Enterprise Knowledge Intelligence

dOntology

The Central Intelligence Layer for Enterprise AI

Claude OpenAI

An enterprise knowledge intelligence platform that connects business data, relationships, and AI to deliver advanced analytics, customer journey, business insights, semantic search, and AI-powered business automation.

“I want AI to understand my business data, uncover what matters most, and turn insights into action.”
dOntology · Command Center 12 open cases
All Critical High Medium
Critical Repeat claims outside approved territory 92
Escalate to review LV PS
High Supplier shares contact details with 4 others 78
Investigate NW DR
Medium Account activity drifted from its own baseline 54
Monitor QT
Investigation

Business question-driven AI investigation

Investigation starts from a business question. dOntology turns existing business data into actionable cases, helping users quickly identify what requires attention and what action to take next.

New investigation Step 1 of 3
Business question
Which suppliers are being paid above market rate, and what makes us think so?
What to watch
Price above peers
Same item, materially higher unit price
Hidden relationships
Shared address, phone or email domain
Drift from baseline
Behaviour departs from its own history
Write your own
Describe one more thing to detect
No-code

No-code AI team creation for each use case

Business users create and adapt AI use cases through a no-code approach, building the AI team for each use case without depending on IT and development teams.

Meet your team Step 2 of 3
Supplier pricing review 4 agents · 3 active
PB Price Benchmarker Reads: purchase orders, item master, invoices
NW Network Mapper Reads: supplier master, contacts, addresses
BD Baseline Drift Reads: 24 months of spend history
DC Document Checker Reads: contracts, attachments
+ Describe one more thing to detect — the AI adds a new agent
Skills

Reusable AI skills for analysis & investigation

AI teams draw on a shared library of reusable skills for analysis and investigation, so each new use case is assembled from skills that already exist.

Skill library 24 skills
Reach data 6
Corroborate 6
Connections 6
Quantify 6
Connections
shared_contact_trace
per-entity cheap ready

Finds entities that share a phone number, email domain or registered address — a link that is not declared anywhere in the data.

Agents using it 7
Tuning

Test, tune & continuously improve AI

Test the AI, tune it, and keep improving it — so the organization can respond to new risks and patterns by creating new AI checks in minutes instead of waiting for development cycles.

Test on sample Sandbox
Supplier pricing review Run 3 of 3
Reviewer agreement 86%
Unit price 41% above peer median
3 findings · score 88
Two suppliers share one email domain
2 findings · score 74
Seasonal repricing flagged as drift
1 finding · score 51
Ratings feed the next run Re-test
Cases

Prioritized cases with reasoning & evidence

Every case carries clear reasoning, supporting evidence and traceability. Prioritization reduces false alarms and unnecessary investigation so teams can focus on priority cases.

Case detail CASE-2418
Supplier paid above market across 3 categories Critical
Siam Supply Co. · Procurement · Central region
Score
92 / 100
Findings
5
Recommended
Escalate

Prices sit well above peer median in three categories at once, and the supplier shares a contact domain with another vendor on the same tender. The combination, not either signal alone, is what moved this to the top.

All findings (5)
Price Benchmarker 3 findings
Unit price above peer median

Item SKU-4471 purchased at ฿1,840 against a peer median of ฿1,305 across 14 comparable suppliers over 12 months.

88
Repeats across categories

The same gap appears in 3 of 4 categories this supplier serves, so it is not explained by one unusual item.

71
Network Mapper 2 findings
Shared contact domain

Shares an email domain with Thonburi Trading, which bid on the same tender in March.

64
Action

One-click case escalation & AI-generated reports

Escalate a case in one click and get an AI-generated report. Detection, escalation and reporting connect in one workflow, ensuring clear ownership and timely action from insight to resolution.

Escalate & report CASE-2418
Reviewed by you · just now Dismiss Escalate
dOntology Case Report CASE-2418
Supplier paid above market across 3 categories
What was found

Prices exceed the peer median in 3 of 4 categories, and a shared contact domain links the supplier to a co-bidder on the same tender.

Evidence
Recommended action

Escalate to Procurement Review. Hold further purchase orders with this supplier pending the outcome.

Generated with full traceability back to every source record
Business impact

From AI capabilities to business impact

What the platform changes for the people who have to act on what it finds.

Turns data into actionable cases

Turns existing business data into actionable cases, helping users quickly identify what requires attention and what action to take next.

No-code, less dependency on IT

Empowers business users to create and adapt AI use cases through a no-code approach, reducing dependency on IT and development teams.

New checks in minutes, not cycles

Enables organizations to respond quickly to new risks and patterns by creating new AI checks in minutes instead of waiting for development cycles.

Trusted, auditable AI insights

Provides trusted and auditable AI insights with clear reasoning, supporting evidence, and traceability for every case.

Prioritizes what matters most

Prioritizes what matters most, reducing false alarms and unnecessary investigation so teams can focus on priority cases.

One workflow, from insight to resolution

Connects detection, escalation, and reporting in one workflow, ensuring clear ownership and timely action from insight to resolution.

How it fits together

dMaster Record is the foundation. dOntology is the intelligence layer.

Data foundation
dMaster Record

Unifies product, customer, supplier and other core records into one trusted master.

  • 01Connect Excel, CSV or database sources
  • 02Transform and cleanse with pre-built rules or AI prompts
  • 03Deliver the unified record by API, CSV or database
Intelligence layer
dOntology

Turns that trusted data into strategic and actionable intelligence.

  • 01Create the business case
  • 02Build the agent team
  • 03Agents push results to the command center
dOntology supports both on-premises and cloud deployment.

Start building with dOntology

The central intelligence layer for enterprise AI — from business question to case, evidence and action.