Pre-built for your industry.
From day one.

Your sector's regulators, language, standards, and operating patterns. Already loaded into the Grip. No setup required.

The Grip absorbs any
industry the same way.

Six step tiles, locked sequence:

Collect

Your sector's frame and your specific reality. Regulators, standards, language. Plus your systems, decisions, transactions.

Store

Structured into the Grip, not embedded into a blob.

Maintain

Live as your stack updates, via The Connector.

Analyze

Patterns, exceptions, decisions. Surfaced and queryable.

Transact

Every Mustang agent reads the Grip. Every action uses your knowledge.

Present

Every output reflects your institutional knowledge of your industry.

Pre-built for your vertical. Inside your walls. Sharper with every process you run.

Six industries on Mustang.

Six step tiles, locked sequence:

HEALTHCARE

The healthcare AI you can actually deploy.

Mustang ships with your clinical, operational, and regulatory reality already in the Grip. Inside your walls. AI governance built in. Audit-ready from launch.

  • Your regulatory regime preloaded: HIPAA, OCR, FDA, state.
  • Patient and member data stays in your perimeter. Every action logged.
  • AI governance aligned with your CISO's policy from day one.
  • Onboarding in weeks. Quantified baseline before you commit.

Fintech & Financial ⁨⁨Services

Financial AI you can actually run on regulated decisions.

⁨Mustang ships with your underwriting, trading, risk, and compliance practices already in the Grip. Inside your walls. Every decision traceable. Audit-ready for the regulator that examines you.

  • Your regulatory regime preloaded: DORA, SEC, FINRA, OCC, FCA, MAS, state.
  • Customer and transaction data stays in your perimeter. Nothing leaves.
  • Explainability and model risk management built in. Audit-ready from launch.
  • Onboarding in weeks. Quantified baseline before you commit.

Energy & Utilities

Energy AI built for the grid you run.

Mustang ships with your control-room procedures, your NERC-CIP posture, your grid topology, your field crew's hard-won knowledge already in the Grip. Inside your OT environment. When your operators leave, the way you run stays.

  • Control rooms. Trained on your manuals, your incident history, your grid topology. Catches what your senior dispatcher would have caught.
  • Field crews. Real-time guidance during inspections, repairs, and storm response. The institutional knowledge retiring with your bench, kept and queryable.
  • Compliance. NERC-CIP, FERC, state PUC. Audit trail running continuously, not assembled before the audit.

IT

The only AI that ships knowing your product.

Mustang holds your SDLC, your product knowledge, your customer patterns, and how your team actually works. Engineering, support, and operations running on the same institutional knowledge. Inside your walls.

  • Requirements to deployment, pre-built for your stack, your SDLC, and your release process.
  • Customer support trained on your product docs, your known issues, and your resolution history.
  • SOC2, ISO 27001, your data policies. Compliance posture built in from day one.
  • Onboarding in weeks. Quantified baseline before you commit.

Retail & Commerce

Retail AI built on your customers, not the internet's idea of them.

Mustang ships with your product catalog, your customer data, your pricing logic, and your merchandising standards already in the Grip. Every recommendation, every forecast, every workflow runs on what you actually know about your customer and your operation.

  • Personalization trained on your customer history, behavior, and segments.
  • Demand forecasting and inventory management built on your catalog, your vendors, and your ops.
  • Your pricing rules, promotional logic, and merchandising standards embedded in every workflow.
  • Onboarding in weeks. Quantified baseline before you commit.

Media & Publishing

Media AI built on your voice, not the internet's.

Mustang ships with your editorial voice, your content archive, and your brand standards already in the Grip. Every output reflects how you publish. Not how anyone else does.

  • Editorial content produced in your voice, trained on your archive and your style guidelines.
  • Your editorial process, fact-check standards, and brand guidelines embedded in every workflow.
  • Audience intelligence built on your data, your platform history, and your distribution patterns.
  • Onboarding in weeks. Quantified baseline before you commit.

Pre-built for your vertical. Inside your walls. Sharper with every process you run.

Don't see your industry?

We build it. Tell us your sector, your regulators, your operating patterns. Two weeks against your real systems. A quantified baseline before you commit to a dollar.

Pick one process in your industry.
We'll run Mustang against it.

Whatever your vertical, every Mustang process runs on the same Core, with the operational products live today: The Tester, The Architect, The Keeper for Technology. The Workforce for HR. The Controller for Procurement. Plus custom agents for whatever's specific to you.

That's the only way we start.