The applications where pre-built doesn't reach.
Solix Data Sense Builder handles agentic AKG construction for most custom applications. AKG Construction Services takes over when the schema depth, customization complexity, or business-rule density warrants human expertise.
Custom applications
In-house systems built over decades. Schema documented unevenly. Business rules embedded in application code. Original developers no longer with the company.
Mainframe applications
COBOL, PL/I, Natural, assembler. EBCDIC, VSAM, IMS, DB2. The institutional knowledge is leaving the workforce — the AKG captures it before it's gone.
Heavily customized packaged apps
SAP environments with thousands of Z-tables. Oracle EBS with extensive custom extensions. PeopleSoft with vertical-specific modifications.
Acquired-company systems
Inherited under TSA timelines, no institutional knowledge, contractual deadlines. The right AKG turns unfamiliar data into accessible business intelligence.
Five phases. Outcome-anchored.
Discover
Inventory the application's schema, documentation, data dictionaries, existing reports, and business rules. Identify the high-traffic query patterns.
Accelerate
Data Sense Builder analyzes the schema and proposes the initial AKG — table relationships, value mappings, business-term synonyms.
Refine
The Services team applies domain expertise — correcting, extending, and validating the AKG against real business questions.
Test
Run representative natural-language queries through Data Ask. Validate accuracy, completeness, and the absence of hallucinations.
Productionize
Promote the AKG into production. Establish governance, update cadence, and continuous-refinement protocol.
A production-grade AKG, tested on your data, owned by you.
Deliverables
- Complete Application Knowledge Graph for the target application
- Business-term synonym pack tuned to your industry and vocabulary
- Validated query templates for the high-traffic patterns
- Anti-hallucination controls and confidence-scoring baseline
- Governance integration with Enterprise Data Governance (EDG)
- Knowledge-transfer documentation for your team
Outcomes
- Natural-language access to an application that didn't have it before
- Decades of preserved or operational data made queryable
- Self-service for the business on data that previously required IT intermediation
- governed Data Products, AI-activated for downstream model training and digital workers
- An asset that improves with use through continuous refinement
Already a pre-built AKG for your application?
SAP, Oracle EBS, PeopleSoft, JD Edwards, Siebel — see the full library of pre-built AKGs that ship with the platform.
Want to build it yourself?
Solix Data Sense Builder is the agentic, AI-assisted AKG construction tool for teams who want to lead the construction themselves.
Talk to an AKG Architect.
A working session on the application you need an AKG for — scope, schema complexity, target use cases, timeline. Solix Services has built Knowledge Graphs across hundreds of customer engagements.
Related Resources
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