Expert elicitation
Structured workshops, artifact walkthroughs and case-based interviews surface tacit knowledge, edge cases and decision logic.
Ontology and deployment services
Capture the knowledge your technology cannot see.
Penomic ontologists work with domain experts to uncover the definitions, decisions, exceptions and evidence hidden in people and working files—then turn them into a client-owned ontology and deploy that knowledge across financial workflows, systems and agents.
A different ontology practice
Human interpretation before machine representation.
Documents are evidence of a business, not the business itself. Scanning a repository does not reveal why a credit committee accepts one exception, how a portfolio team normalizes a metric, which Excel formula encodes a policy decision, or when an experienced operator overrides the default rule. We learn that from the people who know—and preserve it with formal semantics, evidence and governance.
Formal knowledge engineering
Meaning becomes machine-readable, testable, governed and interoperable—not a workshop deck that becomes stale after the engagement.
Operational deployment
The ontology is proven inside real answers, models, workflows and agent systems, with accountable owners and measurable evaluation.
Service lines01 02 03 04 05
From first domain to enterprise knowledge infrastructure.
Ontology discovery
A focused knowledge-archaeology engagement around one valuable financial domain. We interview experts, inspect working artifacts, map language and exceptions, define competency questions and establish the production ontology brief.
2–4 weeksOntology build and validation
Penomic ontologists formalize the domain, map it to evidence and source systems, encode relevant constraints and validate the result against live cases with the people accountable for the work.
ProjectPlatform and agent deployment
We connect the approved ontology to Penomic’s answer, analysis, deck and workflow capabilities—or to the client’s existing AI and technology stack through controlled APIs, MCP and A2A.
ProductionManaged ontology operations
Definitions, policies, mappings and systems evolve. Penomic maintains change control, expert review, source mappings, evaluations and releases so the knowledge layer remains trusted.
OngoingOntology capability build
For institutions building an internal practice, we provide methods, templates, governance design, delivery coaching and platform support so internal teams can extend the ontology responsibly.
EnablementThe first 2–4 weeksWeek 1 Week 2 Week 3 Week 4
A fast path to a real knowledge asset—not a rushed automation.
The discovery is designed to produce enough formal, validated knowledge to make a production decision. The exact sequence compresses or expands with domain complexity and expert availability.
Frame and collect
Confirm the business outcome, domain boundary, experts, representative cases and working artifacts.
Elicit and model
Run expert sessions, walk live decisions, identify concepts and exceptions, and produce the first formal model.
Map and test
Connect concepts to sources and systems, encode constraints, and test competency questions against real cases.
Validate and mobilize
Secure expert acceptance, deliver the client-owned assets and define the production deployment and governance roadmap.
What the client owns
A portable knowledge asset—not dependency by design.
Open standards keep the ontology usable inside Penomic, across other platforms and with future models and agent harnesses.
Designed for different starting points
Specialist capacity for a small firm. Federated infrastructure for an enterprise.
Focused team or specialist firm
Start with one workflow and a small group of experts. Penomic supplies the ontology capacity the organization cannot justify hiring permanently, then deploys a usable knowledge and agent layer.
Enterprise institution
Establish a shared semantic core, federate specialist domains, integrate with enterprise systems and align ownership across business, data, technology, risk and compliance.
Existing transformation program
Add formal business meaning to a data, AI, cloud, operating-model or regulatory initiative so the program produces reusable institutional infrastructure rather than another point solution.
The client team
Ontology is a business asset with technical form.
Successful delivery keeps business accountability, domain judgment, technology ownership and risk control in the same operating model.
01Business owner
Defines the outcome, accepts the domain model and remains accountable for institutional meaning.
02Domain experts
Explain real decisions, exceptions and precedent; validate competency questions and golden answers.
03Penomic ontologists
Lead elicitation, formalization, mapping, validation and change-governance design.
04Technology and data
Provide system context, integration boundaries, security requirements and production ownership.
05Risk, legal and compliance
Set policy constraints, evidence expectations, permissions and approval requirements.
Partner and white-label delivery01 02 03 04 05 Discuss partnership
Scale through firms and platforms clients already trust.
Penomic can supply the delivery method, ontology infrastructure, financial capabilities and specialist support while a partner owns the client relationship and broader program.
Co-delivery
The partner leads the broader client program while Penomic supplies specialist ontology, financial execution and agent deployment capability.
Powered by Penomic
The partner offers Penomic capabilities under a transparent technology relationship, with joint delivery and support.
White label
Qualified partners deliver a branded client experience using Penomic methods, infrastructure and reusable ontology patterns behind the scenes.
Embedded capability
Data, software and managed-service providers integrate selected ontology and financial intelligence functions into their own offering.
Referral and specialist network
Domain experts, independent ontologists and advisory boutiques bring opportunities or join delivery teams where their expertise matters.
A repeatable delivery system, not a referral logo.
Partner programs can include enablement, reusable domain patterns, solution architecture, specialist review, deployment support and managed ontology operations.
Begin with one domain
In 2–4 weeks, make hidden knowledge visible, governable and ready for production.
Bring a high-value process, representative working artifacts and the people who understand the definitions and exceptions.
Plan an ontology discovery