Insurance AI
O

OneShield

OneShield sells core systems to property and casualty carriers and managing general agents. OneShield Enterprise is a unified policy, billing, rating, claims and reinsurance platform for personal, commercial and specialty lines, and OneShield Market Solutions is a core system delivered as a managed service. Its annual fee covers the software license, maintenance, hosting, support, implementation and a set number of managed service hours, with upgrades shipped monthly. Insurers process more than $20 billion in premiums on its platforms, and OneShield's own teams lead every implementation rather than outside integrators.

Its AI Hub is an AI operating system for insurance that gives carriers private access to large language models and agentic tools, works beside OneShield's cores or any other core system and connects through the Model Context Protocol. Its library of insurance agents runs from parsing rate and form filings to triaging claims by predicted severity. A zero data retention agreement with Anthropic, its AI partner, means AI Hub inputs and outputs are never stored, logged or used for training by Anthropic.

AI also sits inside the claims products. Market Solutions offers AI powered coverage verification and a Claims Document AI Assistant that summarizes documents, builds timelines and answers questions across large claim files, which the Medical Insurance Exchange of California runs with source linked evidence. Enterprise claims adds AI supported triage and routing.

Named customers include PURE Insurance, a client for more than two decades, Erie Insurance, Utica First, Forrest T. Jones & Company, WestCongress, Upland Specialty Insurance and ALPS. OneShield is headquartered in Marlborough, Massachusetts.

Last VerifiedOctober 13, 2026
Compare OneShield with other vendors
Founded
—
Headquarters
Marlborough, Massachusetts, United States
Categories
insurance-ai
Assessment

Capability Axes

Capability grades

15 of 15 axes rated · 10 graded A or B

AI Capability
AI Centrality
CC on AI CentralityArtificial intelligence is present but peripheral: a feature layer on a product whose value stands without it.
Vendor Published

OneShield Enterprise and Market Solutions run policy, billing, claims and reinsurance without any model, and the AI Hub is sold as a layer that also works over other vendors' cores. AI adds speed to filings, claims research and underwriting intake rather than carrying the product.

Autonomy and Oversight Model
BB on Autonomy and Oversight ModelA written commitment that the models work alongside human judgment, with real review surfaces, short of the full control structure: commonly the threshold at which the system stops or what happens after it is wrong.
Vendor Published

Which agent actions may run unattended is not specified. AI Hub agents are designed, deployed and governed by the insurer's own teams with auditability built in, and the claims document assistant at the Medical Insurance Exchange of California answers adjusters' questions with evidence linked to the exact passage in the claim file, with depth and confidence settings the team controls, leaving the decision with the adjuster.

Model Risk Management and Transparency
BB on Model Risk Management and TransparencyReal transparency mechanisms are published, such as per alert explainability, confidence scoring or split testing, without the validation package or supervisory mapping behind them.
Vendor Published

Accuracy, validation and monitoring figures for the agents are not published. The claims assistant attaches source level evidence to every answer and lets claims teams tune depth and confidence settings, and AI Hub use cases are tied to business measures rather than run as side projects.

Operational and Outcome Evidence
AA on Operational and Outcome EvidenceNamed customers with hard performance figures and enough method to test them.
Vendor Published

Named customers report hard results, though every figure measures the policy platform rather than the AI Hub, which carries no result yet. PURE Insurance cut auto quote time from 15 to 20 minutes to 3 minutes and key entries for an auto quote by more than 70 percent, and grew its book 45 percent with no added resources for policy issuance and mailing.

Forrest T. Jones & Company binds more than 95 percent of eligible policies without an underwriter and takes more than 10,000 online submissions a year on Market Solutions, and Utica First agents reach documents immediately where they once waited 24 hours.

Erie Insurance, WestCongress, Upland Specialty Insurance, ALPS and the Medical Insurance Exchange of California are also named, Hiscox is quoted expecting greater efficiency from the platform, and insurers process more than $20 billion in premiums on it.

AI Safety and Data Stewardship
AA on AI Safety and Data StewardshipThe cross client data boundary is answered specifically and falsifiably: commitments like zero training on customer data or per customer model instances.
Vendor Published

Training on customer data is ruled out at the model provider: a zero data retention agreement with Anthropic, OneShield's AI partner, means anything processed through the AI Hub is handled in real time and never stored, logged or reused for training. Customer environments are isolated in dedicated trust zones, so one carrier's data cannot mingle with another's.

Regulatory and Compliance
GLBA and Data Privacy Posture
CC on GLBA and Data Privacy PostureA standard privacy policy that covers the website rather than the service, or silence on a product that touches limited consumer data.
Vendor Published

The published privacy policy covers visitors rather than the platform, so retention, processing and subprocessor terms for carrier and policyholder data are not set out. The platform side is specific about separation: each customer environment sits in its own trust zone under a patented isolation approach, with unique encryption keys separating each customer's data from OneShield's own.

Security Certifications and Trust Center
BB on Security Certifications and Trust CenterA recognized certification named in the vendor’s own material without the artifact, or with a scope or renewal question the buyer has to raise.
Vendor Published

The auditor and report period are not named, and the report comes only under a nondisclosure agreement. OneShield issues SOC 2 Type II reports covering all five trust services criteria, security, availability, processing integrity, confidentiality and privacy, and runs third party penetration testing and vulnerability scanning of production and internet facing systems.

Regulatory Status and Licensure
CC on Regulatory Status and LicensureThe regulatory position is unstated. Most vendors in this index are technology suppliers and being unlicensed is the correct posture, so this grade records silence about the posture, not a missing license.
Vendor Published

OneShield supplies software to licensed carriers and holds no license of its own. Its AI Hub library includes an agent that parses and structures filings in the System for Electronic Rates and Forms Filing, the channel carriers use to file rates and forms with state regulators.

AI Governance and Bias Disclosure
BB on AI Governance and Bias DisclosureAn independent demographic evaluation the vendor has submitted to, such as the NIST face evaluation class, or a governance framework with named process behind it.
Vendor Published

Bias testing results and fairness metrics are not published. OneShield has registered under the Cloud Security Alliance AI Controls Matrix, a framework of more than 200 control objectives that include bias mitigation, human oversight and model transparency, and says it was the first insurance software vendor to do so.

AI Liability and Recourse
CC on AI Liability and RecourseMechanisms that enable challenge, such as audit trails and source traceability, with nothing standing behind the output and no route for the person affected.
Vendor Published

A guarantee, indemnity or correction commitment behind an agent's output is absent. Traceability stands in its place: claims answers link to the exact source passage, so an adjuster can check and reject them before acting.

Integration and Deployment
Model Supply Chain Disclosure
BB on Model Supply Chain DisclosureSubstantial partial disclosure, or a chain that is structurally short: an explicit in house build, on premise deployment, per customer instances, or zero retention at the model layer.
Vendor Published

A subprocessor list is not published, and OneShield does not say which of its listed partners handle a carrier's data in a given deployment. Anthropic is named as the AI partner behind the AI Hub, with a zero data retention agreement covering what it processes, and the hub connects other tools through the Model Context Protocol. AWS, Oracle and Okta appear as infrastructure partners, and data and analytics services such as LexisNexis Risk Solutions, Verisk, TransUnion and CoreLogic as solution partners.

Core Systems and Integration Depth
AA on Core Systems and Integration DepthNamed integrations with the systems of record, core banking, policy administration, custodial or contact center platforms, verifiable in marketplace listings or public API documentation.
Vendor Published

OneShield is the system of record rather than a connector: one platform spans policy, billing, claims, rating, relationship management and reinsurance. Named integrations run through customer projects. PURE Insurance pulls driver and vehicle data from LexisNexis into its auto quotes, Forrest T. Jones & Company takes payments through Input 1, Erie Insurance connects its own quote and application system to its policy core through application programming interfaces, and Upland Specialty Insurance syncs party, submission, rating, policy and document data between Market Solutions and its own tools. The AI Hub works with OneShield's cores or any other core through the Model Context Protocol.

Deployment Model and Data Residency
BB on Deployment Model and Data ResidencyStated residency commitments or regional hosting options.
Vendor Published

Which provider hosts OneShield Cloud, and in which regions data rests, is not stated, though AWS and its Kubernetes service are listed among OneShield's infrastructure partners beside Oracle and Okta. OneShield Cloud is multi tenant with each customer in a dedicated trust zone, encrypted at rest and in transit, and OneShield also maintains on premises software products alongside its cloud and managed service offerings.

Commercial
Commercial Transparency
CC on Commercial TransparencyNo price is published and engagement runs through a demo form, which is the norm in this index.
Vendor Published

A figure, tier or unit of charge is not published for either core or for the AI Hub. Market Solutions is sold on an annual fee that covers the software license, maintenance, hosting, support, implementation and a set number of managed service hours, with no large upfront implementation fee and monthly upgrades included, and new AI capabilities arrive inside that subscription.

Institution and Segment Coverage
AA on Institution and Segment CoverageThe financial segments served are named and each carries its own maintained material, whether the coverage is broad or deliberately narrow.
Vendor Published

Property and casualty carriers and managing general agents are the buyers, and each segment OneShield names has a page of its own: commercial lines, personal lines, excess and surplus, professional liability, managing general agents and program administrators, and insurance startups. Market Solutions adds pages for managing general agents and specialty carriers. The product is built for property and casualty lines only, with no life, health or benefits offering.

Head to Head

Compared With

Most editorial comparisons pair two vendors the index assesses as direct competitors for the same buyer. Some pair vendors that are adjacent rather than rival, where the useful question is where one ends and the other begins. Each carries a verdict, the buyer conditions that favor each vendor, and a graded side by side.

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The index publishes no overall score or ranking. See what we assess and the methodology.

Commercial

Pricing

Vendor-published figures are labeled as such. Figures labeled “Estimated” are derived from third-party sources and have not been confirmed by the vendor.

No pricing data has been verified for this vendor. Pricing information will be published here once confirmed through vendor disclosure or third-party estimation.

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AI FinTech Index

The AI FinTech Index is an independent index that tracks changes to AI vendors in financial services. It holds 610 vendors across banking, lending, insurance, wealth, capital markets and financial crime compliance, each graded on the same 15 capability axes from public sources. No vendor pays for inclusion, placement, or rating.

Index Status
Last index update
October 20, 2026
The AI FinTech Index is an editorial reference, not a regulatory body. Vendor data is verified against published sources and public regulatory filings. Figures labeled “Estimated” have not been confirmed by the vendor. See the Methodology page for evaluation standards and limitations.
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