AIai Agent Industries
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Become an AI Native business.

Build the capabilities to compete and thrive as AI reshapes your industry.

Agent Industries combines industry-specific agents with the Wellspring platform to help you run, govern, and improve business processes—always with your team in control.

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The shift

Every company must become AI Native.

AI is reshaping how businesses compete. The opportunity is bigger than individual productivity: build a company where agents execute business processes and your team directs the work.

Start with one process, connect agents to your systems, and expand on a shared foundation. Measure progress against business KPIs as you build the capability to transform more.

Potential business value

  1. Staff using LLMs

    Value Faster individual tasks.

    Limitation People still coordinate the work; business impact is hard to attribute.

  2. Centralized AI function

    Value Custom agents for priority workflows.

    Limitation Bespoke projects can sit outside business teams and create separate maintenance.

  3. Enterprise AI platform

    Value Shared tools, integrations, and governance.

    Limitation Task automation alone does not create an end-to-end operating model.

  4. AI Native business

    Value Agents execute processes; business teams manage outcomes.

    Detail Measured against business KPIs, with people setting policy and approving consequential decisions.

Platform

Wellspring powers the AI Native company

AI Native Manager

Organize agent and human workers around business processes. Oversee work, manage exceptions, and track performance.

Wellspring Agent Workbench

Build, evaluate, and improve agents—or start with an industry-specific suite.

Agent building and optimization

  • Workflow generation Build agents around your workflows.
  • Evaluation Assess quality and analyze errors.
  • Continuous learning Improve tasks and processes with use.
  • Auditability and monitoring Follow execution traces and investigate failures.

Pre-built suites

  • P&C Carriers Subrogation Claims adjusting
  • Property Management Maintenance coordination Leasing and vetting
  • Physician Practices Prior authorization RCM and billing
  • Wealth Advisory Client onboarding Client reporting

Wellspring Enterprise AI Platform

Connect agents to your systems, models, and data with human oversight and governance.

Foundation capabilities

  • Human-in-the-loop
  • System integration
  • LLM integration and routing
  • Data management
  • Compliance and regulation
Where we work

Built around your industry

  • Insurance

    Claims adjusting, coverage verification, and carrier reporting.

  • Health Services

    Prior authorization, billing, and patient-facing coordination.

  • Wealth Management

    Client onboarding, portfolio reporting, and compliance monitoring.

  • Real Estate Services

    Maintenance coordination, leasing, and tenant applications.

  • State & Local Government

    Compliance-heavy casework and public-service workflows.

How we partner

Start with one process. Build the capability to transform more.

We work with your team to establish a repeatable approach to AI-supported work, starting with a process whose results you can measure.

  1. Choose the process and define success

    Identify a business process, its accountable owners, and the outcomes you will measure.

  2. Connect and validate

    Connect the necessary systems and data, then evaluate agent-supported work against real examples with your team.

  3. Introduce work with oversight

    Introduce agent-supported work with human oversight and a controlled transition from the existing process.

  4. Equip your team to expand

    Equip your team to improve the process and apply the same foundation to other parts of the business.

Team

Industry experience meets AI expertise.

  • Ned Stringham

    Partner & Chairman

    Vertical SaaS builder and investor with 25+ years of experience across insurance, real estate, government, and other industries.

  • Nick Macey

    Partner & CEO

    Twenty years building vertical SaaS products and teams, with leadership experience bringing agent products to market.

  • Andrew Hartnett

    Chief Product & Technology Officer

    Architect of Wellspring and former EVP of Product & Engineering at Inside Real Estate, leading agent builds and deployments.

  • Nathan Stringham

    Agent Research

    Published researcher in AI, NLP, and LLM agents, leading research and agent building across industries.

Get in touch

What does your business look like AI Native?

Let’s identify where to start—and how to build from there.

Contact Agent Industries