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Why Iterate
AI Governance & LLM Gateway
Visibility, policy enforcement, auditability, provider control, and spend governance across enterprise AI.
Runtime Optimization & AI Economics
Lower inference costs, improve latency, increase concurrency, and make private AI viable at scale.
Production Agentic Systems
Move from demos to governed, integrated, observable agents that support real business workflows.
Secure AI-Assisted Development
Give developers AI coding tools while protecting proprietary code and reducing security risk.
Private Knowledge & Document Intelligence
Extract, search, classify, route, and act on enterprise documents and knowledge without data exposure.
Industry & Bespoke AI Solutions
Turn Iterate platforms and delivery expertise into business outcomes for specific industries and workflows.
Interplay Platform
AI Governance & LLM Gateway
Enterprise AI visibility, governance, provider control, and auditability.
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Platforms
Build
Compose, generate, and assemble AI applications.
Generate
Create private AI assistants and agents.
Interplay
Build agentic workflows across enterprise systems.
AgentOne
Secure AI-assisted development for enterprise teams.
Run
Operate AI at scale across private environments.
Lifeboat
Enterprise private AI inference engine
Runtime
Run scalable AI across private environments.
Extract
Extract and structure enterprise content.
Govern
Manage, audit, and govern AI usage across teams.
AgentWatch
Govern AI usage across teams, apps, and agents.
Intel
Interplay
Build, Run, and Scale Agentic AI—Securely, at Enterprise Speed.
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Interplay
Private, high-performance agentic AI built for the speed, scale, and security of the enterprise.
Interplay Runtime
Generate
Secure, on-prem agentic AI that delivers enterprise intelligence without cloud risk or vendor lock-in.
Generate for Healthcare
Generate for Nano Offline
Generate for Private Edge
Generate for Private Storage
Interplay Platform
Generate for Healthcare
Recover lost claims and detect revenue gaps with Generate’s Agentic AI for Healthcare.
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Solutions
By Industry
AI for Retail & eCommerce
AI for Healthcare Operations
AI for Financial Services & Insurance
AI for Manufacturing & Supply Chain
AI for Distributed Operations
By Use Case
Enterprise Knowledge Assistants
Document Processing & Extraction
Agentic Workflow Automation
Governed AI Rollouts
Frontline Workforce Enablement
Edge & Offline AI
Secure Developer Productivity
Intel
AI for Healthcare Operations
Enterprise AI agents that automate complex workflows across apps, data, approvals, tools, and governance.
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Services
AI Code Editing
Improve Code. Reduce Errors. Boost Velocity.
AI Consulting
From Strategy to Implementation — AI Expertise When You Need It Most.
AI Development
From Proof of Concept to Scalable Products. Built Fast. Built Right.
AI Powered Newsletters
Delivered by AI Explored. Customized by You.
AI Roadmapping
From Exploration to Execution — Your AI Journey Starts Here.
Curated AI Research
Turn Information Overload into Strategic Insight
Tour of the Possible ®
Your Personalized Showcase of What AI Can Do — Now.
UX Design
Design That Makes AI Understandable, Useful, and Human-Friendly.
Intel
AI Development
From proof of concept to scalable products. Built fast. Built right.
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Partners
Intel
AI runtime optimized for CPU deployments
Fujifilm
Enterprise document solutions for Asia
Qualcomm
Embedded LLMs for IoT
AMD
Powering modern business with AI, CPUs, and GPUs
NetApp
Driving business with intelligent data infrastructure
Hughes
Reseller of Iterate.ai apps and edge solutions
TD SYNNEX
Reseller of Iterate.ai apps and AI PC solutions
World Wide Technology
Global reach, infrastructure expertise, and enterprise client base
IBM
Increase accuracy for fine-tuning models
NVIDIA
Generative AI on NVIDIA chips
Google Cloud
Interplay available on GCP
Amazon Web Services
Interplay available on AWS
Intel
Partner Program
Advance innovation with the Iterate.ai partner program
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Resources
Use Cases
Common useful deployments
White Papers
In-depth insights and research on AI innovation, industry trends, and practical transformation strategies.
Books
What Every Business Leader and Board Member Needs to Know — Now
AI Glossary
Index of common AI terminology
Blog
Our quick take on AI topics
IterateOn.ai
IterateOn.ai is an invite-only AI symposium uniting leaders to explore agentic AI, quantum innovation, and enterprise transformation.
AIExplored.ai
AIExplored.ai is Iterate’s newsletter on AI—covering use cases, policy, and emerging tech. Each issue shares insights to help leaders and builders stay ahead.
AI Glossary
IterateOn is an exclusive, invite-only AI innovation symposium hosted by Iterate.ai.
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Company
About us
A quick overview of Iterate.ai
Intellectual Property
See our growing patent portfolio
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Drop us a note!
News
Iterators making headlines
Press Releases
Official announcements on our progress
Recognition
We push to win
AI 100 Companies Empowering Intelligent Knowledge
Iterate.ai Named One of the World’s 20 Hottest AI Software Companies
Recognized by CRN for innovation in enterprise AI
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NetApp
/
What’s in Private AI Certified — Expert
Knowledge Track

What’s in Private AI Certified — Expert

The mastery tier. Full command of the series — every remaining brief, every long paper, and the judgment to run the whole argument end to end.

16
Papers
8
Deep Dives
Premium
Prerequisite
Field Briefs — Part 1 of 2
1

What Makes AI Different from IT?

2

What Is a Harness?

3

What Actually Runs the Model (Lifeboat)

4

LLM vs SLM

5

Why Smaller Models Often Win

6

The Next Major Transition of Storage

7

From Stored to Answered

8

Four Myths About Private AI

9

Hybrid Isn’t Indecision

Field Briefs — Part 2 of 2
1

Six AI Risks Your IT Controls Can’t Catch

2

The One-Way Learning Loop

3

LLMs Don’t Need Your Files

4

When Your Prompts Become Permanent

5

“Your Data Doesn’t Train Our Model.” Technically.

6

Anatomy of a $47K Month LLM Bill

7

Patents: Purpose-Driven and Practical

Long Papers — Deep Reading
1

AI Risks That Differ from IT Risks — Deep Dive

2

AI vs. IT

3

From Empty Infrastructure to Working AI in 20 Minutes (long version)

4

Protecting Institutional Knowledge in the AI Era

5

The End of “Per Token” Costs (long version)

6

The Oohs, Awes, and Dangers of AI Memory

7

The Rest of the Invoice (long version)

8

Where Should Your AI Actually Run? (long version)

To earn it: read all 16 briefs and all 8 deep dives, and pass a 40-question exam at 85%. Prerequisite: Premium.

Take Certification Test
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We help enterprises innovate quickly.
Patent Notice: Interplay®, Generate®, AgentOne™, and related technologies are protected by U.S. Patents 10,776,686; 10,929,181; 11,763,217; 11,803,335; 12,086,820; 12,430,556 and others pending.
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