AI Engineering & Modernization Company | Production AI, FDE

Our position

AI doesn't replace your technology stack. It has to work with it.

Most organizations don't need another AI demo. They need AI that can operate inside the reality of their business — existing applications, fragmented data, security requirements, human workflows, legacy systems, and production constraints.

Corinth combines AI engineering with application modernization and systems integration to move companies from experimentation to production. We don't stop at the model. We engineer the system around it.

AI engineering Modernization Forward-deployed engineering

Production AI

From AI experiment to production system.

A successful AI system requires much more than an LLM API. Production introduces state, permissions, failures, integrations, security, evaluation, monitoring, and human decision points. Corinth engineers the complete operating system around AI — and a Production AI Pilot takes one valuable workflow all the way there.

Discuss a production pilot

AI workflow architecture

Multi-step business processes as intelligent workflows combining AI reasoning, deterministic rules, software tools, and human decisions.

Durable agent execution

Workflows that pause, persist state, recover from failures, wait for external events, and resume safely.

Enterprise integration

AI connected to where work happens — applications, APIs, databases, CRMs, ERPs, document stores, internal tools.

Evaluation & observability

What your AI did, why, where it failed, what it cost, and whether the new version beats the last.

Human oversight

Automate what should be automated; keep people involved where judgment, risk, or approval matters.

Security by architecture

Access controls, tenant isolation, auditability, data boundaries, tool permissions, and secure model access from the start.

Modernization + AI

Your existing systems can become the foundation for AI.

Existing systems↓ APIs + connected data↓ Modern workflow layer↓ AI-enabled capabilities↓ Production agentic systems

Modernization creates the foundation that makes AI useful.

How we engage

Discover. Design. Build. Deploy. Operate.

Discover

Understand the workflow, systems, data, constraints, economics, and business objective before deciding where AI belongs.

Design

Define the architecture, integrations, AI boundaries, human decision points, security requirements, and measurable success criteria.

Build

Engineer the workflow, applications, integrations, agents, APIs, data pipelines, and supporting infrastructure.

Deploy

Integrate into the real production environment, validate behavior, establish observability, and move from controlled rollout to production usage.

Operate

Measure performance, improve evaluations, optimize models and prompts, maintain integrations, and expand successful workflows.

Engagement models

Start where you are.

E.01

AI & Modernization Assessment

For organizations deciding where AI or modernization will create the most value. We map the current workflow and systems, identify opportunities and constraints, and produce an actionable architecture and implementation roadmap.

AI opportunity discovery
Existing AI prototypes
Legacy modernization planning
Workflow automation
Architecture decisions

Start an assessment

Production AI Pilot

Take one valuable workflow from concept to production. We design, build, integrate, evaluate, and deploy the complete workflow — including the engineering required around the AI itself.

Agentic workflow pilots
AI-enabled internal applications
Document automation & knowledge systems
Prototypes that need productionization

Discuss a production pilot

E.03

Forward-Deployed Engineering

Embed Corinth engineers directly with your team or customers — when the challenge cannot be separated cleanly from the environment where the software needs to operate.

AI deployments
Enterprise customer implementations
Integration-heavy projects
Engineering capacity with ownership

Explore FDE

E.04

Ongoing Engineering

Production is the beginning, not the end. Corinth continues operating and improving the systems we build through retained engineering and managed engagements.

Production monitoring & AI evaluation
Model and prompt optimization
Integration maintenance
New workflow development

Discuss ongoing engineering

Who we work with

Companies with real systems and real operational complexity.

ESTABLISHED BUSINESSES

Modernize without disruption

Organizations looking to modernize applications, automate workflows, connect data, or introduce AI without disrupting critical operations.

TECHNOLOGY COMPANIES

Engineering capacity

Software companies that need additional engineering capacity for AI, platform, integration, or customer-facing deployment work.

AI COMPANIES

Deployment partner

AI product companies that need forward-deployed engineers to integrate and deploy their technology inside customer environments.

ENTERPRISE TEAMS

Focused delivery

Business units and technology organizations that need a focused engineering partner for modernization, AI implementation, or specialized delivery.

Why Corinth

Consulting discipline. Engineering execution.

Many firms can tell you what you should build. Many development companies can build what they're told. Corinth operates between the two — from the business problem through architecture, engineering, deployment, and operation. Fewer handoffs, clearer accountability, and technology designed around the environment where it actually has to perform.

Business understanding

We start with the workflow and economics, not the technology trend.

Engineering depth

AI, applications, APIs, data, integrations, cloud, and production systems as one architecture.

Pragmatic modernization

We preserve what works and replace what doesn't.

Production ownership

Deployment, reliability, observability, security, and maintainability are part of the engineering work.

Embedded execution

When needed, our engineers work directly alongside your organization through Forward-Deployed Engineering.

For Growing Businesses

Enterprise-grade engineering, without the enterprise overhead.

Corinth helps small and mid-sized businesses automate operations, integrate systems, build custom software, and adopt AI — without hiring a full-time engineering team.

AI & automation

Automate document handling, intake, reporting, and repetitive operational work.

Custom software

Internal tools, portals, and applications designed around how your business runs.

Systems integration

Connect CRM, accounting, operations, and industry software into one workflow.

Fractional engineering

Senior engineering capability, on demand — scaled to what the business needs.

Explore solutions for growing businesses

Common questions

What executives ask us first.

Do we need to replace our existing applications before adopting AI?

Usually not. Many AI opportunities can be enabled by exposing existing systems through APIs, connecting fragmented data, and introducing a modern workflow layer around the applications you already depend on. Modernization can happen incrementally.

We already have an AI prototype. Can you help productionize it?

Yes. Moving from prototype to production often requires more engineering around the AI than inside the model itself. We can help with architecture, persistent state, integrations, retries, evaluation, observability, human approval workflows, security, deployment, and ongoing operation.

Do you build AI agents?

Yes, when an agent is appropriate for the workflow. We also use deterministic software, traditional automation, retrieval systems, business rules, and human approval where those are better engineering choices. We don't force every problem into an agent architecture.

Can Corinth work with our internal engineering team?

Yes. Corinth can own an entire initiative or work as a specialized engineering unit inside an existing organization. Our Forward-Deployed Engineering model is specifically designed for close collaboration with internal engineering and business teams.

Can you deploy our AI product for our customers?

Yes. For AI and software companies, Corinth can serve as a forward-deployed implementation partner — working directly with customer environments to handle integrations, customization, deployment, and productionization.

How do you approach security and sensitive data?

Security is part of the architecture. We design around appropriate access controls, least privilege, auditability, data isolation, secure model access, and customer-specific compliance requirements.