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Gremlin

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uuid0003cpp

Namestring
Gremlin
Legal namestring
Gremlin Inc.
Websiteurl
gremlin.com
Company typeenum
Private
Founded yearint
2016
Descriptiontext

Gremlin is an enterprise reliability management and chaos engineering platform founded in 2016 by Kolton Andrus (formerly of Amazon and Netflix). The company provides hosted fault injection and reliability testing capabilities across hybrid infrastructure including bare metal, virtual machines, containers, Kubernetes, serverless platforms (AWS Lambda, Azure Functions, Google Cloud Functions), and multi-cloud environments. Its product portfolio spans three core offerings—Reliability Management, Chaos Engineering, and Private Edition—supported by seven technology modules: Fault Injection, Reliability Scoring, Detected Risks, Dependency Discovery, Failure Flags (no-code proxy-based), Reliability Intelligence (AI-driven), and Disaster Recovery Testing. A patented architecture (US Patent 12242370B2) underpins its behavioral-intent-based experiment design.

Gremlin's business model is enterprise subscription-based, with pricing tied to deployment metrics such as agents, teams, services, users, or targets. The company operates a hybrid go-to-market combining enterprise field sales targeting Fortune 1000 organizations (with an embedded engineer partnership model) and a self-serve 30-day free trial plus product tours for mid-market evaluation. Primary verticals are Financial Services (4 of 5 largest US banks plus DORA-compliance-driven EU demand), SaaS Companies, and Retail. Named customers include Visa, Sephora, Twilio, Expedia, a top 5 global bank with 100M customers, and a major US insurer. Differentiation rests on proactive forward-looking reliability scoring, regulatory compliance reporting (DORA, SOC 2, OCC, SEC S-1/10-K), and an integrated reliability intelligence data flywheel drawn from millions of fault injection experiments.

Short descriptiontext

Gremlin provides enterprise reliability management and chaos engineering software that lets Fortune 1000 companies proactively test system resilience across hybrid and multi-cloud infrastructure, serving regulated industries including financial services, SaaS, and retail.

Operating statusenum
Operating
Ownership categoryenum
Headcount rangeband
51–100
akta.pro rankint
HeadquartersClaymont, United States
HQ citystring
Claymont
HQ countrystring
United States
HQ regionstring
North America
Markets served

Serves global market

Offices2 records

Each record includes

City, Country, Type, Description, Source

Keyword5 values
chaos engineering platform, reliability testing software, fault injection service, disaster recovery testing, resilience management software
Industry5 codes
1Compliance Technology, GRC Platforms & Controls Automation Advisory
CodeBPAHAFAOPrimaryYes
2Governance, Risk & Compliance (GRC) Platforms
CodeBPAEAPAAPrimaryNo
3IT Governance, Risk & Compliance (IT GRC) Platforms
CodeHDAEALAKPrimaryNo
4Risk, Controls & Governance (GRC) Platforms
CodeFSAFAOAGPrimaryNo
5Model Governance, Risk & Compliance (GRC) Platforms
CodeHDAAAKAAPrimaryNo
NAICS code2 codes
  • Computer Systems Design and Related Services5415
  • Testing Laboratories and Services541380
SIC code2 codes
  • Services-Prepackaged Software7372
  • Services-Computer Integrated Systems Design7373
Product category
Chaos Engineering and Reliability Testing Software
GTM motion1 record

Each record includes

Type, Description, Source

Revenue model1 record
1Enterprise Subscription
TypeSubscription Recurring
Description

Subscription-based model with fees based on metrics such as Agents, teams, services, users, or targets as specified in orders. Enterprise pricing with annual billing implied by contract language. Includes platform access, agent software, and hosted dashboard.

gremlin.com
Marketing channels8 records

Each record includes

Title, Type, Stage, Description, Source

Distribution channels2 records

Each record includes

Title, Type, Scope, Target buyer, Description, Source

Cost components5 values
Personnel, Technology or R&D, Marketing or Sales, Infrastructure, Operations
Pricing details1 tier
1Free Trial - 30 day free trial with full platform access
ModelFreemiumBilling cadenceMonthly
Notes

30-day free trial with no credit card required. Full platform access during trial period.

gremlin.com
GTM typeB2B
B2B
Offering typeSoftware
Software
Core offering1 text field

Gremlin provides a hosted enterprise reliability management platform that uses controlled fault injection (chaos engineering) to test and improve the resilience of distributed systems across hybrid environments. The platform enables organizations to identify reliability risks before they cause outages, score and monitor service reliability, validate disaster recovery and failover processes, and produce compliance evidence for regulations such as DORA, SOC 2, and OCC. Customers include Fortune 1000 enterprises and major financial institutions.

Differentiator
Functional benefit
Problem solved
Quantifiable outcome1 of 4 values shown
  • 50% reduction in downtime for major US insurer
+3 more records
Product overview1 text field

Gremlin is an enterprise reliability management platform that provides a unified portfolio of reliability testing products and technologies. The platform is built around three core products: Reliability Management (for enterprise-scale risk identification and standardized testing), Chaos Engineering (for safe fault injection experiments), and Gremlin Private Edition (for private network deployments). These are supported by core technology pillars including Fault Injection, Reliability Scoring, Detected Risks, Dependency Discovery, Failure Flags, Reliability Intelligence (AI-driven analysis), and Disaster Recovery Testing. The platform supports multi-cloud, hybrid, serverless, and containerized environments including AWS, Azure, GCP, Kubernetes, and bare metal.

Product and service3 records
1Reliability Management
CategoryReliability Management Platform
Description

Enterprise reliability management product that identifies and remediates reliability risks across distributed systems through standardized testing, reliability scoring, dependency discovery, and automated testing capabilities. Built for enterprise reliability, SRE, and platform engineering teams.

2Chaos Engineering
CategoryChaos Engineering Software
Description

Chaos engineering product that builds trust in complex systems through safe and secure fault injection experiments to validate system resilience. Targets SRE, DevOps, and platform engineering teams managing distributed systems.

3Gremlin Private Edition
Scale indicator8 records

Each record includes

Type, Value, Description, Source

Partnership1 partner
Strategic tierCoreTypeTechnology or IntegrationAnnounced on2025-11-10
Description

Strategic integration announced November 2025 to improve reliability testing for Kubernetes environments, focusing on fault injection and observability. The partnership enables automated discovery and health checks of Kubernetes services, aiming to enhance resilience and performance across distributed systems.

Recent move5 records

Each record includes

Date, Type, Title, Description, Source

Expansion highlight6 records

Each record includes

Type, Description

Peers10 records
TypeBroad incumbent
Description

Enterprise observability and AIOps platform with which Gremlin announced a strategic Kubernetes integration in November 2025. Overlaps with Gremlin at the reliability/observability boundary and is a near-term M&A candidate.

TypeDirect peer
Description

Amazon's native managed chaos engineering service. Directly competes with Gremlin's core fault injection capability, bundled into AWS commitments for customers standardized on a single hyperscaler.

3Azure Chaos Studio
TypeDirect peer
Description

Microsoft's first-party chaos engineering service integrated with the Azure ecosystem. Competes head-to-head with Gremlin for Azure-hosted workloads and is increasingly bundled with enterprise agreements.

TypeDirect peer
Description

Enterprise chaos engineering platform competing with Gremlin in reliability testing across Kubernetes and cloud environments. Similar target buyer (SRE/platform engineering teams) and similar product surface area.

5Chaos Mesh
TypeEmerging player
Description

Open-source cloud-native chaos engineering platform for Kubernetes. Competes with Gremlin at the Kubernetes layer and appeals to engineering teams that prefer self-hosted, open-source tooling over commercial SaaS.

TypeDirect peer
Description

Open-source and commercial chaos engineering platform focused on Kubernetes and cloud-native workloads. Comparable to Gremlin in target environment and customer base, with a stronger open-source community angle.

TypeBroad incumbent
Description

Large observability and monitoring platform that has been expanding into reliability engineering capabilities. Overlaps with Gremlin at large enterprise DevOps buyers and represents both a competitive threat and a potential acquirer.

TypeBroad incumbent
Description

Incident response and digital operations management platform. Adjacent to Gremlin's reliability testing — PagerDuty reacts to incidents while Gremlin prevents them — and shares the same enterprise SRE buyer.

TypeEmerging player
Description

Feature flag and experimentation platform that overlaps with Gremlin on progressive delivery and release reliability. Shared enterprise buyers and overlapping engineering culture.

TypeDirect peer
Description

SRE platform offering incident response, chaos engineering, and reliability insights. Direct competitor in enterprise SRE tooling with a comparable reliability management proposition.

Market position
Strengths5 records

Each record includes

Headline, Details, Source

Weaknesses5 records

Each record includes

Headline, Details, Source

Competitive moat6 records

Each record includes

Type, Details

Key risks6 records

Each record includes

Headline, Details, Source

Key highlights7 records

Each record includes

Headline, Details, Source

Customer concentration

Classification, Details

Named customers5 records

Each record includes

Name, Industry, Type, Use case, Source, UUID

Segment4 records

Each record includes

Title, Type, Primary, Description, Pain point addressed, Use case, Source

Ideal customer profile4 records

Each record includes

Profile, Firmographic size, Sales motion, Sales cycle length, Buying structure, Purchase trigger, Buyer persona, Geography, Industry vertical, Primary use case, Description, Pain points, Evidence proof points, Target buyer

Technology focused
Yes
API detail
Has APIbool
Yes

Docs URL, Description

Integration4 records

Each record includes

Title, Type, Description, Source

AI capability5 records

Each record includes

Type, Description, Source

AI maturity
App detail

Has app

Feature7 records

Each record includes

Title, Differentiator, Description, Source

Core technology
Revenue estimate
Valuation estimate
Number of profiles
Profiles7 records

Each record includes

Name, Designation, Designation category, Overview, Profile commentary, Source

No data
Compliance3 records

Each record includes

Name, Class, Description

Funding overview

Funding stage, Last funding date, Total funding USD

Funding rounds3 records

Each record includes

Round, Amount USD, Date, Pre money valuation, Total investors, Investors, News

Investors3 records

Each record includes

Name, Type, Date of entry, Rounds participated, Website

Funding detail is available on the Subscription and Enterprise plan.Contact sales →

M&A

Each record includes

Name, Acquisition type, Announced date, Completed date, Status, Website, News

Investment

Each record includes

Name, Round, Announced date, Lead investor, Website, News

M&A and investment is available on the Subscription and Enterprise plan.Contact sales →

Gremlin

Chaos Engineering and Reliability Testing Softwaregremlin.com

Gremlin provides enterprise reliability management and chaos engineering software that lets Fortune 1000 companies proactively test system resilience across hybrid and multi-cloud infrastructure, serving regulated industries including financial services, SaaS, and retail.

What Gremlin does

Gremlin is an enterprise reliability management and chaos engineering platform founded in 2016 by Kolton Andrus (formerly of Amazon and Netflix). The company provides hosted fault injection and reliability testing capabilities across hybrid infrastructure including bare metal, virtual machines, containers, Kubernetes, serverless platforms (AWS Lambda, Azure Functions, Google Cloud Functions), and multi-cloud environments. Its product portfolio spans three core offerings—Reliability Management, Chaos Engineering, and Private Edition—supported by seven technology modules: Fault Injection, Reliability Scoring, Detected Risks, Dependency Discovery, Failure Flags (no-code proxy-based), Reliability Intelligence (AI-driven), and Disaster Recovery Testing. A patented architecture (US Patent 12242370B2) underpins its behavioral-intent-based experiment design.

Gremlin's business model is enterprise subscription-based, with pricing tied to deployment metrics such as agents, teams, services, users, or targets. The company operates a hybrid go-to-market combining enterprise field sales targeting Fortune 1000 organizations (with an embedded engineer partnership model) and a self-serve 30-day free trial plus product tours for mid-market evaluation. Primary verticals are Financial Services (4 of 5 largest US banks plus DORA-compliance-driven EU demand), SaaS Companies, and Retail. Named customers include Visa, Sephora, Twilio, Expedia, a top 5 global bank with 100M customers, and a major US insurer. Differentiation rests on proactive forward-looking reliability scoring, regulatory compliance reporting (DORA, SOC 2, OCC, SEC S-1/10-K), and an integrated reliability intelligence data flywheel drawn from millions of fault injection experiments.

Gremlin firmographics

Firmographics
Name
Gremlin
Legal name
Gremlin Inc.
Website
https://gremlin.com
Company type
Private
Founded year
2016
Operating status
Operating
Headcount range
51–100 employees
Short description
Gremlin provides enterprise reliability management and chaos engineering software that lets Fortune 1000 companies proactively test system resilience across hybrid and multi-cloud infrastructure, serving regulated industries including financial services, SaaS, and retail.
Ownership category
akta.pro rank

Gremlin industry classification

Industry
Product category
Chaos Engineering and Reliability Testing Software
NAICS
Computer Systems Design and Related Services (5415), Testing Laboratories and Services (541380)
SIC
Services-Prepackaged Software (7372), Services-Computer Integrated Systems Design (7373)
akta.pro primary industry
Compliance Technology, GRC Platforms & Controls Automation Advisory (BPAHAFAO)
akta.pro secondary industries
Governance, Risk & Compliance (GRC) Platforms (BPAEAPAA), IT Governance, Risk & Compliance (IT GRC) Platforms (HDAEALAK), Risk, Controls & Governance (GRC) Platforms (FSAFAOAG), Model Governance, Risk & Compliance (GRC) Platforms (HDAAAKAA)

Keywords

  • Chaos engineering platform
  • Reliability testing software
  • Fault injection service
  • Disaster recovery testing
  • Resilience management software

Where Gremlin is headquartered

Location

Headquarters

HQ city
Claymont
HQ country
United States
HQ region
North America

Offices2 records

Markets served

Gremlin business model

Business model
GTM type
B2B
Offering type
Software
Cost components
Personnel, Technology or R&D, Marketing or Sales, Infrastructure, Operations

Revenue model

  1. Enterprise Subscription: Subscription-based model with fees based on metrics such as Agents, teams, services, users, or targets as specified in orders. Enterprise pricing with annual billing implied by contract language. Includes platform access, agent software, and hosted dashboard.

Pricing tiers

ModelBillingPrice
FreemiumMonthlyFree Trial - 30 day free trial with full platform access

Go-to-market motion1 record

Distribution channels2 records

Marketing channels8 records

Gremlin product offering

Product offering

Core offering

Gremlin provides a hosted enterprise reliability management platform that uses controlled fault injection (chaos engineering) to test and improve the resilience of distributed systems across hybrid environments. The platform enables organizations to identify reliability risks before they cause outages, score and monitor service reliability, validate disaster recovery and failover processes, and produce compliance evidence for regulations such as DORA, SOC 2, and OCC. Customers include Fortune 1000 enterprises and major financial institutions.

Product overview

Gremlin is an enterprise reliability management platform that provides a unified portfolio of reliability testing products and technologies. The platform is built around three core products: Reliability Management (for enterprise-scale risk identification and standardized testing), Chaos Engineering (for safe fault injection experiments), and Gremlin Private Edition (for private network deployments). These are supported by core technology pillars including Fault Injection, Reliability Scoring, Detected Risks, Dependency Discovery, Failure Flags, Reliability Intelligence (AI-driven analysis), and Disaster Recovery Testing. The platform supports multi-cloud, hybrid, serverless, and containerized environments including AWS, Azure, GCP, Kubernetes, and bare metal.

Differentiator

Problem solved

Functional benefit

Products and services

  • Reliability Management Enterprise reliability management product that identifies and remediates reliability risks across distributed systems through standardized testing, reliability scoring, dependency discovery, and automated testing capabilities. Built for enterprise reliability, SRE, and platform engineering teams.
  • Chaos Engineering Chaos engineering product that builds trust in complex systems through safe and secure fault injection experiments to validate system resilience. Targets SRE, DevOps, and platform engineering teams managing distributed systems.
  • Gremlin Private Edition

Quantifiable outcome

  • 50% reduction in downtime for major US insurer
  • +3 more outcomes

Companies that use Gremlin

Customer profile

Named customers5 records

Segments4 records

Ideal customer profiles4 records

Gremlin technology and API

Technology

Technology focussed Yes

API detail

Has API
Yes
API docs
API detail

Core technology

AI maturity

App detail

Integration4 records

AI capability5 records

Feature7 records

Gremlin partnerships and signals

Strategic signal

Partnerships

One partnership is on record.

  • DynatracecoreTechnology or Integration · 10 November 2025Strategic integration announced November 2025 to improve reliability testing for Kubernetes environments, focusing on fault injection and observability. The partnership enables automated discovery and health checks of Kubernetes services, aiming to enhance resilience and performance across distributed systems.

Scale indicators8 records

Recent moves5 records

Expansion highlights6 records

Gremlin competitors and assessment

Company assessment

Broad incumbents

  • Dynatrace: Enterprise observability and AIOps platform with which Gremlin announced a strategic Kubernetes integration in November 2025. Overlaps with Gremlin at the reliability/observability boundary and is a near-term M&A candidate.
  • Datadog: Large observability and monitoring platform that has been expanding into reliability engineering capabilities. Overlaps with Gremlin at large enterprise DevOps buyers and represents both a competitive threat and a potential acquirer.
  • PagerDuty: Incident response and digital operations management platform. Adjacent to Gremlin's reliability testing — PagerDuty reacts to incidents while Gremlin prevents them — and shares the same enterprise SRE buyer.

Direct peers

  • AWS Fault Injection Service: Amazon's native managed chaos engineering service. Directly competes with Gremlin's core fault injection capability, bundled into AWS commitments for customers standardized on a single hyperscaler.
  • Azure Chaos Studio: Microsoft's first-party chaos engineering service integrated with the Azure ecosystem. Competes head-to-head with Gremlin for Azure-hosted workloads and is increasingly bundled with enterprise agreements.
  • Steadybit: Enterprise chaos engineering platform competing with Gremlin in reliability testing across Kubernetes and cloud environments. Similar target buyer (SRE/platform engineering teams) and similar product surface area.
  • LitmusChaos: Open-source and commercial chaos engineering platform focused on Kubernetes and cloud-native workloads. Comparable to Gremlin in target environment and customer base, with a stronger open-source community angle.
  • Blameless: SRE platform offering incident response, chaos engineering, and reliability insights. Direct competitor in enterprise SRE tooling with a comparable reliability management proposition.

Emerging players

  • Chaos Mesh: Open-source cloud-native chaos engineering platform for Kubernetes. Competes with Gremlin at the Kubernetes layer and appeals to engineering teams that prefer self-hosted, open-source tooling over commercial SaaS.
  • LaunchDarkly: Feature flag and experimentation platform that overlaps with Gremlin on progressive delivery and release reliability. Shared enterprise buyers and overlapping engineering culture.

Market position

Strengths5 records

Weaknesses5 records

Competitive moat6 records

Key risks6 records

Key highlights7 records

Customer concentration

Gremlin social profiles

Digital presence

Gremlin compliance and trust

Trust signal

Compliance3 records

Gremlin financial estimates

Financial estimate

Revenue estimate

Valuation estimate

Gremlin leadership team

Management profile

Number of profiles

Profiles7 records

Gremlin funding detail

Funding detail

Funding overview

Funding rounds3 records

Investors3 records

Funding detail is available on the Subscription and Enterprise plan.Contact sales →

Gremlin M&A and investment

M&A and investment

M&A

Investments

M&A and investment is available on the Subscription and Enterprise plan.Contact sales →

Frequently asked questions about Gremlin

What does Gremlin do?

Gremlin provides a hosted enterprise reliability management platform that uses controlled fault injection (chaos engineering) to test and improve the resilience of distributed systems across hybrid environments. The platform enables organizations to identify reliability risks before they cause outages, score and monitor service reliability, validate disaster recovery and failover processes, and produce compliance evidence for regulations such as DORA, SOC 2, and OCC. Customers include Fortune 1000 enterprises and major financial institutions.

Is Gremlin a public or private company?

Gremlin is a private company. It is classified as venture growth investor backed and is currently operating.

When was Gremlin founded?

Gremlin was founded in 2016. It employs 51 to 100 people.

Where is Gremlin based?

Gremlin is headquartered in Claymont, United States, in the North America region.

How does Gremlin make money?

One revenue line is on record: enterprise Subscription.

Who are Gremlin's main competitors?

Broad incumbents on record are Dynatrace, Datadog and PagerDuty. Direct peers are AWS Fault Injection Service, Azure Chaos Studio, Steadybit, LitmusChaos and Blameless. Emerging players are Chaos Mesh and LaunchDarkly.

Does Gremlin have an API?

Yes. Gremlin provides a REST API that enables developers to integrate reliability testing into CI/CD pipelines, automate reliability tests, and incorporate reliability scores into existing workflows. The API supports automation of chaos engineering experiments, reliability test execution, and service reliability scoring integration. Developer documentation is at www.gremlin.com/docs.

What industry is Gremlin in?

Gremlin's product category is Chaos Engineering and Reliability Testing Software. Its primary akta.pro industry code is BPAHAFAO, Compliance Technology, GRC Platforms & Controls Automation Advisory, with a secondary code of BPAEAPAA, Governance, Risk & Compliance (GRC) Platforms. Its NAICS code is 5415 and its SIC code is 7372.

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Live signals
Third NewsGremlin Foresight AI: Enhancing System Reliability with Proactive SolutionsGremlin launched Foresight AI, a tool that proactively identifies and fixes reliability risks using its proprietary Failure Atlas. The AI provides guided remediation and continuous validation, and is available from today.PR NewswireGremlin Launches Foresight AI to Proactively Fix Reliability RisksGremlin announced general availability of Foresight AI, which proactively identifies and fixes reliability risks before they become incidents. Built on its Failure Atlas with over a decade of failure data, the tool recommends and delivers fixes, then validates them by re-running tests. It aims to help teams move at AI speed without compromising resilience.Business Podcast for StartupsWhy is this founder breaking things on purpose?Kolton Andrus, co-founder of Gremlin, explains the company's chaos engineering platform that intentionally breaks systems to find weaknesses. He previously worked at Amazon and Netflix, and Gremlin's revenue is estimated at $2 million. The platform uses gradual failure testing to build resilience.Tech TimesPrediction: 5 Enterprise Tools That Will Explode in Popularity in 2027The article identifies five enterprise infrastructure tools—Gremlin Foresight AI, Bitdrift, NeverBlink, Mezmo AURA, and Doppler—that are positioned to gain prominence in 2027 by addressing the shift toward autonomous AI agents. These platforms focus on predictive resilience engineering, mobile observability, AI-native database optimization, agent governance, and centralized secrets management. The piece highlights a broader industry trend where reliability and security measures are becoming more proactive and integrated with automated operations.Third NewsGremlin Introduces New Dynatrace Application Focused on Reliability Testing and ScoringGremlin, a reliability management company, announced the launch of a new application for the Dynatrace platform that integrates observability with reliability testing. The app enables engineering teams to execute resilience tests and access reliability scores directly within Dynatrace, with results cross-validated against Dynatrace metrics including response times, throughput rates, and failure rates. Gremlin reports that clients using the platform have experienced a 50% decrease in downtime and a 90% reduction in disaster recovery test time, with many achieving 99.99% availability on critical systems.AijournGremlin Launches Native App for Dynatrace, Adding Resilience Testing and Reliability Scoring to the Observability PlatformGremlin, a reliability management platform, has launched a native app for Dynatrace that integrates resilience testing and reliability scoring directly into Dynatrace's observability platform. The app allows engineering teams to run failure tests, cross-reference results against Dynatrace metrics like response time and failure rate, and track forward-looking reliability scores in existing dashboards. Gremlin's existing production safety controls apply throughout, and the company reports customer outcomes including a 50% reduction in downtime and a 90% reduction in disaster recovery testing time.PR NewswireGremlin Launches Native App for Dynatrace, Adding Resilience Testing and Reliability Scoring to the Observability PlatformGremlin announced the launch of its native app for Dynatrace, an observability platform, enabling engineering teams to run resilience tests and track reliability scores directly within the Dynatrace environment using existing metrics and alerts as health checks. The app integrates Gremlin's failure testing capabilities with Dynatrace's dashboards and monitoring data, supporting continuous reliability testing, disaster recovery validation, and risk detection across bare metal, on-prem, multi-cloud, and serverless environments. The app is now available in the Dynatrace Hub, with customers reporting outcomes including a 50% reduction in downtime and a 90% reduction in disaster recovery testing time.PR NewswireGremlin Launches No-Code Failure Flags to Test and Improve Application Reliability Without Touching Your CodeGremlin, an enterprise reliability management platform, announced the launch of Failure Flags, a no-code solution enabling teams to safely test, measure, and improve application reliability across serverless, container, and hybrid environments without modifying source code. The solution uses a proxy-based approach that sits between applications and their dependencies, allowing targeted reliability experiments such as latency spikes and dropped packets to be deployed faster and run across AWS Lambda, Azure Functions, Google Cloud Functions, and Kubernetes. The platform includes built-in reliability scoring that tracks risk across both infrastructure and application layers, providing engineering teams with predictive data to systematically improve reliability.StreetinsiderGremlin Launches No-Code Failure Flags to Test and Improve Application Reliability Without Touching Your CodeGremlin, an enterprise reliability management company, announced the launch of Failure Flags, a no-code solution that lets engineering teams test and improve application reliability without modifying source code. The solution proxies application network traffic through a dedicated container, enabling targeted experiments such as latency spikes and dropped packets across AWS Lambda, Azure Functions, Google Cloud Functions, Kubernetes, and hybrid environments. The platform also includes built-in reliability scoring that tracks risk across both infrastructure and application layers.AijournFounder of Gremlin Discusses the Need for AI GuardrailsKolton Andrus, founder of reliability testing company Gremlin, discusses the growing risks of AI-driven software development as AI agents increasingly handle code writing, reviews, and deployments without sufficient operational context for safe design choices. Andrus argues that without automated health and safety checks embedded in the development pipeline, teams risk shipping unreliable code and relying on costly reactive firefighting after failures occur. He positions automated reliability testing as essential for organizations to move fast with AI while maintaining confidence that significant risks will not be introduced.