Insights

Insights and updates.

Insights and updates.

Stay current on AI, knowledge intelligence, and how professional services firms compete.

Stay current on AI, knowledge intelligence, and how professional services firms compete.

Technology

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Retrieval Without Relationships Is Just Expensive Search.
Retrieval Without Relationships Is Just Expensive Search.

I've spent three decades watching consulting firms lose what makes them valuable.The expertise walks out the door. The context evaporates. The institutional memory that took years to build vanishes...

Daniel Cohen-Dumani

1 min

The pieces your team should read this week.

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Technology

Blog

Why Your $684 Billion AI Investment Is Failing Before It Starts.

I spent six months preparing to transition out of the consulting business I built for 20 years. During that time, I answered the same questions over and over. Background on specific clients. How ‍‍

Daniel Cohen-Dumani

3 min

Technology

Blog

Why Your $684 Billion AI Investment Is Failing Before It Starts.

I spent six months preparing to transition out of the consulting business I built for 20 years. During that time, I answered the same questions over and over. Background on specific clients. How ‍‍

Daniel Cohen-Dumani

3 min

Technology

Blog

The Most Expensive AI Failure Had No Error Message.

I watched a mid-sized consulting firm implement an agentic AI system for proposal generation and contract compliance. The vendor pitched it like magic: connect your data sources, and the system would...

Daniel Cohen-Dumani

1 min

Technology

Blog

The Most Expensive AI Failure Had No Error Message.

I watched a mid-sized consulting firm implement an agentic AI system for proposal generation and contract compliance. The vendor pitched it like magic: connect your data sources, and the system would...

Daniel Cohen-Dumani

1 min

Technology

Blog

When a Confident AI Answer Is Built on an Incomplete Record.

Consider a simple contracts scenario.A contracts manager uploads a master agreement to an AI assistant and asks one question.Can this customer terminate the agreement early?The assistant responds...

Daniel Cohen-Dumani

1 min

Technology

Blog

When a Confident AI Answer Is Built on an Incomplete Record.

Consider a simple contracts scenario.A contracts manager uploads a master agreement to an AI assistant and asks one question.Can this customer terminate the agreement early?The assistant responds...

Daniel Cohen-Dumani

1 min

Technology

Blog

The Honest Math on Enterprise AI ROI.

Scott Galloway and Goldman Sachs' Eric Sheridan just had one of the more candid conversations about the AI market I've heard this year, at Section's AI ROI event.Their core finding: consumer AI has...

Daniel Cohen-Dumani

1 min

Technology

Blog

The Honest Math on Enterprise AI ROI.

Scott Galloway and Goldman Sachs' Eric Sheridan just had one of the more candid conversations about the AI market I've heard this year, at Section's AI ROI event.Their core finding: consumer AI has...

Daniel Cohen-Dumani

1 min

Technology

Blog

The AI operating system needs a memory layer.

McKinsey has given a useful name to a problem many CEOs already feel.Companies are adopting AI quickly, but the financial results are lagging. In its October 2026 paper, The AI operating system: A...

Daniel Cohen-Dumani

1 min

Technology

Blog

The AI operating system needs a memory layer.

McKinsey has given a useful name to a problem many CEOs already feel.Companies are adopting AI quickly, but the financial results are lagging. In its October 2026 paper, The AI operating system: A...

Daniel Cohen-Dumani

1 min

Technology

Blog

Agentic AI Has a Context Problem

BCG’s 2026 Applied AI Index offers an encouraging signal: almost half of companies now generate value from AI. But the more important lesson is not that AI adoption has crossed a threshold. It is...

Daniel Cohen-Dumani

1 min

Technology

Blog

Agentic AI Has a Context Problem

BCG’s 2026 Applied AI Index offers an encouraging signal: almost half of companies now generate value from AI. But the more important lesson is not that AI adoption has crossed a threshold. It is...

Daniel Cohen-Dumani

1 min

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FAQ

Frequently asked questions.

What you need to know about IQ1™ and how it works for your firm.

General

Agent

Support

Security

01

What does Experio IQ1™ actually do?

IQ1™ maps the relationships between your projects, contracts, experts, clients, and past performance into a discoverable knowledge graph. Then it powers agents that handle proposals, capture, contracts, onboarding, compliance, and knowledge insights — all grounded in your firm's actual data, fusing unstructured documents with structured systems of record.

02

How is Experio different from ChatGPT or Copilot?

Generic AI guesses. IQ1™ knows. It builds a knowledge graph of your firm — who knows what, which projects relate to which clients, what you've delivered before — so every answer is grounded in your actual data, traceable to a source, and auditable. Generic tools retrieve documents; IQ1™ understands your business context.

03

What types of firms use Experio?

Government contractors, management consultancies, accounting firms, and AEC organizations. Any professional-services firm where knowledge is the competitive advantage and compliance is non-negotiable.

04

How long does setup take?

Most firms are live within 30 business days. We connect your data sources, configure your ontology, and activate your environment. No custom development required.

05

What's involved in setup?

Three steps: connect your existing data sources (SharePoint, Teams, CRM, ERP, email, network drives), configure your domain ontology so IQ1™ understands your business language, and activate your secure deployment. No content migration, no manual tagging.

06

How do I get started? Is there a trial?

Book a demo with our team — we'll show you IQ1™ working with your actual data. Many firms qualify for low-cost pilots. Most know within the first week if it's right for them.

General

Agent

Support

Security

01

What does Experio IQ1™ actually do?

IQ1™ maps the relationships between your projects, contracts, experts, clients, and past performance into a discoverable knowledge graph. Then it powers agents that handle proposals, capture, contracts, onboarding, compliance, and knowledge insights — all grounded in your firm's actual data, fusing unstructured documents with structured systems of record.

02

How is Experio different from ChatGPT or Copilot?

Generic AI guesses. IQ1™ knows. It builds a knowledge graph of your firm — who knows what, which projects relate to which clients, what you've delivered before — so every answer is grounded in your actual data, traceable to a source, and auditable. Generic tools retrieve documents; IQ1™ understands your business context.

03

What types of firms use Experio?

Government contractors, management consultancies, accounting firms, and AEC organizations. Any professional-services firm where knowledge is the competitive advantage and compliance is non-negotiable.

04

How long does setup take?

Most firms are live within 30 business days. We connect your data sources, configure your ontology, and activate your environment. No custom development required.

05

What's involved in setup?

Three steps: connect your existing data sources (SharePoint, Teams, CRM, ERP, email, network drives), configure your domain ontology so IQ1™ understands your business language, and activate your secure deployment. No content migration, no manual tagging.

06

How do I get started? Is there a trial?

Book a demo with our team — we'll show you IQ1™ working with your actual data. Many firms qualify for low-cost pilots. Most know within the first week if it's right for them.

General

Agent

Support

Security

01

What does Experio IQ1™ actually do?

IQ1™ maps the relationships between your projects, contracts, experts, clients, and past performance into a discoverable knowledge graph. Then it powers agents that handle proposals, capture, contracts, onboarding, compliance, and knowledge insights — all grounded in your firm's actual data, fusing unstructured documents with structured systems of record.

02

How is Experio different from ChatGPT or Copilot?

Generic AI guesses. IQ1™ knows. It builds a knowledge graph of your firm — who knows what, which projects relate to which clients, what you've delivered before — so every answer is grounded in your actual data, traceable to a source, and auditable. Generic tools retrieve documents; IQ1™ understands your business context.

03

What types of firms use Experio?

Government contractors, management consultancies, accounting firms, and AEC organizations. Any professional-services firm where knowledge is the competitive advantage and compliance is non-negotiable.

04

How long does setup take?

Most firms are live within 30 business days. We connect your data sources, configure your ontology, and activate your environment. No custom development required.

05

What's involved in setup?

Three steps: connect your existing data sources (SharePoint, Teams, CRM, ERP, email, network drives), configure your domain ontology so IQ1™ understands your business language, and activate your secure deployment. No content migration, no manual tagging.

06

How do I get started? Is there a trial?

Book a demo with our team — we'll show you IQ1™ working with your actual data. Many firms qualify for low-cost pilots. Most know within the first week if it's right for them.

Ready to activate your intelligence?

See how IQ1™ works. Book a demo with our team and get a personalized walkthrough in 20 minutes.

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Ready to activate your intelligence?

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Ready to activate your intelligence?

See how IQ1™ works. Book a demo with our team and get a personalized walkthrough in 20 minutes.

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GovCon

Consulting

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AEC

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© 2026 Experio Labs. All rights reserved.

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Product

IQ1™

Agents

Technology & Security

Pricing

Company

About us

Compare

Insights

Support

Contact us

Industries

GovCon

Consulting

Accounting

AEC

Legal

Privacy policy

Terms of service

© 2026 Experio Labs. All rights reserved.