CISO Tribune

Vendor comparison · 2 companies

Miggo vs Operant AI

Miggo is an Application Detection and Response (ADR) platform that shows which vulnerabilities are exploitable in running banking applications and shields them at runtime while the patch waits. Operant AI sells one platform covering Endpoints, Agents, MCPs, and AI applications. CISO Tribune files both under AI model and agent security. This page sets the two records side by side: what each sells, where it is based, who owns and funds it, the customers it names and its recent news, each fact numbered to its source.

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Up to four companies side by side.

  • Miggo
  • Operant AI
Miggo vs Operant AI: Products, Customers and Funding Compared
MiggoMiggo is an Application Detection and Response (ADR) platform that shows which vulnerabilities are exploitable in running banking applications and shields them at runtime while the patch waits.miggo.ioOperant AIOperant AI sells one platform covering Endpoints, Agents, MCPs, and AI applications.operant.ai
What it sells
  • Miggo Shield[2][5]Generates vulnerability-specific WAF rules tailored to applications.
  • Miggo WAF Copilot[7]Automates root cause analysis, payload testing, and rule creation for WAF rules.
  • Operant Semantic Firewall[1][7]Understands the intent behind every agent action and enforces an allow, block, or redact decision inline, in real time.
  • Agent Protector[1][5][6]Inventories all AI agents operating within an organization's infrastructure.
Categories
Headquarters
Not stated on its pagesSan Francisco, United States[2]
Founded
Not stated on its pagesNot stated on its pages
Ownership and funding
Not stated on its pagesPrivately held[1][3]
Named customers
Not stated on its pagesNot stated on its pages
Recent news
Not stated on its pages
  • May 4, 2026Operant AI launched Operant Endpoint Protector, a new addition to its AI Defense Platform for discovering and defending against threats across AI tools and coding agents.[4]
G2 and Gartner Peer Insights
  • G2: Not stated on its pages
  • Gartner Peer Insights: Not stated on its pages
  • G2: Not stated on its pages
  • Gartner Peer Insights: Not stated on its pages
Who it fits
Miggo names legacy core banking platforms, third-party vendor software, and partner and payment integrations as systems that carry known CVEs that cannot be patched on a standard schedule. Miggo WAF Copilot is aimed at security teams that already run WAF tools. Miggo directs its runtime evidence at both security and development teams. Miggo describes agentless deployment with a single lightweight sensor.It describes plans for teams putting their first production AI into customers' hands and for companies running AI across teams and products with critical data and compliance requirements. Its pages say regulated and government deployments mostly use the VPC, on-premise, or air-gapped options on the Enterprise plan. Workloads it covers range from coding agents on employee laptops to cloud agents across any infra.
Last verified
October 23, 2026September 27, 2026

Where they overlap

  • Miggo and Operant AI are both filed under AI model and agent security.

Where they differ, field by field

  • Miggo's primary category is Cloud detection and response; Operant AI's is AI firewalls and guardrails.
  • Miggo is also filed under WAF and WAAP and Vulnerability management.
  • Miggo lists Miggo Shield and Miggo WAF Copilot. Operant AI lists Operant Semantic Firewall and Agent Protector.
  • Operant AI is headquartered in San Francisco, United States.
  • Operant AI is privately held.

What it sells: Miggo

What Miggo Shield does[2][5]
Miggo Shield generates vulnerability-specific WAF rules tailored to applications. Miggo generates a WAF rule scoped to the specific exploitable path, deploys it to AWS WAF or Cloudflare, and expires it automatically.
What Miggo WAF Copilot does[7]
Miggo WAF Copilot activates as soon as a new vulnerability is detected, or on demand, and analyzes public resources including code, exploits, and threat intel feeds. It generates payload variations, tests their exploitation, and builds a customized protection strategy that it validates with a simulation of potential attacks. It can be implemented across WAF platforms including Cloudflare, AWS, Azure, GCP, Akamai, F5, Fortinet, and Imperva.

What it sells: Operant AI

What Operant Semantic Firewall does[1][7]
Operant Semantic Firewall holds an agent to its assigned purpose across the whole session, catching drift from manipulation or its own initiative. Operant can redact the sensitive part of an action and let the agent keep working within scope, instead of killing the workflow.
What Agent Protector does[1][5][6]
Agent Protector covers managed agents deployed through official channels and unmanaged agents running in cloud environments, SaaS platforms, and development tools. Agent Protector analyzes agent behavior patterns to identify and prevent security threats before they execute.

Questions about Miggo and Operant AI

What do Miggo and Operant AI sell?
Miggo sells Miggo Shield and Miggo WAF Copilot. Operant AI sells Operant Semantic Firewall and Agent Protector.
Are Miggo and Operant AI in the same category?
They share AI model and agent security. Miggo's primary category is Cloud detection and response and Operant AI's is AI firewalls and guardrails.
Where are Miggo and Operant AI headquartered?
Operant AI is headquartered in San Francisco, United States.
Who owns Miggo and Operant AI?
Operant AI is privately held.
Who are Miggo and Operant AI sold to?
Miggo names legacy core banking platforms, third-party vendor software, and partner and payment integrations as systems that carry known CVEs that cannot be patched on a standard schedule. It describes plans for teams putting their first production AI into customers' hands and for companies running AI across teams and products with critical data and compliance requirements.
What have Miggo and Operant AI announced recently?
May 4, 2026: Operant AI launched Operant Endpoint Protector, a new addition to its AI Defense Platform for discovering and defending against threats across AI tools and coding agents.

About Miggo

Miggo is an Application Detection and Response (ADR) platform that shows which vulnerabilities are exploitable in running banking applications and shields them at runtime while the patch waits. Miggo's ADR platform tracks application behavior, detects high-risk paths and policy deviations, and enforces runtime protection that blocks threats before exploitation, powered by DeepTracing™. Miggo describes ADR platforms as recording, baselining, and monitoring both 1st and 3rd-party application behaviors, using security observability to detect anomalies and threat exposure at runtime.[1][2][3][4]

Miggo says attackers exploit massive runtime blindspots to slip past other tools. Miggo states that it is determined to protect every application, everywhere, in an era where AI-driven attackers exploit vulnerabilities faster than security teams can patch them. Miggo states that PCI DSS and DORA both demand controls that hold at runtime, not just at audit.[1][3][5]

Miggo provides runtime insights with rich context around applications, including internet reachability, drift detection, and sensitive data flows. Miggo maps every live service, connection, and data flow across a financial services environment, including partner and payment integrations and AI agents, without code changes. Miggo security observability lets teams drill down into a live Application Graph to understand data connections, flaws, changes, and behavioral anomalies at runtime. Miggo security observability includes continuous discovery and mapping of new 1st and 3rd party services, data sources, cloud resources, API endpoints, and domains. Miggo lets teams visualize, map, and investigate how applications and data flows are connected.[2][3][4][5][6]

Miggo prioritizes threats with runtime context like internet exposure and exploitability. Miggo uses runtime validation and attack-path exploitability to show which services and dependencies are truly at risk from AI attackers. Miggo applies vulnerability prioritization driven by runtime reachability, not by CVSS score. Miggo reverse-engineers the attack primitive, proves what is exploitable at runtime, and deploys precision mitigation. Miggo provides continuous application behaviors monitoring and automated alerts of anomalous activity.[2][3][5]

Miggo Shield generates vulnerability-specific WAF rules tailored to applications. Miggo generates a WAF rule scoped to the specific exploitable path, deploys it to AWS WAF or Cloudflare, and expires it automatically. Miggo WAF Copilot activates as soon as a new vulnerability is detected, or on demand, and analyzes multiple public resources, including code, exploits, and threat intel feeds. Miggo WAF Copilot generates multiple payload variations and tests their exploitation to generate a root cause analysis. Miggo WAF Copilot builds a customized protection strategy and validates its efficacy using a simulation of the potential attacks. Miggo WAF Copilot automates root cause analysis, payload testing, and rule creation. Miggo WAF Copilot can be implemented across WAF platforms including Cloudflare, AWS, Azure, GCP, Akamai, F5, Fortinet, and Imperva.[2][3][5]

Miggo offers agentless deployment with no code required. Miggo describes a non-disruptive single lightweight sensor that allows teams to introduce runtime function level reachability analysis to threat investigation and response flows. Miggo monitoring goes beyond the application perimeter and performs deep internal inspection. Miggo describes introducing compensating control to block exploits while the vulnerabilities are fixed. Miggo says it detects and blocks PHP2Shell exploits at runtime.[1][3][4][5]

Miggo on the record

Sources

Miggo full record

  1. [1]Company Page | MiggoMiggo · undated page, accessed October 23, 2026 · Tier A
  2. [2]miggo.ioMiggo · miggo.io · undated page, accessed October 23, 2026 · Tier A
  3. [3]Financial ServicesMiggo · undated page, accessed November 10, 2026 · Tier A
  4. [4]Why Miggo's ADR Application Detection and ResponseMiggo · undated page, accessed November 10, 2026 · Tier A
  5. [5]Miggo | Autonomous Mitigation for Exploitable VulnerabilitiesMiggo · undated page, accessed November 10, 2026 · Tier A
  6. [6]Security Observability | MiggoMiggo · undated page, accessed November 10, 2026 · Tier A
  7. [7]Miggo WAF Copilot | Instant Defense Against Next-Gen AI AttacksMiggo · undated page, accessed November 10, 2026 · Tier A

Operant AI full record

  1. [1]Operant AI - Secure Your AIOperant AI · undated page, accessed September 27, 2026 · Tier A
  2. [2]Operant ai launches agent protector the first real time agentic security solution enabling safe ai agent innovation at scaleOperant AI via GlobeNewswire · globenewswire.com · published February 5, 2026 · Tier A
  3. [3]Operant ai secures 10m series a to protect the modern cloud across apis applications and aiOperant AI via GlobeNewswire · globenewswire.com · published September 12, 2024 · Tier A
  4. [4]Operant AI Endpoint Protector secures AI agents and MCP toolsHelp Net Security · published May 4, 2026 · Tier B
  5. [5]Pricing - AI & Agent Security Platform | Operant AIOperant AI · undated page, accessed November 10, 2026 · Tier A
  6. [6]Agent Protector: Real-Time AI Agent Security | OperantOperant AI · undated page, accessed November 10, 2026 · Tier A
  7. [7]Operant Semantic Firewall | Govern AI Agents in Real TimeOperant AI · undated page, accessed November 10, 2026 · Tier A
  8. [8]Operant MCP GatewayOperant AI · undated page, accessed November 10, 2026 · Tier A
  9. [9]AI GatekeeperOperant AI · undated page, accessed November 10, 2026 · Tier A
  10. [10]AI Application SecurityOperant AI · undated page, accessed November 10, 2026 · Tier A
  11. [11]API & Cloud Protector | Real-Time API Security | Operant AIOperant AI · undated page, accessed November 10, 2026 · Tier A
  12. [12]Woodpecker: Open Source Red Teaming for AI, APIs & K8sOperant AI · undated page, accessed November 10, 2026 · Tier A
  13. [13]FAQsOperant AI · undated page, accessed November 10, 2026 · Tier A
  14. [14]Start Your Free 7-Day Trial | Operant AI Security PlatformOperant AI · undated page, accessed November 10, 2026 · Tier A

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