What LastRev does

LastRev is a San Francisco-based AI services and digital marketing firm (founded 2019, 11-50 employees, operating as Last Rev, LLC) that helps mid-market and enterprise companies design, build, and deploy custom AI systems. The company operates a three-stage engagement model: Strategy & Workshops (fixed-cost AI Workshops, 2-6 week Discovery sprints producing an AI Blueprint, and a Fractional CAIO offering), AI Workflows & Apps (named document-processing workflows such as FNOL Intake, Acord Form Processing, Demand Package Review, Xactimate Estimate Review, Lease Abstraction, Mortgage Loan File Indexing, Prior Authorization, and Subcontractor Bid Extraction, plus custom AI Apps), and Managed Services (Managed Agents running AI workflows in production, and Managed Web managing marketing sites, help centers, and intranets).

Underlying the service layer is a proprietary Alpha Agent orchestration platform on which the company has shipped 33+ AI apps across operations, knowledge, and team/culture use cases, employing a composable architecture that separates data ingestion, model inference, and application logic. Workflows integrate directly into carriers' and clients' systems of record via documented REST APIs (Guidewire ClaimCenter, Duck Creek Claims, Origami Risk, Snapsheet, Xactimate, Symbility, Verisk 360Value, ISO ClaimSearch) and ship with built-in evaluation harnesses for measurable accuracy tracking. LastRev is SOC 2-compliant and supports customer-VPC deployment.

Revenue is generated across multiple streams: per-file transaction pricing on AI workflows (benchmarked at 30-50% of incumbent BPO unit cost), monthly subscription retainers on Managed Web ($8K-$30K/month per property) and Managed Agents (per agent or per property), fixed-cost strategy engagements ($15-25K AI Discovery Sprint; $10K-$20K/month Fractional CAIO), and milestone-based SOWs. Target buyers are operations, claims, and finance leaders at P&C insurance carriers, legal firms, healthcare organizations, construction companies, and financial services firms, with named enterprise clients including Drata, Lively, Impossible Foods, Rippling, IAS, SmartNews, and Procore. The company is privately held and self-funded with no disclosed institutional capital.

Name

LastRev

Legal name

Last Rev, LLC

Website

https://lastrev.com

Company type

Private

Founded year

2019

Operating status

Operating

Headcount range

11–50 employees

Short description

LastRev is a San Francisco-based AI services firm that designs, builds, and manages custom AI workflows and document-processing systems for mid-market and enterprise clients across insurance, legal, healthcare, construction, and financial services, with a complementary Managed Web offering.

Ownership category

akta.pro rank

Product category

AI Services and Consulting

NAICS

Computer Systems Design and Related Services (54151), Custom Computer Programming Services (541511), Other Computer Related Services (541519)

SIC

Services-Management Consulting Services (8742), Services-Computer Integrated Systems Design (7373), Services-Computer Programming Services (7371)

akta.pro primary industry

AI/ML Engineering & Model Development Services (BPAEAHAF)

akta.pro secondary industries

End-to-End Enterprise AI Platforms (MLOps & Model Lifecycle Management) (HDAEANAA), LLMOps & Generative AI Platforms (Prompt/Agent Orchestration, RAG) (HDAEANAD)

Keywords

• AI workflow automation
• Document processing AI
• Managed AI services
• Insurance claims automation
• AI consulting services

Headquarters

HQ city

San Francisco

HQ country

United States

HQ region

North America

Offices1 record

Markets served

GTM type

B2B

Offering type

Services

Cost components

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

Revenue model

1. AI Workflows & Apps: Per-file pricing with volume tiers and outcome SLAs for document-processing workflows. Apps priced as scoped SOWs. Workflows target 30-50% of incumbent BPO per-file cost.
2. Managed Web: Monthly retainer plus per-outcome SOWs. Monthly retainer scales with property complexity and update cadence ($8K-$30K/month typical range for one property). Per-outcome SOWs are scoped and quoted up front with milestone-based payments.
3. AI Discovery Sprint: Fixed-cost 4-week engagement delivering AI readiness assessment, opportunity mapping with ROI projections, prioritized roadmap, and working prototype. Investment: $15-25K.
4. Managed Agents: Monthly retainer per agent for running AI workflows in production: monitoring accuracy, retuning prompts, updating models, handling exceptions. Plus fractional CAIO partnership for strategic AI leadership.
5. Strategy & Workshops: Fixed-cost AI Workshop (two meetings) gives honest read on AI fit. Discovery turns that into 2-6 week roadmap with workflows, ROI projections, and execution playbook.

Pricing tiers

Go-to-market motion2 records

Distribution channels3 records

Marketing channels5 records

Core offering

LastRev is an AI services firm that helps mid-market and enterprise organizations move from AI strategy to production-grade AI workflows and applications. The company operates a three-stage engagement model — strategy and workshops, custom AI workflows and apps, and managed AI agents — with document-processing workflows targeted at insurance, legal, healthcare, construction, and financial services verticals. Core deliverables include AI workshops, custom document extraction workflows, AI applications, and fractional CAIO (Chief AI Officer) engagements.

Product overview

Last Rev is an AI services firm offering a three-stage engagement model: Strategy & Workshops (AI Workshop, Discovery, AI Blueprint, Fractional CAIO, AI Discovery Sprint), AI Workflows & Apps (named document-processing workflows replacing BPO labor, plus custom AI applications), and Managed Services (Managed Agents running AI in production, and Managed Web running web properties). The AI Workflows include FNOL Intake, Acord Form Processing, Subcontractor Bid Extraction, Lease Abstraction, Mortgage Loan File Indexing, Prior Authorization, Demand Package Review, and Xactimate/Symbility/360Value Estimate Review — each shipped with evaluation harnesses and outcome-based pricing. The company also offers a self-serve AI Lead Assessment tool with full and instant-snapshot paths.

Differentiator

Problem solved

Functional benefit

Products and services

• AI Workshop A facilitated strategy and education session that maps AI opportunities, risks, and a high-level roadmap for a client's business. Designed for leadership teams at mid-market and enterprise organizations beginning their AI journey.
• AI Discovery Sprint A focused discovery engagement that produces an AI Blueprint — a prioritized set of AI use cases with ROI estimates and a build plan. Targeted at organizations that need to scope and prioritize AI initiatives before committing to build.
• AI Workflows (Custom Document Processing) Custom-built production document processing workflows that automate industry-specific document handling. Specific workflows include FNOL Intake, ACORD Form Processing, Subcontractor Bid Extraction, Lease Abstraction, Mortgage Loan File Indexing, Prior Authorization, Demand Package Review, and Xactimate Estimate Review. Priced per-file with volume tiers.
• AI Apps Custom AI applications and assistants tailored to specific business problems beyond document processing. Delivered as scoped application builds for client teams.
• Managed Agents An ongoing managed service to monitor, refine, and operate deployed AI workflows and agents in production environments. Engaged after initial workflows are delivered.
• Managed Web Recurring managed website services for clients on a monthly retainer model, covering site operations and optimization.
• AI Lead Assessment An AI-powered lead qualification offering that evaluates inbound leads to surface sales-ready prospects. Used by sales and marketing teams.
• Fractional CAIO A fractional Chief AI Officer (CAIO) service providing executive-level AI strategy and leadership to organizations that do not yet have or cannot yet hire a full-time CAIO.

Quantifiable outcome

• 50-80% per-file labor cost reduction on document-processing workflows over engagement duration
• +8 more outcomes

Named customers7 records

Segments6 records

Ideal customer profiles6 records

Technology focussed Yes

API detail

Has API

No

API docs

API detail

Core technology

AI maturity

App detail

Integration20 records

AI capability8 records

Feature6 records

Partnerships

Ten partnerships are on record, tiered core.

• Guidewire (ClaimCenter)coreTechnology or IntegrationDeep integration partnership with Guidewire ClaimCenter via REST API and EDGE integration framework. Last Rev's AI workflows output structured claim records directly into Guidewire. IT team approves service account; Last Rev connects through documented integration without platform-side custom development.
• Duck Creek (Claims)coreTechnology or IntegrationIntegration with Duck Creek Claims via OnDemand APIs. Last Rev's document-processing workflows push structured data directly into Duck Creek for claims management.
• Origami RiskcoreTechnology or IntegrationIntegration with Origami Risk via REST API. Last Rev outputs structured claim records and estimate reviews directly into Origami Risk.
• SnapsheetcoreTechnology or IntegrationPartner integration with Snapsheet for claims management. Last Rev's FNOL intake and estimate review workflows integrate with Snapsheet's platform.
• Xactimate / XactAnalysiscoreTechnology or IntegrationIntegration with Xactimate via ESX file format and XactAnalysis integration framework. Last Rev's estimate review workflow processes Xactimate estimates for property claims.
• SymbilitycoreTechnology or IntegrationIntegration with Symbility estimating platform via cloud sync and integration framework. Last Rev processes Symbility estimates for property insurance workflows.
• Verisk 360ValuecoreTechnology or IntegrationIntegration with Verisk 360Value via API. Last Rev processes 360Value estimate packages for property claims review workflows.
• SanitycoreTechnology or IntegrationPrimary CMS partnership for Managed Web services. Last Rev builds and manages headless sites on Sanity with custom Studio components, schema additions, and GROQ query tuning.
• ContentfulcoreTechnology or IntegrationPrimary CMS partnership for Managed Web services. Last Rev manages Contentful implementations including schema work, component development, and content operations optimization.
• ISO ClaimSearchcoreTechnology or IntegrationIntegration with ISO ClaimSearch for prior-claims history cross-reference. Last Rev's FNOL intake pulls prior-claims data at intake and attaches to files for SIU routing.

Scale indicators12 records

Recent moves1 record

Expansion highlights5 records

Direct peers

• Roots Automation: Roots Automation builds AI-powered digital coworkers specifically for insurance document processing (claims, underwriting, policy servicing). It is a direct peer in the AI-driven insurance claims workflow space, targeting similar BPO displacement economics with insurance-carrier buyers.
• Ushur: Ushur provides an AI-powered customer experience automation platform heavily focused on insurance workflows including claims intake and servicing. It is a direct peer in automating insurance document-heavy workflows via AI, though delivered as a SaaS platform rather than Last Rev's services-led model.
• Quantiphi: Quantiphi is an AI/ML engineering services firm that designs and deploys custom AI solutions for enterprises across industries. It is directly comparable to Last Rev's AI Workflows & Apps and Strategy & Workshops offerings, with similar outcome-based engagement models and a focus on productionizing AI for mid-market and enterprise clients.
• Hyperscience: Hyperscience is an enterprise document processing AI platform used heavily in insurance and financial services for forms, claims, and underwriting automation. It is a direct peer in the document-processing AI workflow space, competing on accuracy and integration depth with systems of record.

Emerging players

• Planck: Planck provides an AI-native data platform for commercial insurance, automating underwriting and submission workflows. It overlaps with Last Rev's vertical AI workflow thesis and targets similar P&C insurance buyers, though focused more on underwriting than claims-side workflows.
• Edge (by Xceedance): Edge is an AI-powered claims automation platform from Xceedance targeting property and casualty insurers. It overlaps with Last Rev's FNOL intake, demand package review, and estimate review workflows, offering a platform-based alternative to Last Rev's services model.
• Five Sigma: Five Sigma is an AI-native claims management platform for P&C insurers, automating claims handling from FNOL through settlement. It is an emerging player that competes with Last Rev's claims workflow automation, though delivered as an end-to-end claims platform rather than individual workflow deployments.

Broad incumbents

• Slalom: Slalom is a large management and technology consulting firm with a significant AI engineering practice serving mid-market and enterprise clients. It competes with Last Rev's Strategy & Workshops and discovery engagements, though Slalom is much broader and typically handles larger transformation programs.
• ABBYY: ABBYY is an established intelligent document processing vendor with deep roots in forms extraction and OCR for insurance and financial services. It is a broad incumbent competing on accuracy and throughput in the same document-processing workflows Last Rev targets, with broader enterprise reach.
• Cognizant: Cognizant is a global IT services and consulting giant with established AI/ML engineering practices and deep insurance industry relationships. It is a broad incumbent competing for the same enterprise AI services spend as Last Rev, particularly in P&C insurance digital transformation.

Market position

Strengths5 records

Weaknesses5 records

Competitive moat5 records

Key risks7 records

Key highlights7 records

Customer concentration

• Xx.com/lastrevapp
• LinkedInlinkedin.com/company/last-rev

Revenue estimate

Valuation estimate

Number of profiles

Profiles2 records

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 LastRev