Anvilogic vs Panther
Anvilogic totals 5.48 and Panther totals 6.31 on the 10 point detection-as-code rubric (sources read 2026-11-03 and 2026-11-04). Panther leads by 0.83 points. The pair turns on CI and deployment: Panther documents it in full, and Anvilogic publishes nothing on it.
The difference that decides this pair
The largest weighted gap on the rubric is Git-native workflow and CI/CD: Panther scores 9.0 against 5.0 for Anvilogic, which is 0.72 of the 10 point total.
The pair splits on CI and deployment: Panther documents GitHub Actions and CircleCI workflows that test the repo and upload rules through an API token with panther_analysis_tool, and Anvilogic describes no repo sync, CLI or API, and its docs redirect to a login. docs.panther.com read 2026-11-03 anvilogic.com read 2026-11-04
Rubric side by side
Anvilogic totals 5.48 and Panther totals 6.31 out of 10.
Rubric criteria for Anvilogic and Panther, scores out of 10. A plus marks a criterion where Panther scores higher, a minus where Anvilogic does.
| Marker | Criterion | Weight | Anvilogic | Panther |
|---|---|---|---|---|
| + | Rule languages and conversion paths | 15 | 5.0 | 8.0 |
| + | Git-native workflow and CI/CD | 18 | 5.0 | 9.0 |
| + | Testing | 15 | 5.0 | 8.0 |
| - | Coverage analytics | 12 | 7.0 | 5.0 |
| - | Rule health | 18 | 6.0 | 3.5 |
| + | Versioning and rollback | 8 | 5.0 | 6.0 |
| Content library size and freshness | 8 | 5.0 | 5.0 | |
| - | Pricing transparency | 6 | 6.0 | 3.0 |
| Total | 100 | 5.48 | 6.31 |
The 33 capabilities as a diff
Read it as a diff from Anvilogic to Panther: 24 of 33 rows differ. A plus marks a row where Panther documents more (19 rows), a minus a row where Anvilogic documents more (5 rows). Rows with no marker match.
Capability rows for Anvilogic and Panther, grouped. Changed rows are shaded and carry a marker.
| Marker | Capability | Anvilogic | Panther |
|---|---|---|---|
| Languages | |||
| Sigma native | not documented | not documented | |
| Panther documents more | Sigma conversion | not documented | documented |
| YARA-L | not documented | not documented | |
| SPL | not documented | not documented | |
| KQL | not documented | not documented | |
| EQL or ES|QL | not documented | not documented | |
| Panther documents more | Python | not documented | documented |
| Panther documents more | Visual builder | partial | documented |
| YARA | not documented | not documented | |
| Panther documents more | Lucene or KQL-like | not documented | partial |
| Source control and CI | |||
| Panther documents more | Git sync | not documented | documented |
| Panther documents more | PR deploy | not documented | documented |
| Panther documents more | CLI | not documented | documented |
| Panther documents more | Rule API | not documented | documented |
| Panther documents more | CI examples | not documented | documented |
| Anvilogic documents more | Env promotion | partial | not documented |
| Testing | |||
| Panther documents more | Unit tests | partial | documented |
| Panther documents more | Replay | not documented | documented |
| Anvilogic documents more | Synthetic events | partial | not documented |
| Panther documents more | Backtest reports | not documented | partial |
| Anvilogic documents more | Test coverage | partial | not documented |
| Coverage analytics | |||
| Panther documents more | ATT&CK map | partial | documented |
| Panther documents more | Gap view | partial | documented |
| Panther documents more | Data sources | not documented | partial |
| Log source health | partial | partial | |
| Rule health | |||
| Anvilogic documents more | Noisy rules | partial | not documented |
| Panther documents more | Broken rules | partial | documented |
| Panther documents more | Field drift | not documented | partial |
| Panther documents more | Rule cost | not documented | partial |
| Anvilogic documents more | Lifecycle | partial | not documented |
| Library | |||
| Library count | partial | partial | |
| Panther documents more | Community | not documented | documented |
| Cadence | partial | partial | |
documentedpartialnot documented
Sources for the rows that differ
- Sigma conversion (Panther documents more). Anvilogic: not documented, Product pages read do not name this feature; no documentation portal was readable anvilogic.com read 2026-11-03. Panther: documented, 'Converting Sigma Rules': sigma-cli converts Sigma rules to Panther Simple or Python detections docs.panther.com read 2026-11-03.
- Python (Panther documents more). Anvilogic: not documented, Product pages read do not name this feature; no documentation portal was readable anvilogic.com read 2026-11-03. Panther: documented, 'Writing Python Detections'; rules, policies and scheduled rules docs.panther.com read 2026-11-03.
- Visual builder (Panther documents more). Anvilogic: partial, 'reusable, low-code detection components'; Blueprints drag-and-drop workflows (product page) anvilogic.com read 2026-11-03. Panther: documented, 'Using the Simple Detection Builder' and 'AI Detection Builder (Beta)' in the Console docs.panther.com read 2026-11-03.
- Lucene or KQL-like (Panther documents more). Anvilogic: not documented, Product pages read do not name this feature; no documentation portal was readable anvilogic.com read 2026-11-03. Panther: partial, 'PantherFlow (Beta)' is a pipelined query language for search; detection use not confirmed docs.panther.com read 2026-11-03.
- Git sync (Panther documents more). Anvilogic: not documented, Version control is internal to the platform; no git repository sync described anvilogic.com read 2026-11-03. Panther: documented, 'Using panther-analysis' repo setup and 'Setting Up the Panther GitHub App (Beta)' docs.panther.com read 2026-11-03.
- PR deploy (Panther documents more). Anvilogic: not documented, Product pages read do not name this feature; no documentation portal was readable anvilogic.com read 2026-11-03. Panther: documented, 'Managing Panther Content via GitHub Actions': automate testing and upload from the repo to the Console docs.panther.com read 2026-11-03.
- CLI (Panther documents more). Anvilogic: not documented, Product pages read do not name this feature; no documentation portal was readable anvilogic.com read 2026-11-03. Panther: documented, Panther Analysis Tool commands test, validate, zip, upload, delete docs.panther.com read 2026-11-03.
- Rule API (Panther documents more). Anvilogic: not documented, Product pages read do not name this feature; no documentation portal was readable anvilogic.com read 2026-11-03. Panther: documented, PAT upload and delete use the Panther API; API token required in the CI workflow docs.panther.com read 2026-11-03.
- CI examples (Panther documents more). Anvilogic: not documented, Product pages read do not name this feature; no documentation portal was readable anvilogic.com read 2026-11-03. Panther: documented, Workflow YAML for GitHub Actions and CircleCI; no GitLab CI page in the docs index docs.panther.com read 2026-11-03.
- Env promotion (Anvilogic documents more). Anvilogic: partial, 'Deploy everywhere from a single workflow across SIEMs and data platforms'; multi-platform deploy, not staged environments anvilogic.com read 2026-11-03. Panther: not documented, No staging or environment promotion flow found in the CI/CD pages read docs.panther.com read 2026-11-03.
- Unit tests (Panther documents more). Anvilogic: partial, Detection editor shows version with TEST and DEPLOY steps; 'validating logic' named; test cases not described anvilogic.com read 2026-11-03. Panther: documented, 'Testing': unit tests with test events and expected alert outcome; Panther sets no minimum number of tests docs.panther.com read 2026-11-03.
- Replay (Panther documents more). Anvilogic: not documented, Product pages read do not name this feature; no documentation portal was readable anvilogic.com read 2026-11-03. Panther: documented, 'Data Replay (Beta)': test rules against historical log data before enabling docs.panther.com read 2026-11-03.
- Synthetic events (Anvilogic documents more). Anvilogic: partial, 'Attack Simulation' Blueprint pulls completed test results into a detection queue (product page) anvilogic.com read 2026-11-03. Panther: not documented, No page read for this platform names this feature docs.panther.com read 2026-11-03.
- Backtest reports (Panther documents more). Anvilogic: not documented, Product pages read do not name this feature; no documentation portal was readable anvilogic.com read 2026-11-03. Panther: partial, Data Replay previews a rule's outcome on real data; saved report not described docs.panther.com read 2026-11-03.
- Test coverage (Anvilogic documents more). Anvilogic: partial, ATT&CK technique coverage shows Validated, Deployed and Gap; 'Track detection validation efforts' anvilogic.com read 2026-11-03. Panther: not documented, No page read for this platform names this feature docs.panther.com read 2026-11-03.
- ATT&CK map (Panther documents more). Anvilogic: partial, 'Every detection mapped to MITRE ATT&CK tactics and techniques' (product page) anvilogic.com read 2026-11-03. Panther: documented, 'Framework Mapping and MITRE ATT&CK Matrix': map detections to ATT&CK docs.panther.com read 2026-11-03.
- Gap view (Panther documents more). Anvilogic: partial, 'Maturity Scoring': 'continuously measures your MITRE ATT&CK coverage, highlights gaps, and recommends what to build next' anvilogic.com read 2026-11-03. Panther: documented, MITRE ATT&CK tab on the Dashboard shows Covered, Partially Covered, Not Relevant per technique docs.panther.com read 2026-11-03.
- Data sources (Panther documents more). Anvilogic: not documented, Product pages read do not name this feature; no documentation portal was readable anvilogic.com read 2026-11-03. Panther: partial, ATT&CK matrix coverage states reference onboarded log sources; no separate source coverage view docs.panther.com read 2026-11-03.
- Noisy rules (Anvilogic documents more). Anvilogic: partial, 'Tuning' agents; '80% Less alert noise with continuous tuning' (vendor claim, no method) anvilogic.com read 2026-11-03. Panther: not documented, No page read for this platform names this feature docs.panther.com read 2026-11-03.
- Broken rules (Panther documents more). Anvilogic: partial, 'watches coverage and detection health on one dashboard'; mechanics not described anvilogic.com read 2026-11-03. Panther: documented, 'Rule errors and scheduled rule errors' raised when detection code raises or a scheduled rule runs over 15 seconds docs.panther.com read 2026-11-03.
- Field drift (Panther documents more). Anvilogic: not documented, Product pages read do not name this feature; no documentation portal was readable anvilogic.com read 2026-11-03. Panther: partial, System Errors include 'Log Classification Errors' for logs that fail schemas; not tied to rule fields docs.panther.com read 2026-11-03.
- Rule cost (Panther documents more). Anvilogic: not documented, Product pages read do not name this feature; no documentation portal was readable anvilogic.com read 2026-11-03. Panther: partial, PAT 'benchmark' performance-tests one rule against a log type before deploy; no runtime telemetry described docs.panther.com read 2026-11-03.
- Lifecycle (Anvilogic documents more). Anvilogic: partial, 'version history, diffs, and rollback' for detections; no deprecation states anvilogic.com read 2026-11-03. Panther: not documented, No page read for this platform names this feature docs.panther.com read 2026-11-03.
- Community (Panther documents more). Anvilogic: not documented, Product pages read do not name this feature; no documentation portal was readable anvilogic.com read 2026-11-03. Panther: documented, panther-analysis README: all detections developed by the Panther Team and the Community, contributing guidelines raw.githubusercontent.com read 2026-11-03.
Verdict by buyer type
Which of the two fits each kind of team.
| Buyer | Verdict |
|---|---|
| Microsoft Sentinel estate | Anvilogic is the better fit: it lists Azure Sentinel as a deployment target on its product page (vendor claim); Panther documents no Sentinel path. |
| Elastic estate | Anvilogic is the better fit: it lists Elastic as a deployment target on its product page (vendor claim); Panther documents no Elastic path. |
| Splunk estate | Anvilogic is the better fit: it lists Splunk as a deployment target on its product page (vendor claim); Panther documents no Splunk path. |
| a team starting from scratch with Sigma | Panther is the better fit: it converts Sigma with sigma-cli into Python or Simple detections and tests them in CI; Anvilogic documents no Sigma path. |
When to pick each
Anvilogic: Pick Anvilogic when published pricing is the deciding need: it lists a free tier at 0 USD a month and routes the paid tiers to sales.
Panther: Pick Panther when testing is the deciding need: it runs per-detection unit tests with panther_analysis_tool test and previews a rule on stored logs with Data Replay (Beta). It also leads on CI and deployment.
Profiles: Anvilogic, Panther. Alternatives: to Anvilogic, to Panther.