CHIRPSTACK LLP
Warble Cloud (operated by CHIRPSTACK LLP and WarbleCloud LLC) is an AI-native infrastructure operations platform offering a suite of autonomous agents—built around a Reflexion Engine with dual-agent Actor/Critic architecture—for Kubernetes incident remediation, FinOps, and security scanning, deployed inside customer VPCs with zero data exfiltration for platform engineering and regulated-industry teams.
- Company typePrivate
- Founded2026
- HeadquartersNewark, United States
- Headcount—
- GTM typeB2B
- OfferingSoftware
What CHIRPSTACK LLP does
CHIRPSTACK LLP, doing business as Warble Cloud alongside its US co-operator warblecloud, LLC (Delaware, formed April 15, 2026 via Stripe Atlas), is an AI-native infrastructure operations platform built around a "Living Flock" of cooperating autonomous agents that run inside customer VPCs with zero data exfiltration. The platform anchors on Starling-EX for one-click Kubernetes cluster deployment and Frakma-X for GitOps-native MLOps, then layers Reflexion Engine (a dual-agent Actor/Critic system for autonomous incident remediation), Starling MCP Server (Model Context Protocol surface exposing 17 Kubernetes tools to AI agents such as Claude Desktop, Cursor, Windsurf, and VS Code Copilot), ShrikeOps (four-scanner manifest analysis graded A-F), Warble Brain (GPU scaling and semantic caching), SteadyHelm, Murmuration advisory, and Perch Cockpit. Underlying technology runs on Google Cloud Platform services including Vertex AI Agent Engine, GKE, Cloud Run, AlloyDB pgvector (ScaNN index, sub-100ms RAG retrieval), Firestore, and Pub/Sub, with all intelligence deployed customer-side.
The company targets platform engineering, SRE, DevOps, and FinOps teams at mid-to-large enterprises, with a secondary focus on regulated industries (FinReg, Healthcare, Defense) where SaaS AI tools have historically been blocked. Its go-to-market combines product-led growth through a free tier (3 scans/day on Starling MCP, no account required, local stdio transport free) with an enterprise field sales motion and an Enterprise Design Partner Program offering dedicated architect support. Revenue comes primarily from seat-based subscriptions at $300/seat/month, supplemented by credit-based pay-as-you-go usage on the hosted MCP endpoint and Murmuration Niche Advisory professional-services engagements. Distribution channels include self-serve Stripe checkout, direct enterprise sales, the warble-tech GitHub open-source presence, and Discord community/word-of-mouth referrals — no marketplace or reseller channels are present.
Disclosed design partners include a Series B SaaS (80-node GKE cluster, MTTR cut from 4.2 hours to 58 minutes, 63% auto-remediation), a multi-cloud ML FinTech ($50K/month cloud waste eliminated, token cost down from 50K to under 1K per call), a regulated FinTech (SOC 2 + GDPR audit-ready in 48 hours, $2M enterprise contract unblocked), a Defense Contractor (air-gapped K8s with zero outbound traffic), and a Healthcare Scale-up (platform cutover plan delivered in 48 hours). The company is private, founder/management-controlled, with no disclosed venture or private-equity funding rounds in the source data; SOC 2 Type II certification is in progress and GDPR-aligned data handling is implemented.
CHIRPSTACK LLP firmographics
Firmographics- Name
- CHIRPSTACK LLP
- Legal name
- CHIRPSTACK LLP
- Website
- https://warblecloud.com
- Company type
- Private
- Founded year
- 2026
- Operating status
- Operating
- Short description
- Warble Cloud (operated by CHIRPSTACK LLP and WarbleCloud LLC) is an AI-native infrastructure operations platform offering a suite of autonomous agents—built around a Reflexion Engine with dual-agent Actor/Critic architecture—for Kubernetes incident remediation, FinOps, and security scanning, deployed inside customer VPCs with zero data exfiltration for platform engineering and regulated-industry teams.
- Ownership category
- akta.pro rank
CHIRPSTACK LLP industry classification
Industry- Product category
- AIOps and Cloud Infrastructure Management
- NAICS
- Computer Systems Design and Related Services (5415), Computing Infrastructure Providers, Data Processing, Web Hosting, and Related Services (518)
- SIC
- Services-Prepackaged Software (7372), Services-Computer Integrated Systems Design (7373)
- akta.pro primary industry
- Cloud Operations Outsourcing (Cloud Managed Operations) (BPAEAMAC)
- akta.pro secondary industries
- Cloud FinOps & Cost Optimization (BPAEACAH), Cloud Managed Services (M365/Azure/AWS/GCP) (BPAEABAE), Cloud Security Services (Posture Mgmt, Workload Protection) (BPAKAHAK)
Keywords
Where CHIRPSTACK LLP is headquartered
LocationHeadquarters
- HQ city
- Newark
- HQ country
- United States
- HQ region
- North America
Offices1 record
Markets served
CHIRPSTACK LLP business model
Business model- GTM type
- B2B
- Offering type
- Software
- Cost components
- Technology or R&D, Personnel, Infrastructure, Marketing or Sales, Operations
Revenue model
- Seat-based Subscription: Primary revenue from seat-based pricing at $300/seat/month. Targets platform engineering, SRE, and DevOps teams. Annual billing available with monthly cancellation flexibility. Production-ready deployment included in subscription.
- Credit-based Usage: Pay-as-you-go credits for MCP tool usage via hosted endpoint. Scan_cluster costs 10 credits per run, scan_manifest costs 3 credits, cluster operations cost 1-2 credits. Credits purchased from $1 with no platform fee.
- Enterprise Advisory Services: Murmuration Niche Advisory engagements providing architectural reviews, platform cutover planning, and decision validation using Actor/Critic methodology. Booked via sales team.
Pricing tiers
| Model | Billing | Price |
|---|---|---|
| Per seat | Monthly | Per Seat - Full Platform Access |
| Freemium | Pay-as-you-go | Free Tier - Starling MCP |
| Usage-based | Pay-as-you-go | Credit-based Tool Usage |
| Subscription | Multi-year contract | Enterprise Design Partner Program |
Go-to-market motion3 records
Distribution channels4 records
Marketing channels6 records
CHIRPSTACK LLP product offering
Product offeringCore offering
CHIRPSTACK LLP operates the Warble Cloud platform, an AI-native Kubernetes operations suite whose Living Flock of cooperating agents runs entirely inside customer VPCs to deliver autonomous incident remediation, AI FinOps cost optimization, and security/reliability scanning. Customers subscribe per seat, integrate via the Starling Model Context Protocol server or click-to-deploy via Starling-EX and Frakma-X, and receive Reflexion Engine remediation that is gated by a dual-agent Actor/Critic loop against SLO and blast-radius constraints.
Product overview
Warble Cloud (operated by ChirpStack LLP, India, and WarbleCloud LLC, Delaware, USA) is an AI-native infrastructure operations platform built around the 'Living Flock' concept — a suite of cooperating autonomous agents running inside the customer's VPC with zero data exfiltration. The core platform consists of Starling-EX (one-click Kubernetes cluster deployment) and Frakma-X (GitOps-native MLOps). On top of this foundation sits the Living Flock: Reflexion Engine (autonomous Actor/Critic incident remediation), Starling MCP Server (Kubernetes cluster intelligence for AI agents), ShrikeOps (multi-scanner security posture), Warble Brain (model serving/GPU scaling), and Murmuration (advisory). The platform integrates natively with Claude Desktop, Cursor, Windsurf, and VS Code via MCP protocol, with GitHub webhook blocking for ShrikeOps findings. Seat-based pricing at $300/seat/month.
Differentiator
Problem solved
Functional benefit
Brands
- Starling-EX: One-click cloud-native deployer for Kubernetes clusters and AIML workloads
- Frakma-X
- Reflexion
- Starling
- FRAKMA
- ShrikeOps
- Murmuration
- Warble Brain
Products and services
- Starling-EX One-click Kubernetes cluster deployment and management platform for AI/ML workloads, deploying production-ready infrastructure on GKE, EKS, or AKS with GitOps-native configuration and full Living Flock hosting.
- Frakma-X Production-grade GitOps-native MLOps platform for Kubernetes teams running AI workloads at scale, providing full reproducibility, governance, RBAC, policy enforcement, and integration with Reflexion agents for intelligent pipeline decisions.
- Reflexion Engine Multi-agent autonomous SRE system using Actor/Critic debate loops to propose remediations, validate them against SLO impact and blast-radius constraints, and only execute approved actions via GitOps or kubectl, achieving 63% auto-remediation on known patterns with human-in-the-loop gating on high-risk changes.
- Starling MCP Server MCP server exposing 17 tools for scanning, health monitoring, and remediation to Claude, Cursor, Gemini, and other MCP-compatible AI agents via JSON-RPC over stdio or HTTPS, with per-tool credit metering, ephemeral in-memory kubeconfig, and zero data exfiltration; available as a free local binary and as a hosted pay-as-you-go endpoint.
- Murmuration Niche Advisory Professional advisory engagements that apply Actor/Critic methodology to architectural reviews, platform cutover planning, and decision validation, delivered as a written ADR plus an executable runbook over a 90-minute Actor session and a 60-minute Critic session; booked via the sales team.
- Perch Cockpit Real-time operations dashboard for the Living Flock that visualizes Reflexion loop hypotheses, critic blast-radius analysis, SLO impact scoring, and MTTR tracking for platform and SRE teams.
- FRAKMA Federated reasoning across multi-cluster Kubernetes deployments under which data residency stays local and only minimal signal vectors cross cluster boundaries, available as an open-source project at frakma.io.
Quantifiable outcome
- MTTR reduced from 4.2 hours to 58 minutes (77% reduction)
- +5 more outcomes
Companies that use CHIRPSTACK LLP
Customer profileNamed customers5 records
Segments4 records
Ideal customer profiles3 records
CHIRPSTACK LLP technology and API
TechnologyTechnology focussed Yes
API detail
- Has API
- Yes
- API docs
- API detail
Core technology
AI maturity
App detail
Integration8 records
AI capability10 records
Feature5 records
CHIRPSTACK LLP partnerships and signals
Strategic signalPartnerships
Six partnerships are on record, tiered core and minor.
- Google Cloud PlatformcorePrimary infrastructure provider. Warble Cloud products run on GCP services including GKE, Vertex AI Agent Engine, Cloud Run, AlloyDB pgvector, Firestore, Cloud Storage, and Pub/Sub. Customer workloads deployed in GCP regions selected by customers with VPC-native architecture.
- Stripe AtlasminorWarblecloud, LLC (US entity) incorporated through Stripe Atlas program in Delaware. Stripe handles payment processing for all customer transactions via Stripe Billing.
- Anthropic (MCP Protocol)coreStarling MCP server implements Anthropic's Model Context Protocol for AI-to-infrastructure communication. Enables Claude Desktop and any MCP-compatible agent to access live Kubernetes state through Warble's tools.
- Kubernetes EcosystemcoreOpen-source stack including Kubernetes, Argo CD, Prometheus, OpenTelemetry, KubeRay, MLflow, pgvector, and Istio. All proprietary intelligence runs on community primitives with zero vendor lock-in at substrate layer.
- Fairwinds (Pluto, Polaris)coreShrikeOps integrates Fairwinds' Pluto (deprecated API detection) and Polaris (security/reliability policies) as two of four parallel scanners in the manifest analysis pipeline.
- FRAKMA FederationcoreFRAKMA enables federated reasoning across multi-cluster Kubernetes environments. Data residency stays put; minimal signal vectors cross boundaries. Available at frakma.io as separate product under same ownership.
Scale indicators5 records
Recent moves5 records
Expansion highlights7 records
CHIRPSTACK LLP competitors and assessment
Company assessmentEmerging players
- FireHydrant: Incident management and reliability platform with runbook automation features targeting SRE teams. Partial overlap with Reflexion's auto-remediation and gated execution flows.
Direct peers
- Cleric: Autonomous SRE agent platform explicitly listed as a Warble Cloud competitor. Addresses incident triage and remediation for production engineering teams with similar AI agent architecture.
- Shoreline.io: Autonomous incident remediation and runbook automation platform for cloud infrastructure. Competes directly with the Reflexion Engine's gated auto-remediation value proposition for SRE teams.
- Robusta.dev: Kubernetes AIOps platform for observability, troubleshooting, and automated remediation. Competes with ShrikeOps on incident detection and with Reflexion on remediation workflows.
- Resolve AI: AI-driven production incident resolution platform named on Warble's gateway comparison page. Targets the same SRE/on-call buyer with autonomous remediation but takes a SaaS rather than VPC-native deployment approach.
- Kubiya: AI DevOps assistant for cloud and Kubernetes operations, cited on Warble's comparison page. Overlaps with Starling MCP on AI-driven infrastructure interaction and Starling-EX on cluster provisioning.
- K8sGPT: Open-source Kubernetes AI diagnostics and remediation tool explicitly named in Warble Cloud's competitive comparison page. Directly competes with Starling and Reflexion on AI-driven K8s SRE for the same platform engineering buyer.
Broad incumbents
- Dynatrace: Enterprise observability and AIOps vendor whose Davis AI feature is explicitly compared against Warble Cloud. Sells a unified SaaS platform overlapping with Reflexion, ShrikeOps, and Hummingbird but in a multi-tenant cloud delivery model.
- Datadog: Public observability and cloud monitoring leader, named on Warble's gateway page through its Bits AI feature. Competes broadly across monitoring, APM, and AI-driven incident workflows as part of a much larger platform portfolio.
- PagerDuty: Incumbent incident response and on-call management platform increasingly adding AIOps and automation features. Adjacent competitor to Reflexion for the same on-call rotation buyer.
Market position
Strengths5 records
Weaknesses5 records
Competitive moat6 records
Key risks6 records
Key highlights7 records
Customer concentration
CHIRPSTACK LLP social profiles
Digital presenceCHIRPSTACK LLP compliance and trust
Trust signalCompliance3 records
CHIRPSTACK LLP financial estimates
Financial estimateRevenue estimate
Valuation estimate
CHIRPSTACK LLP leadership team
Management profileNumber of profiles
CHIRPSTACK LLP funding detail
Funding detailFunding overview
Funding rounds
Investors
Funding detail is available on the Subscription and Enterprise plan.Contact sales →
CHIRPSTACK LLP M&A and investment
M&A and investmentM&A
Investments
M&A and investment is available on the Subscription and Enterprise plan.Contact sales →
Frequently asked questions about CHIRPSTACK LLP
What does CHIRPSTACK LLP do?
CHIRPSTACK LLP operates the Warble Cloud platform, an AI-native Kubernetes operations suite whose Living Flock of cooperating agents runs entirely inside customer VPCs to deliver autonomous incident remediation, AI FinOps cost optimization, and security/reliability scanning. Customers subscribe per seat, integrate via the Starling Model Context Protocol server or click-to-deploy via Starling-EX and Frakma-X, and receive Reflexion Engine remediation that is gated by a dual-agent Actor/Critic loop against SLO and blast-radius constraints.
Is CHIRPSTACK LLP a public or private company?
CHIRPSTACK LLP is a private company. It is classified as founder individual operated bootstrapped and is currently operating.
When was CHIRPSTACK LLP founded?
CHIRPSTACK LLP was founded in 2026.
Where is CHIRPSTACK LLP based?
CHIRPSTACK LLP is headquartered in Newark, United States, in the North America region.
How does CHIRPSTACK LLP make money?
Three revenue lines are on record. Seat-based Subscription is the primary driver. The others are credit-based Usage and enterprise Advisory Services.
Who are CHIRPSTACK LLP's main competitors?
FireHydrant is listed as an emerging player. Direct peers are Cleric, Shoreline.io, Robusta.dev, Resolve AI, Kubiya and K8sGPT. Broad incumbents are Dynatrace, Datadog and PagerDuty.
Does CHIRPSTACK LLP have an API?
Yes. Starling MCP server provides a Model Context Protocol surface for AI agents (Claude, Gemini, custom runtimes) to query and act on Kubernetes clusters. MCP is a JSON-RPC 2.0 protocol with two transport options: stdio (local binary, zero cost) and HTTPS (hosted endpoint, pay-as-you-go). The MCP tool surface includes 17 tools: scan_cluster, scan_manifest, get_findings, list_resources, get_health, apply_remediation, and more. Tools are scoped per cluster/namespace with 30-day token expiry. Per-tool credit metering: list_pods (1 credit), get_pod_logs (2 credits), cluster_summary (2 credits), scan_manifest (3 credits), scan_cluster (10 credits). No traditional REST API; MCP is the primary integration protocol. Developer documentation is at github.com/warble-tech/starling.
What industry is CHIRPSTACK LLP in?
CHIRPSTACK LLP's product category is AIOps and Cloud Infrastructure Management. Its primary akta.pro industry code is BPAEAMAC, Cloud Operations Outsourcing (Cloud Managed Operations), with a secondary code of BPAEACAH, Cloud FinOps & Cost Optimization. Its NAICS code is 5415 and its SIC code is 7372.