Three application tracks
- DIO for market visibility
- DIO for AI and entity data
- ODI for knowledge infrastructure
Partnerships · co-development · capital
Not general interest. A concrete counterproposal.
DIO/ODI offers three defined development paths. The author is looking for counterparties that can bring a specific problem, capability, environment or strategic proposal to one of them.
Two distinct axes
Value first. Then the form of engagement.
A company, data team or research institution is not a “product variant.” Each partner enters a specific value track and only then chooses a meaningful form of collaboration within it.
Six forms of engagement
- Expert dialogue or pilot
- Co-development or research partnership
- Licensing or a strategic or capital agreement
Engagement map
Each track needs a different kind of evidence and partner.
The following combinations are not a fixed price list. They show where a concrete first step exists today and where the collaboration still needs to be designed together.
Test on a specific entity
The most direct path to paid delivery and external evidence.
- Pilot
- Expert intervention
- Shared playbook
- Strategic engagement
Co-develop a technical application
Suitable for a team with an entity problem, data and an environment for evaluation.
- Technical pilot
- Co-development
- Integration
- Methodology license
Develop the reference layer
The Reference Vocabulary and Reference Model provide a shared foundation for domain mapping, research and standardization.
- Research
- Grant
- Ontology
- Standardization
- Licensing
Six ways to collaborate
The scope should match the question the collaboration is meant to resolve.
The first step can be small. What matters is a clear subject, an expected output and a decision that both parties can make afterwards.
Expert dialogue
Critique of the concepts, model, segment or proposed operationalization. The output is a specific refinement, not a vague endorsement.
Pilot
A bounded intervention with a baseline, predefined changes, evaluation and the freedom to reach a null result.
Co-development
Translation of a validated problem into a repeatable process, data model, tool or integration.
Research partnership
Formalization of questions, variables and protocols, domain adaptation or a joint grant path.
Licensing
Defined use of know-how or methodology. Scope, territory, term and derivative rights are negotiated individually.
Strategic or capital agreement
Funding for one commercialization thesis, or a deliberate combination, with a concrete milestone and partner role.
Three investment theses
An investor funds a path to value—not a fourth track.
The site offers no valuation, financial forecast or implied product-market fit. Each thesis explicitly separates the present foundation, the development hypothesis and the nearest validation milestone.
DIO for AI visibility
Current foundation: closest to the author’s practice and immediately deliverable as an expert intervention.
Hypothesis: paid cases will produce a repeatable methodology, vertical playbooks and a foundation for monitoring.
Milestone: an external pilot, implemented changes and documented utility for the partner.
DIO for AI and entity data
Current foundation: MVDIO, the multi-level Reconstruction Failure Modes taxonomy and derived Application Mappings for RAG and HEM.
Development thesis: co-development can translate the diagnostic architecture into a repeatable check, integration or technical product.
Milestone: a bounded data use case and a measurable change in system decisions.
ODI
Current foundation: K6, Reference Vocabulary v0.1.0, Reference Model v0.3.1 and machine-readable serializations.
Development thesis: domain mappings, metrics, application profiles and standards work can extend the institutional use of the reference layer.
Milestone: an expert partner, a formalized output and a validated user of the knowledge layer.
First mover
Early participation brings influence—not automatic ownership.
A first partner creates value where its environment, data, critique or capital genuinely shapes the first repeatable application.
- Direct access to the author and emerging know-how
- An opportunity to shape the operational form of a selected track
- Early experience with the methodology
- An opportunity to co-create a domain application
- Reference or founding status aligned with the actual contribution
- An opportunity to negotiate deeper collaboration and broader rights
Principles of agreement
Clear rights before joint work begins.
Specific contractual terms are not universally fixed in advance. The default framework protects the author-led core while allowing rights to be negotiated in proportion to the partner’s actual contribution.
Authorship and foundational IP remain with the author
Unless a specific agreement states otherwise. A pilot does not automatically grant a license, equity or exclusivity.
Broader rights can be negotiated specifically
According to scope, risk, data, technical work, capital, distribution and the parties’ other contributions.
A qualified proposal
Five answers that make a concrete counterproposal possible.
No long pitch deck is required. The first message should show a genuine fit between a DIO/ODI track and what the partner is addressing, owns or can make available.
Which track?
DIO for AI visibility, DIO for AI and entity data, ODI—or a precisely described intersection.
What problem?
A specific entity, decision, research question, market opportunity or institutional need.
What will the partner contribute?
Data, a case, technical capacity, expertise, market access, institutional support or capital.
What does the partner seek?
A pilot output, methodology, technical integration, research result, license, position or equity.
Under what conditions?
Scope, timeline, decision milestone and any expectations concerning rights or exclusivity.
Strategic dialogue
One track. One concrete contribution. One next decision.
That is how a collaboration begins on terms that can be answered with equal specificity.