Rote

What Rote does

Rote Inc. is a privately held B2B SaaS company that operates an AI-powered platform automating insurance claim dispute analysis for independent auto body shops. The platform's AI agents audit carrier estimates line-by-line, reconcile disputed operations against P-pages, OEM procedures, and Database Enhancement Gateway (DEG) precedent, and draft citation-backed supplement responses that shop estimators approve with a single tap before sending. Rote integrates with all three major collision estimating systems—CCC/MOTOR, Mitchell, and Audatex—allowing agents to cite the specific guide edition and system the original claim was written in. The product is positioned to eliminate the two hours of skilled labor per disputed claim that currently makes small short pays uneconomical to fight, enabling shops to recover revenue they previously wrote off.

The underlying technology stack relies on third-party foundation models: Anthropic's Claude API generates supplement text and written arguments, while OpenAI models perform semantic operation matching against P-page citations and DEG precedents. Document storage runs on AWS with AES-256 encryption, and subscription billing is handled through Stripe. The product architecture includes automated intake (forwarding carrier estimate PDFs to [email protected]), multi-round supplement drafting, follow-up tracking on the carrier's response clock, and escalation file generation when carriers refuse to move. A companion blog provides educational content on P-page citations, insurer denial tactics, and supplement strategy, serving as top-of-funnel demand generation.

Rote employs a flat-rate monthly subscription model with three tiers: Supplement Pro at $500/month, Supplement Pro+ at $1,000/month, and a Specialist tier with custom pricing. The company is incorporated in California, headquartered in Ithaca, New York, and operates with 1-10 employees. As of 2026, the company is in private beta with undisclosed customer count, has not announced any external funding, and markets primarily through direct sales via demo booking and content marketing targeted at independent collision repair shops across North America.

Name

Rote

Legal name

Rote Inc.

Website

https://tryrote.com

Company type

Private

Founded year

2026

Operating status

Operating

Headcount range

1–10 employees

Short description

Rote provides AI-powered software that automates insurance claim dispute analysis for independent auto body shops. Its agents audit carrier estimates, draft citation-backed supplement responses, and track claims to payment, serving collision repair shops across North America via a subscription model.

Ownership category

akta.pro rank

Product category

Insurance Claims Software

NAICS

Software Publishers (5132)

SIC

Services-Testing Laboratories (8734)

akta.pro primary industry

Human Oversight, Review & Content Moderation Tooling (HDAAAMAH)

akta.pro secondary industry

Regulatory Readiness & Audit Automation (e.g., EU AI Act, NIST AI RMF, ISO/IEC 42001) (HDAAAMAE)

Keywords

• Insurance supplement recovery
• Collision repair software
• Estimate audit automation
• AI claims processing
• Auto body shop software

Headquarters

HQ city

Ithaca

HQ country

United States

HQ region

North America

Offices1 record

Markets served

GTM type

B2B

Offering type

Software

Cost components

Technology or R&D, Personnel, Infrastructure, Marketing or Sales, Operations

Revenue model

1. Subscription Revenue: Flat-rate monthly subscription model with tiered pricing. Supplement Pro at $500/month and Supplement Pro+ at $1,000/month. Billed monthly with automatic renewal. No usage-based or per-claim fees - agents handle unlimited claims within the subscription.

Pricing tiers

Go-to-market motion1 record

Distribution channels2 records

Marketing channels3 records

Core offering

Rote provides an AI agents platform that automates insurance claim dispute analysis for independent auto body shops. The software audits carrier-supplied estimates against P-pages, OEM procedures, and DEG precedent, then drafts citation-backed supplement responses and tracks claims to payment. Customers forward carrier estimate PDFs to [email protected] and approve agent-generated outputs with a single tap before messages are sent under the shop's own name.

Product overview

Rote offers a unified AI-powered software platform for collision repair shops, with AI agents that audit carrier estimates, draft supplement responses with P-page citations and DEG precedent, and track claims through to payment. The platform is sold via three subscription tiers (named variously across sources as Supplement Pro/Pro+, Supplement OS/OS Pro, and Specialist/Specialist OS at price points of $500/month, $799-$1,000/month, and $2,000/month), all built on a core engine using Anthropic Claude API for text generation and OpenAI for semantic operation matching. A companion blog provides educational content on supplement arguments and industry practices.

Differentiator

Problem solved

Functional benefit

Products and services

• Rote AI Agents Platform AI-powered B2B software platform that helps independent auto body shops audit insurance carrier estimates, draft supplement responses citing P-pages and DEG precedent, and track claims to payment. Agents perform research and drafting; users approve with one tap before any submission is sent under the shop's own name.

Quantifiable outcome

• Median revenue recovered per shop: $0/mo incremental (from forward-email-and-approve workflow)
• +4 more outcomes

Segments2 records

Ideal customer profiles2 records

Technology focussed Yes

API detail

Has API

No

API docs

API detail

Core technology

AI maturity

App detail

Integration4 records

AI capability6 records

Feature5 records

Partnerships

Four partnerships are on record, tiered core.

• StripecoreTechnology or IntegrationPayment processing provider. Rote uses Stripe for subscription billing. Customers' payment info is processed by Stripe with Rote only receiving tokenized references and card last four digits.
• Amazon Web Services (AWS)coreTechnology or IntegrationCloud hosting and document storage provider. Rote stores uploaded PDFs and generated outputs on AWS infrastructure with AES-256 encryption at rest.
• Anthropic (Claude API)coreTechnology or IntegrationAI model provider powering supplement text generation. Rote uses Claude API to generate citation-backed supplement arguments and responses.
• OpenAIcoreTechnology or IntegrationAI model provider for semantic operation matching. Rote uses OpenAI models to match disputed operations to relevant P-page citations and DEG precedents.

Scale indicators2 records

Recent moves5 records

Expansion highlights5 records

Market position

Competitive moat4 records

Key highlights7 records

Customer concentration

• LinkedInlinkedin.com/company/tryrote

Revenue estimate

Valuation estimate

Number of profiles

Funding overview

Funding rounds

Investors

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

M&A

Investments

M&A and investment is available on the Subscription and Enterprise plan.Contact sales →

Frequently asked questions about Rote