01 / START WITH EXISTING DATA
Work with what is already measured
Begin by assessing the suitability of existing operational, financial, or other system data. New instrumentation is not the default assumption.
SCFL · Measurement as a Service
A new way to characterize the structure of complex systems.
SCFL applies a common coherence-measurement framework to specific domains—from electric grids to hospitals and global supply-chain chokepoints—using relevant data that organizations already collect.
Designed to begin with a defined question, an agreed data boundary, and a low-friction first engagement.
The approach
One measurement framework. Domain-specific applications.
Measurement as a Service makes SCFL available through bounded prototype builds. Each build adapts the measurement approach to a particular system, data environment, and business question.
02 / CHARACTERIZE STRUCTURE
Look beyond isolated indicators
Examine relationships among selected variables to represent aspects of a system's relational state that individual metrics may not describe.
03 / BOUND THE ENGAGEMENT
Start small; earn the next step
Agree on a question, system boundary, available data, and deliverable before committing to a larger assessment or recurring engagement.
Prototype build menu
Choose a system to examine.
Each line is a domain-specific application to scope and build on top of the SCFL measurement framework. The initial conversation determines whether the data and question are suitable for a bounded scan.
LINE 01Energy infrastructure
Grid Integrity Scan
Characterize relationships among selected grid variables and examine how those relationships change during stress, disturbances, and recovery. Scope depends on data access, system boundary, and the question being tested.
Potential partners: grid operators, energy companies, infrastructure specialists, and engineering consultancies.
LINE 02Healthcare operations
Hospital Coherence Scan
Explore relational structure across a defined hospital operational boundary using suitable, authorized data. The initial build would establish which variables can be meaningfully compared and what the resulting characterization can support.
Potential partners: hospital systems, healthcare operators, and research collaborators.
LINE 03Supply chain & geopolitics
Global Chokepoint Scan
Characterize relationships across selected shipping, trade, energy, or logistics indicators around a defined strategic chokepoint. Historical event comparisons may be included where appropriate data exists.
View Global Shipping Flow Observatory →
Potential partners: reinsurers, risk consultancies, commodity firms, and strategic analysts.
LINE 04Finance & insurance
Financial System Coherence Scan
Examine relationships among selected financial or portfolio variables and assess whether structural characterization adds a useful perspective alongside existing risk measures.
Potential partners: reinsurers, financial institutions, investment-risk teams, and specialist advisors.
LINE 05Industrial operations
Enterprise Operations Scan
Characterize relationships within a bounded facility, process, or business unit using suitable existing telemetry. The analysis is scoped around a specific operational question rather than a broad organizational audit.
Potential partners: industrial operators, EPC firms, and enterprise consultancies.
FLEXIBLE BUILDPartner-led
Partner-Defined Prototype
Work with a specialist consultancy or domain partner to define a new SCFL application around a client system, available data, and a question that matters to the client.
Potential partners: boutique consultancies and established service providers seeking a differentiated measurement capability.
Prototype status: These are proposed application lines at different stages of development, not claims that every domain-specific build is a validated, off-the-shelf product. Scope, feasibility, and evidence requirements are agreed individually.
How an engagement begins
A bounded first step—not a major deployment.
The preferred starting point is a focused measurement sprint, potentially completed within two working days when the data and question are suitably bounded. The sprint is an engagement format, not a guarantee that every analysis can be completed in that time.
No operational change or new instrumentation is assumed. Data access, confidentiality, and permitted use are agreed before work begins.
Define the question
Agree what system is in scope, what the client wants to understand, and what would make the exercise useful.
Check data suitability
Review the available data, its quality and time resolution, the relevant variables, and any access or confidentiality constraints.
Run the bounded build
Apply the agreed method, document analytical choices, and distinguish observations from interpretations.
Review findings and next steps
Present the characterization, limitations, and whether a deeper assessment or repeat measurement is warranted. The client decides whether to proceed.
What the client receives
A documented measurement—not a black box.
Deliverables are agreed before work starts and tailored to the scope of the prototype build.
Measurement brief
System boundary, question, data inputs, assumptions, and method applied.
Structural characterization
The relational patterns represented by the selected data and analysis.
Findings report
Observed patterns and relevant comparisons, with clear distinction between data and interpretation.
Evidence and limitations
What the analysis supports, what remains uncertain, and what cannot be concluded.
Client readout
A concise walkthrough of results, assumptions, and questions for follow-up.
Next-step recommendation
A reasoned choice to stop, refine the build, expand the assessment, or consider repeat measurement.
SCFL is positioned here as a means of characterizing relational structure and state. Predictive performance, portability between domains, and operational decision value must be assessed for the specific application; they are not assumed by the availability of a prototype.
Proposed pricing architecture
Price the measurement, not the promise.
These are recommended initial list prices to test, not verified market rates or established willingness to pay. The first engagement is a bounded measurement using existing data—not a major consulting project or capital investment.
Entry offer
Prototype Measurement Sprint
$5,000–$7,500
- One defined problem or system
- Existing data, subject to suitability
- Findings, visualizations, limitations, and a readout
- No new instrumentation assumed
Purpose: Establish whether SCFL produces useful, interpretable measurements in the client’s context.
Core engagement
Domain Prototype Build
$15,000–$30,000
- Defined data mapping and measurement protocol
- Domain-specific analysis
- Documented assumptions and limitations
- Reusable prototype and technical report
Purpose: Turn a promising initial measurement into a repeatable domain capability.
Recurring revenue
Ongoing Measurement Service
$3,000–$8,000/mo
- Recurring coherence measurements
- Drift and change characterization
- Periodic interpretation and reporting
- Defined scope and support limits
Purpose: Establish recurring revenue after the initial measurement demonstrates sufficient value.
Channel / enterprise
Partner & Enterprise Licensing
$25,000–$75,000+
- Defined usage and deployment rights
- Training and implementation support as agreed
- Annual license or minimum commitment
- Optional customization and revenue sharing
Purpose: Scale distribution without requiring every engagement to be delivered personally.
These are four different products, not four price points for the same deliverable. An initial sprint should not expand into a larger engagement without an explicit scope change. Prices are proposed to validate, not proven market rates.
Upfront depositExample: 50% at signing, 50% at delivery. Protects runway and demonstrates buyer commitment.
Pilot creditCredit 50% of the initial pilot against a larger prototype build contracted within 60–90 days.
Keep the pilot smallOne system, one question, a defined data sample, and specific deliverables. Duration is not a universal promise.
Separate research from commercialA research sponsor receives defined research outputs and rights. A commercial buyer receives a defined measurement service.
Illustrative first-year model
Not a forecast. Assumes all engagements are won and delivered. Gross revenue before costs.
| 6 pilots at $7,500 | $45,000 |
| 2 prototype builds at $20,000 | $40,000 |
| 2 service agreements at $4,000/mo for 6 months | $48,000 |
| Illustrative revenue | $133,000 |
Investors need to see the intended economics and how they will be tested—not a claim that the pricing is already validated. The first commercial objective is one credible paying engagement that establishes what the market will bear.
Start a conversation
Have a system—and a question?
We welcome discussions with prospective clients, research collaborators, and boutique consultancies interested in exploring a bounded SCFL measurement build.