Arivonix

Introducing Agent Arivon. Your AI Data Engineer.

The Specialized Intelligence Agentic AI Platform

Specialized AI for the work generic AI can't do.

Arivonix AI encodes how your function actually operates and delivers it as production AI. Your decision standards, institutional knowledge, and expert judgment, fine-tuned into models you own and control. Governance built for audit.

Built for teams that have shipped pilots and need to ship production.
DOMAIN CONTEXT OPERATING MODEL FINE-TUNED MODEL GOVERNANCE SPECIALIZED Intelligence

Enterprise-ready

Built for the most regulated environments.

SOC 2 Type II

Annually audited

ISO 27001

Information security

Your VPC

Deployed in-environment

Customer-managed keys

Your encryption

The problem with generic AI

Generic AI gets to a pilot. Specialized AI gets to production.

A general-purpose LLM with a prompt can answer a question. It can’t carry your operating model, your approval chains, your override patterns, or the reasoning behind how your most experienced people actually decide.

It can’t be audited. It can’t be defended in front of your board. It can’t be governed at the model level.

The reason generic AI stalls in specialized enterprise functions isn't the model. It's everything around the model. Arivonix AI builds that.

The Specialized Intelligence Platform

Four capabilities that take AI from pilot to production.

The platform is built on a single conviction: the gap between AI that demos and AI that runs is not the model. It’s everything around it

Data virtualized, not duplicated.

Connect 250+ enterprise systems, warehouses, APIs, and live streams through real-time virtualization. Access trusted enterprise data without moving, duplicating, or rebuilding pipelines.

PRECISION ON Your domain Your decisions Your outcomes

Fine-tuned AI, not generic models.

Build specialized AI agents using fine-tuned LLM models, orchestration tools, and Agentic AI Designer. Train intelligence on your business context, institutional knowledge, and operating processes.

Institutional knowledge, not just prompts.

Capture expert reviews, overrides, approvals, and human-in-the-loop feedback as structured learning signals. Reinforcement learning continuously improves decision quality from real-world outcomes.

Governance enterprise teams trust.

AI traceability, Trust Scores, lineage, guardrails, role-based access, and zero-trust security built into every workflow. Designed for auditable, secure, production-ready AI.

Platform architecture

From foundation models to specialized intelligence.

Your data, your operating model, and your expert judgment flow through the Arivonix platform to produce specialized AI that ships to production with governance built in.

Building this from scratch typically costs $1M+ in engineering and 12 to 18 months to production. Arivonix has built it, so your team starts at the specialization step, not the infrastructure one.

YOUR SECURE, GOVERNED ENVIRONMENT 1 INPUT 2 SPECIALIZE 3 RUN 4 DELIVER & LEARN INSTITUTIONAL KNOWLEDGE primary data · your differentiator MODELS swappable intelligence layer INTEGRATIONS zero data movement · multi-cloud SPECIALIZATION ENGINE where models meet your knowledge ★ LANGUAGE MODEL DESIGNER Fine-tune LLM / SLM on your knowledge the specialization core General models become domain specialists — fine-tuned on your knowledge, with retrieval, guardrails, and evaluation built in. AGENT ORCHESTRATION RUNTIME specialized agents at work Specialized agents plan, route, and run your workflows — with humans in the loop. OBSERVABILITY & FEEDBACK Traces, feedback, evals & drift — captured continuously. ↑ feeds the continuous learning loop EMBEDDED IN YOUR WORKFLOWS Chat, analytics, APIs & BI — embedded where work happens. delivered in your environment LEARNING LOOP

How it works

The workflow behind trusted enterprise AI.

Five steps from your existing data and decisions to a production AI system aligned to how your function operates.

01 · CONNECT

Plug into 250+ systems

Snowflake, Databricks, SAP, Microsoft, Google Cloud, AWS, and more. Structured, semi-structured, and unstructured data, AI-ready without movement.

02 · CAPTURE

Data to intelligence

Raw enterprise data is transformed, validated, and enriched through automated pipelines, creating trusted datasets ready for AI and decision-making.

03 · COMPOSE

Configure the agents

Your approval chains, authority levels, and decision standards become the agent’s operating rules. Extend with 200+ pre-built components.

04 · DEPLOY

Ship to production

With Trust Scores, model lineage, citations, and human approval guardrails on every output. Audit lineage from input to outcome.

05 · REFINE

Sharpen continuously

Reinforcement learning aligned to the outcomes your function cares about. Each override sharpens the model.

Solutions

Specialized intelligence, shipped for your industry.

Purpose-built AI products on the Arivonix platform. Configured for specific functions, deployed in production, governed for the environments that demand it.

For Commercial P&C Carriers

Arivonix AI - Specialized Intelligence Agentic AI Platform | new logo

Specialized intelligence for commercial property & casualty underwriting. Agents that automate submission triage, bureau and regulatory monitoring, portfolio intelligence, filing assembly, and content parsing.

40-60%

Faster submission to quote

60-80%

Lower cost of operationalizing bureau and regulatory change

One AI platform for all underwriting workflows Bureau & Regulatory. Submission Workflow. Portfolio Intelligence. Filing Assembly. Content Parsing. specialized intelligence, in practice.

Read the guide

Specialized Intelligence: The Guide to Agentic AI Platforms Built on Your Data.

A comprehensive guide for AI leaders evaluating where general-purpose LLMs fall short and what’s required to build production-grade agentic AI on your enterprise data, decisions, and operating model.

  • For AI leaders & CTOs
  • 10 min read
  • Updated 2026
ARIVONIX · GUIDE VOL. 01 Specialized Intelligence The Guide to Agentic AI Platforms Built on Your Data.

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A 30-minute working session with our applied AI team. We’ll map one of your highest-leverage workflows and show you what production AI looks like for your function.

Introducing Agent Arivon. Your AI Data Engineer.

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