Solutions built for the enterprise

Choose the path that fits your transformation stage—from private model hosting to full process automation with agentic AI.

DenseMAX Appliance

Optimized hardware solution for end-to-end AI enablement

Integrated hardware-software solution to instantly enable entarprise AI
Unique optimizations to deliver maximum performance under heavy load
Surogate for rapid deployment of GenAI applications
Available with 8x Nvidia RTX 5090 or RTX PRO 6000

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Digital Automation

No-code platform for complex digital workflows

Enable digital transformation in any organization, from document workflows to process automation
A strong foundation to build on
Instany visibility into mission-critial KPIs
End-to-End data governance from APIs to data

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Surogate Studio

The enterprise AgentOps platform

Build autonomous AI agents frommodular skills, tools, and models
Deploy, monitor, and continuously improve agentson your own infrastructure
Full execution traces, anomalyalerts, and a built-in improvement loop — production-ready from day one

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Accelerate Enterprise AI

Surogate unifies agentdevelopment, model training, deployment, and production observability into asingle self-hosted platform — so your teams can build reliable autonomous AIand run it at scale, without stitching together five different tools.

AUTONOMOUS AGENTS — BUILT FOR YOUR WORKFLOW
Design intelligent agents fromcomposable skills and tools. Agents reason, call external systems, coordinatesub-agents, and execute complex multi-step processes — mapped to your actualbusiness operations.
FULL LIFECYCLE MANAGEMENT
From first skill definition toproduction deployment to continuous improvement. Every phase of the agentlifecycle — build, deploy, observe, improve — managed in one platform.
AGENTS THAT IMPROVE OVER TIME
Every agent run generatesexecution traces. Those traces become training data. Training data producesbetter, faster, more specialized models. The improved models go back intoproduction. Your agents get measurably better the longer they run.
PREDICTABLE COSTS
Run agents on compact, specializedmodels trained for your specific tasks — not expensive frontier APIs for everyrequest. Fixed infrastructure cost, no per-token billing surprises, full budgetvisibility.
YOUR INFRASTRUCTURE, YOUR DATA,YOUR RULES
Self-hosted on Kubernetes, on yourservers or preferred cloud. Data stays within your perimeter. Full RBAC, auditlogs, and compliance controls. Air-gap deployment available for regulatedenvironments.

Proven across regulated industries

We tailor deployments to your data boundaries, compliance needs and operational realities.

Finance

Rising fraud, complex regulations, and growing data volumes strain financial institutions. AI enables real-time detection, compliance automation, and smarter customer insights.

Real-time fraud detection
Automated risk & compliance reporting
Personalized customer insights
Faster reconciliations and audit workflows

Telecom

Massive networks and demanding customers require constant optimization. AI enhances service reliability, predicts churn, and streamlines support at scale.

Predictive network optimization
AI-powered customer support
Churn prediction & retention strategies
Automated billing & revenue assurance

Healthcare

Healthcare faces data overload, rising costs, and compliance demands. AI supports clinicians with faster insights, secure patient care, and better outcomes.

Clinical decision support for diagnostics
Accelerated medical imaging analysis
Virtual patient assistants for scheduling
On-premise AI for HIPAA/GDPR compliance

Manufacturing

Production downtime, quality issues, and supply chain volatility impact efficiency. AI drives predictive maintenance, defect detection, and smarter planning.

Predictive maintenance of equipment
Automated defect detection in production
Demand forecasting & supply chain optimization
AI-driven worker safety monitoring

Retail

Shoppers expect personalization, speed, and seamless experiences. AI empowers retailers with tailored recommendations, accurate demand forecasting, and loss prevention.

Personalized Shopping
Customer Service
Demand Forecasting
Loss Prevention
Omnichannel Experience

Public sector

Governments and agencies struggle with limited resources, rising citizen expectations, and security concerns. AI improves service delivery, decision-making, and infrastructure management.

Smart Governance
Public Safety
Healthcare & Social Services
Infrastructure Management
Policy & Research

Security, Privacy & Compliance

Built-in trust: safeguarding data, enforcing policies, and meeting global compliance standards.

Zero-trust defaults
RBAC, guardrails, secret vault, and network isolation
Data residency & sovereignty
Deploy in enterprise VPC, for VPC residency and network isolation. Keep data inside your boundary.
Flexible hosting
Single-tenant options for sensitive workloads; hybrid topologies for burst and DR.

Policy guardrails
Redaction, PI handling, content filters and throttling. Enforce policies and bounded AI runtime.
Operational hardening
Encrypted at rest and in transit, secure boot, TPM attestation, sandboxing, and resource isolation.
Workload mgmt
Versioning, roll-backs, lineage, dataset cards and reproducible fine-tuning.

Compliance

ISO 27001
SOC 2 Type II (in progress)
GDPR / Schrems II guidance
HIPAA-ready architectures

Latest news

The AI revolution won’t be in the Cloud. It will be in your office.

Two years ago, like many others in the tech world, we were swept up by an almost childlike enthusiasm. With the explosion of language models such as ChatGPT, a new era seemed to open up before us. For us, at Invergent, it wasn’t just a show to be watched from the sidelines. We stepped directly into

The Silent AI Revolution: Why Smart Companies Are Moving Artificial Intelligence from the Cloud to the Local Server

After nearly two decades of cloud dominance, we’ve become used to paying for computing power by the megabyte or by the hour. As generative AI becomes ubiquitous, the whole cycle seems to be repeating. Although AI costs may seem relatively affordable now, this is largely due to massive subsidies and

Abu Dhabi Launches a Low-Cost AI Reasoning Model, Challenging OpenAI and DeepSeek

The United Arab Emirates has been trying to position itself as a global leader in AI, aiming to boost its geopolitical influence and diversify its economy beyond crude oil dependence.The Mohamed bin Zayed University of Artificial Intelligence (MBZUAI), a research-focused AI university established by

Ready for enterprise-grade AI that actually ships?

Bring a real use case. We’ll show you the path to production in weeks, not quarters.

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BUILD.DEPLOY.OPERATE.
RELIABLE AI AGENTS.
‍The enterprise AgentOps platform — on your infrastructure

Enterprise AI that delivers
securely, predictably, at scale

Solutions built for the enterprise

DenseMAX Appliance

Digital Automation

Surogate Studio