Windmill
Windmill let its AI build deployable drafts, then handed two paid runtimes to the free tier.
Comparison · Infra & APIs
Prowler vs Rootly
A side-by-side editorial comparison of Prowler and Rootly — release velocity, themes, recent moves, and the top alternatives to consider.
Prowler vs Rootly: at a glance
| Feature | Prowler | Rootly |
|---|---|---|
| Sector | Infra & APIs | Infra & APIs |
| Velocity score | 6.3 | 6.3 |
| Sparks · 30d | 1 | 1 |
| Top themes | cloud-security, cspm, agentic-ai, compliance | incident-response, on-call, ai-agents, observability |
| Last editorial update | 1h ago | 15h ago |
| Website | Visit → | — |
What is Prowler?
Prowler's agentic defender arrives — and it lives entirely behind the subscription line
Prowler is a cloud security posture platform with an open scanner at its base and a hosted product above it. The recent releases are dominated by Lighthouse AI, which arrived in 5.33.0 as an agentic assistant wired to the Prowler Cloud backend that discovers and runs Prowler's own tools to answer questions about findings, compliance posture and risky resources, then gained a persistent side panel in 5.35.0. Every one of these features carries the same note: available exclusively in Prowler Cloud and Prowler Private Cloud with a subscription. The 5.34.0 release renamed the product family to match that structure.
What is Rootly?
Rootly's AI stops summarizing incidents and starts investigating them.
Rootly runs incident response — on-call, alerting, status pages, retrospectives — and its AI work has been arriving in a clear sequence rather than as one launch. In July the agent moved into the web app as a chat panel on every incident, retrospective templates gained AI blocks that draft from incident data, Slack, and call transcripts with prompts and sources visible, and the newest release lets the AI pull evidence from observability, code, infrastructure, feature flag, ticketing, and documentation tools. Alongside that, the operational surface kept filling in: Cortex catalog sync, Intune policy support on mobile, an on-call pay calculator, and a one-command setup that pages your phone to prove the configuration works.
Prowler vs Rootly: editorial side-by-side
Prowler
6.3INFRA · APIS
Prowler's agentic defender arrives — and it lives entirely behind the subscription line
◆ Current state
Prowler is a cloud security posture platform with an open scanner at its base and a hosted product above it. The recent releases are dominated by Lighthouse AI, which arrived in 5.33.0 as an agentic assistant wired to the Prowler Cloud backend that discovers and runs Prowler's own tools to answer questions about findings, compliance posture and risky resources, then gained a persistent side panel in 5.35.0. Every one of these features carries the same note: available exclusively in Prowler Cloud and Prowler Private Cloud with a subscription. The 5.34.0 release renamed the product family to match that structure.
◆ Where it's heading
The direction is a platform sorting its value above the scanner. Findings are becoming workflow objects rather than report rows — grouped or separate Jira issues carrying Prowler context and deep links — while the AI layer moves from a page you visit to a panel that follows you through the app. The patch releases underneath tell the other half of the story: Attack Paths graph mutations retrying Neptune concurrency failures, bounded node identifiers to avoid Neo4j index key limits, deterministic upsert ordering to prevent PostgreSQL deadlocks. That is a graph-backed analysis engine being scaled under load while the differentiated surface is built on top.
◆ Prediction
Expect Lighthouse AI to keep absorbing workflow actions — ticketing, remediation suggestions, compliance queries — and for the gap between the open scanner and the subscription platform to keep widening.
Rootly
6.3INFRA · APIS
Rootly's AI stops summarizing incidents and starts investigating them.
◆ Current state
Rootly runs incident response — on-call, alerting, status pages, retrospectives — and its AI work has been arriving in a clear sequence rather than as one launch. In July the agent moved into the web app as a chat panel on every incident, retrospective templates gained AI blocks that draft from incident data, Slack, and call transcripts with prompts and sources visible, and the newest release lets the AI pull evidence from observability, code, infrastructure, feature flag, ticketing, and documentation tools. Alongside that, the operational surface kept filling in: Cortex catalog sync, Intune policy support on mobile, an on-call pay calculator, and a one-command setup that pages your phone to prove the configuration works.
◆ Where it's heading
The AI features are being built with their working shown — every prompt and source visible in retrospectives, evidence gathering that is explicitly read-only with nothing stored. That is a deliberate answer to the reason engineers distrust AI during an incident: an unattributed claim at 3am is worse than no claim. The direction is toward an agent that reaches into the same systems a responder would check, while the surrounding releases reduce the setup and configuration cost that has historically made incident tooling a quarter-long adoption project.
◆ Prediction
Evidence gathering that is read-only today is the obvious foundation for suggested remediation tomorrow; expect the next step to be Rootly proposing actions from that evidence, with the same source-visible framing used to make it reviewable.
Alternatives to Prowler and Rootly
Other Infra & APIs products tracked by Sparkpulse, ranked by recent ship velocity. Each card links to a full editorial trajectory and lets you pivot into a head-to-head comparison with either Prowler or Rootly.
NetBox
NetBox ships fortnightly, and the headline work is query performance rather than new surface
MinIO
MinIO narrows its open build to a storage engine and points paying users at AiStor
ElevenLabs
ElevenLabs is giving voice agents a git workflow - branches, rebases, and merge previews.
Auth0
Auth0 is building identity for agents before the rest of the category admits it needs one.
ToolJet
ToolJet is wiring AI query generation into every connector while the LTS train ships hotfixes.
See all Prowler alternatives → · See all Rootly alternatives →
Recent activity from Prowler and Rootly
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 2d agoProwlerProwler sends finding groups to Jira as grouped or separate issues
- 3d agoRootlyRootly AI now gathers incident evidence across your entire stack. ⚡
- 8d agoRootlyFrom sign up to incident-ready in minutes.
- 14d agoProwlerLighthouse AI moves into a persistent side panel
- 14d agoProwlerProwler renames its product family around Cloud, Private Cloud and Hub
- 15d agoRootlyThe on-call widget, 24-hour time, and a new Alerts table.
- 17d agoProwlerAttack Paths retries transient graph failures and avoids deadlocks
- 21d agoProwlerProwler fixes CIS profile filters and Jira dispatch reporting
- 22d agoRootlyRetrospective templates with customizable AI-blocks.
- 22d agoRootlyRetrospective templates with customizable AI-blocks
- 23d agoProwlerLighthouse AI becomes an agentic assistant wired to the Prowler backend ⚡
- 1mo agoRootlyAsk anything about an incident, right in the web app.
Frequently asked questions
What is the difference between Prowler and Rootly?
They serve adjacent needs but don't currently overlap on shipped themes. Prowler and Rootly are shipping at a similar cadence (velocity 6.3 vs 6.3, both within Sparkpulse's "active" band). See the at-a-glance table above for a side-by-side breakdown of velocity, recent sparks, and editorial themes.
Is Prowler better than Rootly?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Prowler and Rootly are shipping at a similar cadence (velocity 6.3 vs 6.3, both within Sparkpulse's "active" band). For your specific use case, the alternatives sections above list other Infra & APIs products to evaluate alongside.
What are the best alternatives to Prowler?
Top Prowler alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "Prowler alternatives" section above for the current picks, or visit /alternatives/prowler for the full list with editorial commentary on each.
What are the best alternatives to Rootly?
Top Rootly alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "Rootly alternatives" section above for the current picks, or visit /alternatives/rootly for the full list with editorial commentary on each.