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Matrisk

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uuid00kd9nk

Namestring
Matrisk
Legal namestring
Matrisk, Inc.
Websiteurl
matrisk.ai
Company typeenum
Private
Founded yearint
2023
Operating statusenum
Acquired
Ownership categoryenum
Headcount rangeband
1–10
akta.pro rankint
HeadquartersDenver, United States
HQ citystring
Denver
HQ countrystring
United States
HQ regionstring
North America
Markets served

Serves global market

Offices1 record

Each record includes

City, Country, Type, Description, Source

Keyword5 values
insurance market intelligence, regulatory filing analysis, P&C pricing software, telematics risk scoring, AI underwriting analytics
Industry2 codes
PRIMARYFSAGAGAE
Data, Analytics & AI for Insurance (Risk, Pricing, Personalization)
Financial & Insurance/Financial Technology (Fintech)/Insurtech Platforms (Digital Insurance Enablement)
SECONDARYFSAFAIAF
Pricing & Valuation Services (Fixed Income, OTC, Derivatives)
Financial & Insurance/Financial Exchanges & Market Infrastructure/Market Data, Indices & Benchmark Administrators
NAICS code2 codes
  • Software Publishers513210
  • Custom Computer Programming Services541511
SIC code2 codes
  • Services-Prepackaged Software7372
  • Services-Computer Programming Services7371
Product category
Insurance Market Intelligence Software
Social media profiles1 record
GTM motion3 records

Each record includes

Type, Description, Source

Revenue model2 records
1Filings AI Subscription
TypeSubscription Recurring
Description

Annual subscription-based pricing for AI-powered insurance market intelligence platform. Fees customized based on organization size and Gross Written Premium (GWP). Flexible licensing options including named-user licenses, floating (concurrent) licenses, and enterprise-wide agreements.

matrisk.ai
2Crash Data API Access
TypeSubscription Recurring
Description

API access to crash data and risk scoring services, enabling carriers to embed geospatial crash data and telematics-based risk scoring into underwriting and pricing workflows.

matrisk.ai
Marketing channels4 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
Technology or R&D, Personnel, Infrastructure, Marketing or Sales, Operations
Pricing details1 tier
1Annual subscription with automatic payment billing
ModelSubscriptionBilling cadenceAnnual
Notes

Customized pricing based on organization size and needs, structured around Gross Written Premium (GWP). Flexible licensing options including named-user licenses, floating (concurrent) licenses, and enterprise-wide agreements. Subscription period is 1 year with automatic annual payment.

matrisk.ai
GTM typeB2B
B2B
Offering typeSoftware
Software
Brand1 record
1Road Safety API
Description

Geospatial crash data and telematics-based risk scoring API for underwriting and pricing workflows, covering 100 million crash records spanning 20 years.

matrisk.ai
Core offering1 text field

Matrisk sells AI-powered software for P&C insurance carriers that converts unstructured regulatory filings, broker bulletins, and policy documents into searchable market intelligence for benchmarking rating strategies, tracking rate evolution, anticipating regulatory objections, and exporting structured data. Its second product line is a geospatial Road Safety API providing telematics risk scores, garaging risk scores, and raw crash data covering 100M+ records over 20 years for underwriting and pricing workflows.

Differentiator
Functional benefit
Problem solved
Quantifiable outcome1 of 3 values shown
  • Answers in minutes instead of hours or days for regulatory filing analysis
+2 more records
Product overview1 text field

Matrisk is an AI-powered insurance market intelligence company offering two distinct product lines: (1) Filings AI / Market Intelligence Suite — a core SaaS platform that uses RAG-based semantic search and LLMs to transform unstructured regulatory filings into searchable market intelligence, enabling benchmarking, rate tracking, regulatory radar, and data export; and (2) the Road Safety API — a geospatial crash data and risk scoring API offering telematics risk scores, garaging risk scores, and raw crash data access covering 100M+ records across the US. Following its acquisition by Akur8 (January 2026), Matrisk's technology was embedded into Akur8's platform as Akur8 Discover, positioning the combined offering as an end-to-end pricing platform with embedded regulatory and market context.

Product and service6 records
1Filings AI (Market Intelligence Suite)
CategoryInsurance Market Intelligence Software
Description

AI-powered SaaS platform that transforms unstructured insurance regulatory filings, broker bulletins, and policy documents into searchable market intelligence. Enables insurance carriers to benchmark rating strategies, track rate evolution, anticipate regulator objections, and export structured data from filing PDFs. For P&C insurance carriers and their actuarial, pricing, and regulatory teams.

2Road Safety API (Crash Data API)
CategoryGeospatial Risk Scoring API
Description

Geospatial crash data and risk scoring API providing telematics risk scores, garaging risk scores, and raw crash data access. Covers 100M+ crash records spanning 20 years across most US states. Enables hyperlocal risk scoring for underwriting and pricing workflows at high throughput. For insurance carriers and developers building auto underwriting and pricing systems.

3Telematics Risk Score
CategoryTelematics Risk Scoring
Description

Standalone risk scoring product within the Road Safety API suite for carriers that collect telematics data, providing continuous measurement of driver exposure to high-risk areas over time. Generates hyperlocal risk scores for all public roads with NAICS code support for commercial-specific exposures.

4Garaging Risk Score
CategoryGeospatial Risk Scoring
Description

Standalone location-based risk scoring product within the Road Safety API suite that pinpoints crash density around the insured's home address. Designed for carriers lacking telematics data who still need hyperlocal risk intelligence for policy underwriting.

5Crash Data
CategoryGeospatial Crash Dataset
Description

Standalone raw crash dataset product within the Road Safety API suite providing detailed crash records spanning most US states with granular attributes including severity, intersection, and crash type. Offers bulk endpoints for backtesting and large-scale analytics with flexible API access for custom model building.

6Akur8 Discover
CategoryInsurance Market Intelligence Software
Description

New P&C rate and rule filings analysis tool launched by Akur8 following its January 2026 acquisition of Matrisk. Embeds Matrisk's LLM expertise and unstructured data processing into Akur8's pricing platform, targeting the same P&C carrier ICP with deeper integration into pricing workflows.

Scale indicator3 records

Each record includes

Type, Value, Description, Source

Partnership1 partner
Strategic tierCoreTypeStrategic or Co-development PartnerAnnounced on2026-01-06
Description

Akur8, a property and casualty insurance pricing technology company, acquired Matrisk to integrate AI-powered regulatory filings search and market intelligence capabilities into its platform. Matrisk's capabilities including large language model expertise and unstructured data processing are being integrated into Akur8's pricing platform, enabling insurers to benchmark rating strategies, track regulatory developments, and accelerate filing cycles. The combined offerings will be launched as Akur8 Discover.

Recent move6 records

Each record includes

Date, Type, Title, Description, Source

Expansion highlight5 records

Each record includes

Type, Description

Peers10 records
TypeDirect peer
Description

Carpe Data provides alternative data and predictive scoring for insurance underwriting, including claims history, social, and risk signals. It overlaps with Matrisk in monetizing alternative data assets for carrier underwriting and pricing workflows.

TypeBroad incumbent
Description

Verisk is a leading data analytics provider to insurance, serving P&C carriers with industry-standard data, analytics, and underwriting tools. It represents the broad incumbent in insurance data analytics against which niche insurtechs like Matrisk differentiate on AI-native workflows.

TypeDirect peer
Description

Akur8 is a P&C insurance pricing platform that acquired Matrisk in January 2026. It is the most direct comparable as Matrisk's filings intelligence is now embedded into Akur8's pricing workflow, competing in the same buyer (carrier pricing teams) and use case (rate filing).

TypeBroad incumbent
Description

Guidewire is a core systems platform for P&C insurers, spanning policy, billing, and claims. While not a direct AI filings competitor, it is the broader platform into which Matrisk/Akur8 Discover could integrate or against which embedded analytics compete.

TypeEmerging player
Description

Gradient AI provides AI-driven solutions for insurance underwriting, claims, and loss prediction, primarily for group health and workers' compensation. It overlaps with Matrisk in AI-enabled risk scoring for carriers but focuses on different lines (health/wc vs. P&C filings).

TypeDirect peer
Description

Cytora applies AI to commercial insurance underwriting workflows, ingesting public and proprietary data to inform risk decisions. It targets commercial P&C carriers with data-driven underwriting — overlapping with Matrisk's hyper-local risk scoring use case for underwriting.

TypeDirect peer
Description

Shift Technology applies AI to insurance decisioning across claims, fraud, and underwriting. It serves the same insurance carrier buyers and uses AI/LLM-driven automation to extract intelligence from unstructured insurance documents, closely aligned with Matrisk's filings analysis thesis.

TypeBroad incumbent
Description

LexisNexis Risk Solutions provides data and analytics to insurance carriers for underwriting, claims, and fraud. It is a broad incumbent in insurance data, comparable to Matrisk's underwriting data products (e.g., telematics/garaging risk scores) but with much wider scope.

TypeDirect peer
Description

Earnix is an AI-based pricing and personalization platform for insurance and banking. It targets similar carrier buyers for rate modeling, personalization, and filing workflows, making it a direct peer in pricing analytics for P&C and life insurers.

TypeDirect peer
Description

Planck is an AI-driven commercial insurance data platform that aggregates business information for underwriting. It is comparable to Matrisk in its use of structured/unstructured data and AI to produce actionable intelligence for carrier underwriting teams.

Market position
Strengths5 records

Each record includes

Headline, Details, Source

Weaknesses5 records

Each record includes

Headline, Details, Source

Competitive moat4 records

Each record includes

Type, Details

Key risks5 records

Each record includes

Headline, Details, Source

Key highlights6 records

Each record includes

Headline, Details, Source

Customer concentration

Classification, Details

Named customers1 record

Each record includes

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

Segment3 records

Each record includes

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

Ideal customer profile2 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

Integration1 record

Each record includes

Title, Type, Description, Source

AI capability7 records

Each record includes

Type, Description, Source

AI maturity
App detail

Has app

Feature8 records

Each record includes

Title, Differentiator, Description, Source

Core technology
Revenue estimate
Valuation estimate
Number of profiles
Profiles3 records

Each record includes

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

No data
Compliance1 record

Each record includes

Name, Class, Description

Funding overview

Funding stage, Last funding date, Total funding USD

Funding rounds

Each record includes

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

Investors

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 →

Matrisk

Insurance Market Intelligence Softwarematrisk.ai

Matrisk firmographics

Firmographics
Name
Matrisk
Legal name
Matrisk, Inc.
Website
https://matrisk.ai
Company type
Private
Founded year
2023
Operating status
Acquired
Headcount range
1–10 employees
Ownership category
akta.pro rank

Matrisk industry classification

Industry
Product category
Insurance Market Intelligence Software
NAICS
Software Publishers (513210), Custom Computer Programming Services (541511)
SIC
Services-Prepackaged Software (7372), Services-Computer Programming Services (7371)
akta.pro industry
PRIMARYFSAGAGAE
Data, Analytics & AI for Insurance (Risk, Pricing, Personalization)
Financial & Insurance/Financial Technology (Fintech)/Insurtech Platforms (Digital Insurance Enablement)
SECONDARYFSAFAIAF
Pricing & Valuation Services (Fixed Income, OTC, Derivatives)
Financial & Insurance/Financial Exchanges & Market Infrastructure/Market Data, Indices & Benchmark Administrators

Keywords

  • Insurance market intelligence
  • Regulatory filing analysis
  • P&C pricing software
  • Telematics risk scoring
  • AI underwriting analytics

Where Matrisk is headquartered

Location

Headquarters

HQ city
Denver
HQ country
United States
HQ region
North America

Offices1 record

Markets served

Matrisk business model

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

Revenue model

  1. Filings AI Subscription: Annual subscription-based pricing for AI-powered insurance market intelligence platform. Fees customized based on organization size and Gross Written Premium (GWP). Flexible licensing options including named-user licenses, floating (concurrent) licenses, and enterprise-wide agreements.
  2. Crash Data API Access: API access to crash data and risk scoring services, enabling carriers to embed geospatial crash data and telematics-based risk scoring into underwriting and pricing workflows.

Pricing tiers

ModelBillingPrice
SubscriptionAnnualAnnual subscription with automatic payment billing

Go-to-market motion3 records

Distribution channels2 records

Marketing channels4 records

Matrisk product offering

Product offering

Core offering

Matrisk sells AI-powered software for P&C insurance carriers that converts unstructured regulatory filings, broker bulletins, and policy documents into searchable market intelligence for benchmarking rating strategies, tracking rate evolution, anticipating regulatory objections, and exporting structured data. Its second product line is a geospatial Road Safety API providing telematics risk scores, garaging risk scores, and raw crash data covering 100M+ records over 20 years for underwriting and pricing workflows.

Product overview

Matrisk is an AI-powered insurance market intelligence company offering two distinct product lines: (1) Filings AI / Market Intelligence Suite — a core SaaS platform that uses RAG-based semantic search and LLMs to transform unstructured regulatory filings into searchable market intelligence, enabling benchmarking, rate tracking, regulatory radar, and data export; and (2) the Road Safety API — a geospatial crash data and risk scoring API offering telematics risk scores, garaging risk scores, and raw crash data access covering 100M+ records across the US. Following its acquisition by Akur8 (January 2026), Matrisk's technology was embedded into Akur8's platform as Akur8 Discover, positioning the combined offering as an end-to-end pricing platform with embedded regulatory and market context.

Differentiator

Problem solved

Functional benefit

Brands

  • Road Safety API: Geospatial crash data and telematics-based risk scoring API for underwriting and pricing workflows, covering 100 million crash records spanning 20 years.

Products and services

  • Filings AI (Market Intelligence Suite) AI-powered SaaS platform that transforms unstructured insurance regulatory filings, broker bulletins, and policy documents into searchable market intelligence. Enables insurance carriers to benchmark rating strategies, track rate evolution, anticipate regulator objections, and export structured data from filing PDFs. For P&C insurance carriers and their actuarial, pricing, and regulatory teams.
  • Road Safety API (Crash Data API) Geospatial crash data and risk scoring API providing telematics risk scores, garaging risk scores, and raw crash data access. Covers 100M+ crash records spanning 20 years across most US states. Enables hyperlocal risk scoring for underwriting and pricing workflows at high throughput. For insurance carriers and developers building auto underwriting and pricing systems.
  • Telematics Risk Score Standalone risk scoring product within the Road Safety API suite for carriers that collect telematics data, providing continuous measurement of driver exposure to high-risk areas over time. Generates hyperlocal risk scores for all public roads with NAICS code support for commercial-specific exposures.
  • Garaging Risk Score Standalone location-based risk scoring product within the Road Safety API suite that pinpoints crash density around the insured's home address. Designed for carriers lacking telematics data who still need hyperlocal risk intelligence for policy underwriting.
  • Crash Data Standalone raw crash dataset product within the Road Safety API suite providing detailed crash records spanning most US states with granular attributes including severity, intersection, and crash type. Offers bulk endpoints for backtesting and large-scale analytics with flexible API access for custom model building.
  • Akur8 Discover New P&C rate and rule filings analysis tool launched by Akur8 following its January 2026 acquisition of Matrisk. Embeds Matrisk's LLM expertise and unstructured data processing into Akur8's pricing platform, targeting the same P&C carrier ICP with deeper integration into pricing workflows.

Quantifiable outcome

  • Answers in minutes instead of hours or days for regulatory filing analysis
  • +2 more outcomes

Companies that use Matrisk

Customer profile

Named customers1 record

Segments3 records

Ideal customer profiles2 records

Matrisk technology and API

Technology

Technology focussed Yes

API detail

Has API
Yes
API docs
API detail

Core technology

AI maturity

App detail

Integration1 record

AI capability7 records

Feature8 records

Matrisk partnerships and signals

Strategic signal

Partnerships

One partnership is on record.

  • Akur8coreStrategic or Co-development Partner · 6 January 2026Akur8, a property and casualty insurance pricing technology company, acquired Matrisk to integrate AI-powered regulatory filings search and market intelligence capabilities into its platform. Matrisk's capabilities including large language model expertise and unstructured data processing are being integrated into Akur8's pricing platform, enabling insurers to benchmark rating strategies, track regulatory developments, and accelerate filing cycles. The combined offerings will be launched as Akur8 Discover.

Scale indicators3 records

Recent moves6 records

Expansion highlights5 records

Matrisk competitors and assessment

Company assessment

Direct peers

  • Carpe Data: Carpe Data provides alternative data and predictive scoring for insurance underwriting, including claims history, social, and risk signals. It overlaps with Matrisk in monetizing alternative data assets for carrier underwriting and pricing workflows.
  • Akur8: Akur8 is a P&C insurance pricing platform that acquired Matrisk in January 2026. It is the most direct comparable as Matrisk's filings intelligence is now embedded into Akur8's pricing workflow, competing in the same buyer (carrier pricing teams) and use case (rate filing).
  • Cytora: Cytora applies AI to commercial insurance underwriting workflows, ingesting public and proprietary data to inform risk decisions. It targets commercial P&C carriers with data-driven underwriting — overlapping with Matrisk's hyper-local risk scoring use case for underwriting.
  • Shift Technology: Shift Technology applies AI to insurance decisioning across claims, fraud, and underwriting. It serves the same insurance carrier buyers and uses AI/LLM-driven automation to extract intelligence from unstructured insurance documents, closely aligned with Matrisk's filings analysis thesis.
  • Earnix: Earnix is an AI-based pricing and personalization platform for insurance and banking. It targets similar carrier buyers for rate modeling, personalization, and filing workflows, making it a direct peer in pricing analytics for P&C and life insurers.
  • Planck: Planck is an AI-driven commercial insurance data platform that aggregates business information for underwriting. It is comparable to Matrisk in its use of structured/unstructured data and AI to produce actionable intelligence for carrier underwriting teams.

Broad incumbents

  • Verisk: Verisk is a leading data analytics provider to insurance, serving P&C carriers with industry-standard data, analytics, and underwriting tools. It represents the broad incumbent in insurance data analytics against which niche insurtechs like Matrisk differentiate on AI-native workflows.
  • Guidewire: Guidewire is a core systems platform for P&C insurers, spanning policy, billing, and claims. While not a direct AI filings competitor, it is the broader platform into which Matrisk/Akur8 Discover could integrate or against which embedded analytics compete.
  • LexisNexis Risk Solutions: LexisNexis Risk Solutions provides data and analytics to insurance carriers for underwriting, claims, and fraud. It is a broad incumbent in insurance data, comparable to Matrisk's underwriting data products (e.g., telematics/garaging risk scores) but with much wider scope.

Emerging players

  • Gradient AI: Gradient AI provides AI-driven solutions for insurance underwriting, claims, and loss prediction, primarily for group health and workers' compensation. It overlaps with Matrisk in AI-enabled risk scoring for carriers but focuses on different lines (health/wc vs. P&C filings).

Market position

Strengths5 records

Weaknesses5 records

Competitive moat4 records

Key risks5 records

Key highlights6 records

Customer concentration

Matrisk social profiles

Digital presence

Matrisk compliance and trust

Trust signal

Compliance1 record

Matrisk financial estimates

Financial estimate

Revenue estimate

Valuation estimate

Matrisk leadership team

Management profile

Number of profiles

Profiles3 records

Matrisk funding detail

Funding detail

Funding overview

Funding rounds

Investors

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

Matrisk 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 Matrisk

What does Matrisk do?

Matrisk sells AI-powered software for P&C insurance carriers that converts unstructured regulatory filings, broker bulletins, and policy documents into searchable market intelligence for benchmarking rating strategies, tracking rate evolution, anticipating regulatory objections, and exporting structured data. Its second product line is a geospatial Road Safety API providing telematics risk scores, garaging risk scores, and raw crash data covering 100M+ records over 20 years for underwriting and pricing workflows.

Is Matrisk a public or private company?

Matrisk is a private company. It is classified as corporate owned and is currently acquired.

When was Matrisk founded?

Matrisk was founded in 2023. It employs 1 to 10 people.

Where is Matrisk based?

Matrisk is headquartered in Denver, United States, in the North America region.

How does Matrisk make money?

Two revenue lines are on record. Filings AI Subscription is the primary driver. The others are crash Data API Access.

Who are Matrisk's main competitors?

Direct peers on record are Carpe Data, Akur8, Cytora, Shift Technology, Earnix and Planck. Broad incumbents are Verisk, Guidewire and LexisNexis Risk Solutions. Gradient AI is listed as an emerging player.

Does Matrisk have an API?

Yes. Matrisk offers a geospatial crash data and risk scoring API. The Road Safety API (crash-data product) provides RESTful endpoints enabling developers to score drivers, retrieve hyperlocal crash data, calculate telematics risk scores, garaging risk scores, and access raw crash records at scale. The API supports high throughput (thousands of drivers per minute) and bulk/async endpoints for backtesting and large-scale analytics. Developer documentation is at docs.risk.matrisk.ai/introduction.

What industry is Matrisk in?

Matrisk's product category is Insurance Market Intelligence Software. Its primary akta.pro industry code is FSAGAGAE, Data, Analytics & AI for Insurance (Risk, Pricing, Personalization), with a secondary code of FSAFAIAF, Pricing & Valuation Services (Fixed Income, OTC, Derivatives). Its NAICS code is 513210 and its SIC code is 7372.

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Live signals
InsNerds.comInsurtech Akur8 acquires Matrisk to add AI filings intelligence to pricingAkur8, a property and casualty insurance pricing technology company, has acquired Matrisk to integrate AI-powered regulatory filings search and market intelligence capabilities into its platform. As part of the acquisition, Akur8 is launching Akur8 Discover, a new tool designed to help insurance professionals navigate regulatory filings and access market data more efficiently. The acquisition reflects a broader trend in the insurance industry toward leveraging technology and data to improve operational efficiency and compliance processes.BeinsureInsurtech Akur8 acquires Matrisk to add AI filings intelligence to pricingAkur8, an insurtech company offering pricing and reserving platforms for non-life insurers, has acquired Matrisk, an AI-focused platform that converts unstructured regulatory filings into searchable market intelligence. The acquisition coincides with the launch of Akur8 Discover, a product embedded in Akur8's platform that enables insurers to search, analyze, and compare P&C rate and rule filings using AI. The deal deepens Akur8's AI capabilities around large language models and unstructured data processing, positioning the company to help insurers modernize pricing workflows amid tightening regulatory scrutiny and compressed filing timelines.InsurtechanalystAkur8 acquires Matrisk to launch Discover pricing intelligenceAkur8, a next-generation InsurTech provider focused on insurance pricing and reserving, has acquired Matrisk, an AI-driven platform that transforms unstructured regulatory filings into searchable market intelligence. Through this acquisition, Akur8 is launching Akur8 Discover, a new product that integrates Matrisk's capabilities to search and analyze Property & Casualty rate and rule filings using AI, enabling insurers to benchmark rating strategies and track market developments. The deal expands Akur8's AI capabilities, particularly in large language models and unstructured data processing, strengthening its position as an actuarial platform for insurers seeking to modernize pricing workflows.FfnewsAkur8 Acquires Matrisk, Bringing Powerful Filings Search and Market Intelligence to its Pricing PlatformAkur8, a provider of insurance pricing and reserving solutions, has acquired Matrisk, an AI-driven platform that transforms unstructured regulatory filings into searchable market insights. The acquisition integrates Matrisk's capabilities—including large language model expertise and unstructured data processing—into Akur8's pricing platform, enabling insurers to benchmark rating strategies, track regulatory developments, and accelerate filing cycles. The combined offerings will be launched as Akur8 Discover, positioning the company as an end-to-end pricing platform with embedded regulatory and market context.