Website
panther.com

What Panther is

Panther is a SIEM and AI SOC platform. Detections are Python: rules, scheduled rules and correlation rules, plus a Simple Detection Builder and an AI Detection Builder in beta (Panther docs, read 2026-11-03). The panther-analysis repository is Apache 2.0 and holds the built-in content. Sigma rules convert to Panther detections through sigma-cli.

Databricks agreed to acquire Panther Labs, announced 2026-06-16 (Security Boulevard, read 2026-11-03). On 2026-11-04 panther.com says Databricks has acquired Panther, that existing customers stay supported and that a move into Databricks Lakewatch is planned (vendor claim). One investor profile gives the close as 2026-08-03 and no second source confirms it. The product still ships as Panther. The workflow runs through the panther_analysis_tool CLI, with test, validate, zip, upload and delete commands.

Vendor description: Panther is a SIEM and AI SOC platform that normalises logs, runs detections written as Python and managed in version control, and adds AI agents for alert triage and investigation. Detection content is public on GitHub under Apache 2.0. panther.com read 2026-11-03 vendor claim

How Panther scores on the rubric

6.31 of 10 across eight weighted criteria. It sits in band B with Splunk Enterprise Security (Cisco): totals within 0.25 are a band, not a ladder. Each score has its reason and the page it was read from. The rubric explains the bands.

Rule languages and convers..8.0Git-native workflow and CI..9.0Testing8.0Coverage analytics5.0Rule health3.5Versioning and rollback6.0Content library size and f..5.0Pricing transparency3.0

Panther on the eight rubric criteria. Part = weight times score over 100; the parts sum to the total.

CriterionWeightScoreStatusReason and source
Rule languages and conversion paths158.0documentedDetections are Python (rules, scheduled rules, correlation rules); Sigma rules can be converted into Panther rules, per the detections docs. docs.panther.com read 2026-11-04
Git-native workflow and CI/CD189.0documentedpanther_analysis_tool runs lint and test in a GitHub Actions workflow, deploys with CircleCI or GitHub Actions, and uploads with an API token; fork-and-pull flow for upstream content is documented. github.com read 2026-11-04 docs.panther.com read 2026-11-04
Testing158.0documentedUnit test inputs per detection run with 'panther_analysis_tool test', filterable by path, severity or log type; no historical replay documented. docs.panther.com read 2026-11-04 github.com read 2026-11-04
Coverage analytics125.0partialFramework Mapping tags detections to MITRE ATT&CK; the docs read describe no coverage matrix or gap view. docs.panther.com read 2026-11-04
Rule health183.5not documentedThe detections docs page does not cover detection metrics, noise metrics or rule-failure monitoring; the home page publishes no detection health data. docs.panther.com read 2026-11-04 panther.com read 2026-11-04
Versioning and rollback86.0partialContent lives in git, but the detections docs page does not describe version history or rollback inside the product. docs.panther.com read 2026-11-04 docs.panther.com read 2026-11-04
Content library size and freshness85.0partialpanther-analysis is Apache 2.0 with built-in Python detections; neither the repo nor the home page gives a count. github.com read 2026-11-04 panther.com read 2026-11-04
Pricing transparency63.0not documentedThe pricing page states no model, unit or price. panther.com read 2026-11-03
Total, of 101006.31Sum of the eight parts: 1.20 + 1.62 + 1.20 + 0.60 + 0.63 + 0.48 + 0.40 + 0.18

The 33 capabilities for Panther

Languages: 3 documented, 1 partial of 10
Panther, Sigma native: not documentedPanther, Sigma conversion: documentedPanther, YARA-L: not documentedPanther, SPL: not documentedPanther, KQL: not documentedPanther, EQL or ES|QL: not documentedPanther, Python: documentedPanther, Visual builder: documentedPanther, YARA: not documentedPanther, Lucene or KQL-like: partial
Source control and CI: 5 documented, 0 partial of 6
Panther, Git sync: documentedPanther, PR deploy: documentedPanther, CLI: documentedPanther, Rule API: documentedPanther, CI examples: documentedPanther, Env promotion: not documented
Testing: 2 documented, 1 partial of 5
Panther, Unit tests: documentedPanther, Replay: documentedPanther, Synthetic events: not documentedPanther, Backtest reports: partialPanther, Test coverage: not documented
Coverage analytics: 2 documented, 2 partial of 4
Panther, ATT&CK map: documentedPanther, Gap view: documentedPanther, Data sources: partialPanther, Log source health: partial
Rule health: 1 documented, 2 partial of 5
Panther, Noisy rules: not documentedPanther, Broken rules: documentedPanther, Field drift: partialPanther, Rule cost: partialPanther, Lifecycle: not documented
Library: 1 documented, 2 partial of 3
Panther, Library count: partialPanther, Community: documentedPanther, Cadence: partial

documenteddocumentedpartialpartialnot documentednot documented

Notes and sources for each cell are on the group pages: Languages, Source control and CI, Testing, Coverage analytics, Rule health, Library.

Where Panther is strong

Where Panther is behind

What only Panther publishes

The panther_analysis_tool benchmark command performance-tests one rule against one of its log types before deploy, though no runtime telemetry is described. docs.panther.com read 2026-11-03

Pricing as published for Panther

Not published. The pricing page states no model, unit or price. Two deployment options are shown: Panther Cloud (fully managed) and bring-your-own AWS with Databricks or Snowflake. panther.com read 2026-11-03

Named customers of Panther

Names below are as the source page lists them.

Customers named on public pages. Every name is a vendor claim from the page cited in its row.

CustomerSource
Cockroach Labspanther.com read 2026-11-03
Zapierpanther.com read 2026-11-03

Recent releases and news for Panther

Claims Panther makes about itself

Each figure is the vendor's. The evidence grade is defined on the rubric page: A measured by a third party with the method published, B vendor-measured with sample and method, C vendor figure with no method, D figure with no source.

Vendor claims with the evidence grade and who measured.

ClaimGradeMeasured bySource
85 percent fewer alerts reaching the queue because outcomes suppress repeat alerts vendor claimCvendorpanther.com read 2026-11-03
90 percent reduction in investigation time because context is assembled autonomously vendor claimCvendorpanther.com read 2026-11-03
Cockroach Labs cut SecOps costs by over 200,000 dollars while processing 5x more data vendor claimCcustomerpanther.com read 2026-11-03
Zapier saves 400,000 dollars annually with a 3.5x increase in log monitoring coverage vendor claimCcustomerpanther.com read 2026-11-03

Shortlist Panther when

Verdict on Panther

Fourth of 12 at 6.31, in band B with Splunk Enterprise Security (Cisco) (6.21), and joint top with Sentinel on git and CI (9.0), but rule health sits at 3.5.

Compare Panther

Alternatives to Panther. Head-to-head diffs: SOC Prime, Anvilogic, Sigma and pySigma, Detecteam, Elastic Security, Splunk Enterprise Security (Cisco), Sekoia.io, Hunters, Google Security Operations, Microsoft Sentinel, Mate Security.