AI-Ready Intelligence for

Insurance

From use-case discovery to verified deployment — in weeks, not years.

Verified vendor intelligence, use-case discovery, and deployment infrastructure for enterprise AI adoption.

The Problem

The $4.7 trillion question isn't whether to adopt AI. It's how to adopt it without betting the enterprise.

Seventy-eight percent of insurance executives name AI as their top strategic priority. Yet fewer than 12% have moved beyond proof-of-concept. The gap isn't ambition — it's infrastructure.

Buyers face a fragmented landscape of 2,400+ AI vendors making unverified claims, regulatory frameworks that shift quarterly, and internal teams stretched across competing priorities.

The enterprises that will lead in AI aren't the ones with the largest budgets. They're the ones with the best intelligence.

AI as Top Strategic Priority 78%
Beyond Proof-of-Concept 12%

18-month evaluation cycles. Failed pilots. Millions in sunk cost.

The AI Granary Approach

Intelligence-led AI adoption

From first question to production deployment.

01

Discover

Identify and prioritize AI use cases mapped to your lines of business, regulatory environment, and operational readiness.

02

Assess

Evaluate data maturity, integration landscape, and organizational readiness against industry benchmarks.

03

Match

Access verified vendor intelligence — capabilities, compliance, references, and pricing — filtered to your requirements.

04

Validate

Build the business case with benchmarked ROI data and regulatory risk assessments from real deployments.

05

Deploy

Execute with a structured playbook, multi-vendor coordination, and an implementation champion on your side.

What Buyers Get

Seven capabilities. One platform.

Every decision backed by verified data.

01

Use Case Discovery

Map 150+ AI use cases across claims, underwriting, distribution, and operations — ranked by feasibility, risk, and ROI.

02

Data Readiness

Assess data maturity across policy, claims, and customer systems against the requirements of your target use cases.

03

Vendor Intelligence

Every vendor independently verified — certifications, references, integrations, and compliance. No pay-to-play rankings.

04

Regulatory Intelligence

State AI regulations, NAIC bulletins, DOI requirements, EU AI Act — continuously updated and mapped to your use cases.

05

ROI Benchmarking

Build board-ready business cases with benchmarked data from comparable deployments, not vendor projections.

06

Program Playbook

Stage-gated framework from pilot to production with evaluation criteria, scorecards, and governance templates.

07

AI Marketplace

Browse, compare, and shortlist verified AI solutions in a marketplace built for enterprise procurement.

The Trust Standard

The GRAIN Score

A proprietary 100-point scoring framework that provides an independent, analyst-verified trust signal for every enterprise AI vendor on the platform.

Five dimensions. 25 sub-criteria. Three verification layers. Built from domain expertise across 700+ enterprise AI transformations.

Example Vendor Assessment

Illustrative GRAIN score breakdown

78 /100

Enterprise Capable

G
17/20
R
14/20
A
16/20
I
15/20
N
16/20

Five Dimensions of Trust

What goes into the score

Each dimension is independently assessed and scored 0–20 based on verified evidence, not vendor claims.

G

Governance

Security, compliance & AI ethics

17/20

Security certifications, regulatory compliance, AI explainability, and bias controls — verified against primary sources.

Example verification

V SOC 2 Type II Verified
V ISO 27001:2022 Verified
I HIPAA BAA Vendor Stated
U EU AI Act Compliance In Progress
V Verified I Inferred U Unknown
R

Readiness

Delivery capability & track record

14/20

Implementation track record, pricing clarity, financial viability, team depth, and partner ecosystem.

Example data points

V Enterprise deployments 50+ verified
V Avg. time to production 12 weeks
V Published pricing model Per-claim
V Series C ($85M) Confirmed
V Verified I Inferred U Unknown
A

Alignment

Platform integration depth

16/20

Integration depth verified to specific system, version, and deployment type. Technical fit, not marketing claims.

Example platform verification

V Guidewire ClaimCenter 10.2 Cloud Production
V Duck Creek Claims Certified
I Majesco P&C Suite Vendor Stated
V REST API v3 + Webhooks Documented
V Verified I Inferred U Unknown
I

Intelligence

AI architecture & model quality

15/20

AI architecture sophistication, model stack, explainability quality, hallucination controls, and governance practices.

Example technical assessment

V Model explainability SHAP + LIME
V Hallucination controls Multi-layer
V On-prem deployment option Available
I Bias audit (annual) Vendor Stated
V Verified I Inferred U Unknown
N

Named Evidence

Verified outcomes & proof

16/20

Verified customers, quantified outcomes, multi-geography deployment, and analyst recognition. Proof, not promises.

Example verified outcome

V Fraud detection — 35% FP reduction $2B P&C carrier
V Claims triage — 60% automation Top 10 insurer
V Gartner Cool Vendor 2024 Confirmed
V Multi-geography (EU, NA, APAC) 12 countries
V Verified I Inferred U Unknown

Score Bands

What the numbers mean

80–100 Enterprise Leader
60–79 Enterprise Capable
40–59 Emerging
0–39 Early Stage

Three-Layer Verification

The score is the surface. Verification is the foundation.

1

First-Party Verification

Certifications confirmed against primary evidence. SOC 2 Type II actually issued — not "in progress." Customer references verified as production deployments, not stalled pilots.

2

Platform-Specific Verification

Integration claims verified to exact platform, version, and deployment type. Guidewire ClaimCenter 10.2 Cloud is a different integration than ClaimCenter 9.0 on-prem.

3

Outcome Verification

Every outcome tagged to specific use case, organization size, line of business, platform environment, and time to value. Context-specific, not generic marketing claims.

Important Disclosures

GRAIN scores, verification statuses, and all associated data shown on this page are illustrative examples only and do not represent the assessment of any specific vendor. Actual scores are generated through AIgranary's proprietary analyst-led methodology and may differ materially from examples shown.

GRAIN scores are based on information available to AIgranary at the time of assessment and are subject to change as new information becomes available. Scores reflect independent analysis and are not a guarantee of vendor performance, suitability, or future results. The GRAIN framework, scoring methodology, sub-criteria weightings, and verification processes are proprietary to AIgranary and may not be reproduced, reverse-engineered, or used for commercial purposes without express written consent.

AIgranary does not provide legal, financial, or procurement advice. GRAIN scores should be used as one input among many in enterprise decision-making. Organizations should conduct their own due diligence before making vendor selection or purchasing decisions. AIgranary makes no representations or warranties, express or implied, regarding the completeness, accuracy, or reliability of any vendor data, and disclaims all liability for decisions made in reliance on platform content.

Verified, Not Advertised

We built the verification infrastructure.

AI Granary operates a multi-level verification system for every vendor on the platform. This isn't a directory. It's an intelligence service.

Certification Verification

Every SOC 2, ISO 27001, HITRUST, and regulatory certification is independently confirmed — not self-reported. Proof documents reviewed, cross-referenced, and timestamped.

Customer Reference Validation

Named customers, deployment stages, and outcomes verified through direct outreach. No anonymous logos. No "undisclosed Fortune 500" claims.

Continuous Monitoring

Vendor profiles aren't static snapshots. Funding changes, leadership transitions, compliance lapses, and product pivots tracked and surfaced in real time.

Are you an AI vendor? Learn how verification works →

Early Access

AI Granary is in private early access.

We're onboarding a select group of insurance carriers and AI vendors for our initial cohort. Early access members shape the platform.

Backed by the Global AI Forum · Built for enterprise · Launching 2026