Assurance vendors

For: Customer Support Voice Agents Internal Tools RAG & Search Autonomous Agents CUA Coding Agents

For: Sold into high-volume contracting work including EPC (engineering, procurement, construction) and supply agreements

Langfuse describes itself as an open-source agent evaluation and observability platform. The vendor reports use by 21 of the Fortune 50, more than 100,000 engineers building on Langfuse, and 10+ billion observations processed per month. No insurance, indemnity or outcome-linked settlement terms are published on the pages checked.

For: industries where a perfectly functional AI is not good enough.

Data: Trust center confirms customer data is deleted on request

For: Fortune 500s & Startups

For: For hospitals, founders, manufacturers and internal security teams running their own readiness. HIPAA, SOC 2, CMMC and ISO 27001 without a consulta…

For: finance, HR, legal, insurance, or travel

For: testing automation

Does: agent toolkit lets AI agents earn and spend funds on a user's behalf

For: Teams use Arize to understand how their AI agents and applications behave, measure quality with evaluations, monitor production performance, and co…

For: the world's most regulated industries

Fiddler AI is an AI observability and guardrails vendor. Its published material describes guardrails that enforce policy inline on an agent's request and response path in under 80ms, stopping violations before data leaves the customer network rather than flagging them afterwards, and states that every enforcement decision is recorded with who triggered it and what happened. It is sold on three plans, with the Developer plan usage-based at $0.002 per trace, and is deployable as SaaS, VPC or on-premises, including AWS GovCloud. The vendor states its users include Fortune 100 organizations in regulated sectors such as financial services, healthcare, insurance and government, and lists inclusion in four Forrester, Gartner and IDC analyst reports. No compliance certificate, auditor or report date is published on the source page, and no insurance cover, customer indemnity, coverage limit, outcome-linked payment or settlement mechanism is published. All statements above are drawn from the vendor's own homepage, which is a primary source for what the vendor claims about itself.

For: Retail Agencies & Brokerages Insurance Carriers Distribution (MGA/MGU/IMO)

For: Construction sites. School trips. Public events.

For: Financial services/banking, healthcare & life sciences, insurance, retail, cybersecurity, biotech/pharma, government, telecom, energy & utilities

Arcade supplies an MCP runtime that sits between AI agents and the systems they act on. Per the vendor's own homepage, it enforces permissions through the customer's existing OAuth and identity-provider flows: every action runs at the intersection of what the authenticated user may do and what the agent is scoped to do, and the action stops if either boundary is crossed. The vendor states actions are logged and reviewable, with one place to set policy and one place to audit; no tamper-evidence, hash-chaining or immutability is claimed anywhere on the page. It can be deployed in the customer's own cloud, a virtual private cloud, on-premises or fully air-gapped, and offers a catalogue of pre-built Model Context Protocol tools for systems including Google Workspace, Slack, Microsoft and Salesforce. It works with any LLM and with major agent frameworks, and a Python and JavaScript framework is open-source. Pricing is free to start and charged by usage; payment is not tied to a verified outcome. SOC 2 compliance is self-declared, with no Type, report or certificate published. No insurance, indemnity or regulatory-alignment claim appears on the page checked.

For: AI for Lawyers & Law Firms

Provides purpose-built, affirmative AI insurance for generative AI and AI agents, which the vendor states responds directly to AI failure modes. Operates as a coverholder at Lloyd's, with underwriting capacity from certain underwriters at Lloyd's; a published testimonial from a Swiss Re Senior Underwriter endorses Armilla's model-verification work. Offers an "AI Performance Warranty" that the vendor says funds a customer remedy when an insured AI system fails to perform as promised. Serves businesses deploying AI and sells through appointed, licensed surplus-lines brokers; named customers and case studies include WorkTango, SkyHive (now part of Cornerstone OnDemand), Private AI, Accend, hireEZ, and a bank/credit-union lending deployment (MKIII). Frames its coverage around "high-risk" AI system categories referenced in the Colorado AI Act and EU AI Act. Coverage availability is jurisdiction-dependent. No coverage limits are published on the page checked.

Keywords AI supplies an AI observability platform, which the page checked refers to as Respan. Per the vendor's own homepage, every LLM call, tool run, retrieval and agent turn becomes a span in a single trace, with the model, latency, cost, tokens and the exact input and output recorded on every span. The vendor states budgets and rate limits can be set per key, per customer or org-wide, with warnings as they are approached and requests blocked before spend runs over. Outputs can be scored against a bar the customer sets, on a test set and in production. ISO 27001, SOC 2, GDPR and HIPAA compliance with a BAA available are self-declared, with no report, auditor, certificate date or SOC 2 Type published on the page checked. The platform is described as sitting behind 80 trillion or more tokens, and pricing starts free. No insurance, indemnity, liability cap, settlement mechanism, outcome-based pricing or tamper-evident logging claim appears anywhere on the page checked.

Markets cyber insurance combined with security tooling. Its enterprise cyber coverage is described on its own site as backed by Allianz's A+ rated capacity. Its own regulatory status, and whether it writes AI-specific cover, are not stated on the page checked.

Credo AI markets an AI governance platform. It publishes policy packs mapped to the EU AI Act, NIST AI RMF, ISO-42001, OMB M-25, Colorado ADMT and the NAIC AI Playbook — these are frameworks the product maps customers to, not certifications Credo AI itself holds, and no certificate, auditor or report date is published on the page checked. The page describes compliance mapping with evidence recording and audit, names integrations with Snowflake, Databricks, AWS, Azure, ServiceNow, Jira, Confluence, Slack, GitHub and MLflow, and states the platform is sold into insurance, financial services, federal and healthcare. The vendor states it was named a Leader in the Forrester Wave: AI Governance Solutions, Q3 2025. No insurance, indemnity or outcome-linked payment terms are published.

AI-powered insurance policy analysis platform that produces plain-English breakdowns of coverages, limits, deductibles, exclusions and red flags, with coverage gap detection. Serves individual policyholders and insurance brokers, and offers a dedicated track for property managers tracking tenant and vendor insurance compliance. Pricing is a 30-day full-access free trial, after which uploaded documents auto-delete, versus a premium tier with permanent retention. Exposes its API to autonomous agents via MCP and OpenAPI. The vendor states its output is AI-generated and informational only, is not insurance advice, and that coverage is governed by the policy wording issued by the carrier. It publishes nothing about certification, regulatory status, or insurance carried on its own analysis.

For: Homeowners checking whether a storm plausibly reached their roof before calling a contractor. Roofers and restoration contractors qualifying leads …

For: Deploying your agents to production? We're here to help.

Integrates: Ingests metrics, logs and traces from observability tools including Grafana, Prometheus, Datadog, Dynatrace, New Relic and Splunk

Data: Scan history remains on device; user-controlled retention

For: internal audits, operational audits, compliance audits, and industry-specific audits

Integrates: community models and third-party APIs

Audit trail: after stopping the interaction can be saved and archived

For: Insurance Solutions – Kolena AI for Insurance Workflows.