Why Ontos
Your AI investment
isn't working.
Here's why — and what to do about it.
01 — The Reality
The $200B problem
Enterprises have spent over $200 billion on AI. Most got faster search and slightly better chatbots.
$200B+
Enterprise AI spend
73%
Report underwhelming ROI
1
Root cause: missing context
The gap isn't model quality. GPT-4, Claude, Gemini — they're all brilliant. The gap is context.
02 — The Symptoms
What's actually happening
These aren't edge cases. They're happening in every enterprise, every day.
The contradicted contract
Your AI reads a vendor agreement and summarizes it perfectly. But it doesn't know that another contract — signed six months later — contradicts the payment terms. Nobody catches it until the dispute lands on legal's desk.
The disconnected org chart
AI answers questions about a compliance document, but can't connect the named responsible party to someone who left the company three months ago. The policy references a role that no longer exists.
The confident hallucination
AI generates a quarterly risk report that reads perfectly. Except the revenue figures are interpolated from two different fiscal years, and the risk score is based on a subsidiary that was divested last quarter.
The siloed insight
Your CRM knows a client is unhappy. Your project management tool shows their deliverables are late. Your finance system shows outstanding invoices. No single AI tool connects these into: this client is about to churn.
03 — The Root Cause
Every AI tool you own sees a sliver
of your business.
They solve isolated problems because they can only see isolated data. Your contract tool doesn't know about your CRM. Your CRM doesn't know about your financial models. Your financial models don't know about the board minutes.
The missing piece isn't a better model.
It's a structured understanding of your entire business.
04 — The Difference
What changes with context
Same questions. Same AI models. Radically different answers.
“What's our exposure to this vendor?”
Without Ontos
Here's a summary of the vendor agreement from 2024.
With Ontos
This vendor appears in 14 contracts across 3 subsidiaries. Two contracts have conflicting termination clauses. Total exposure: $4.2M. The CFO approved the latest renewal, but the risk committee flagged the vendor in Q3. Confidence: 0.91.
“Is this deal worth pursuing?”
Without Ontos
Based on the pitch deck, the company shows strong revenue growth.
With Ontos
Revenue growth is 34% YoY, but customer concentration is 62% (top 3 clients). The CEO's LinkedIn shows they're hiring a new CFO — the current one updated their resume last week. Two board members overlap with a portfolio company that failed in 2022. Risk score: elevated. Confidence: 0.87.
“Are we compliant with the new regulation?”
Without Ontos
Here's a summary of the regulation and your current policy document.
With Ontos
Your policy covers 8 of 12 requirements. Gaps: data retention (Section 4.2), incident reporting timeline (Section 7.1), third-party audit provisions (Section 9.3), and cross-border data transfer rules (Section 11.4). Three existing contracts violate Section 7.1. Remediation priority: critical. Confidence: 0.94.