Machine & Agent Access — exmxc.ai

exmxc.ai is a human-led intelligence institution for the AI-search era. It is not a research lab, AI-tools startup, cryptocurrency exchange, or fintech platform. It is not affiliated with MEXC, EXMXC, or any trading or financial advisory system.

Founded by Mike Ye — M&A and corporate development executive with 25+ years of transaction leadership at Penske Media Corporation, L Brands, and Intel Capital. Ella provides pattern interpretation, structural analysis, and co-authorship. Human judgment governs. AI serves as instrumentation.

Authority Graph
mikeye.com — origin node (M&A executive, founder)
exmxc.ai — intelligence institution (founded by Mike Ye)
trailgenic.com — applied laboratory (founded by Mike Ye)
ellaentity.ai — co-cognitive reasoning layer (co-author at exmxc.ai)
Machine-Callable Intelligence
mcp.exmxc.ai · Tool Registry · Capabilities
Tools: ex.eei.audit.run · ex.entities.get · ex.speg.get · ex.datasets.index.get · ex.ai_power_index.get · ex.four_forces.get · ex.entity_in_a_box.get · ex.ai_power.analysis.top
sPEG Index · Methodology

Scarcity that survives the defense bill.

The index asks whether a stated capability has constrained alternatives, resists substitution, produces retained economics, can persist through a named competitive response, and still matters after the spending required to defend it.

Method speg-index-scarcity-v1.0.0 · Schema speg-index-profile-v1.0.0 · Three-to-five-year horizon

Construct and boundary

The unit is an identified capability inside a stated business perimeter—not a brand impression, a growth rate, or a stock-price story.

Company admission requires a documented route from that capability to a material company perimeter: at least half of trailing revenue, or a qualitative integrated-capability case central across the main business. Unknown or immaterial exposure cannot be rescued by a high score elsewhere.

Five anchored judgments

DimensionAdmission floorWhat a 3 meansWhat a 4 requires
Constraint (C)3Few feasible alternatives; substantial technical, ecosystem, or qualification workNo demonstrated equivalent in the defined application plus multi-stage replication barriers
Substitution resistance (S)3Substantial redesign, qualification, or workflow rebuildingFundamental architecture or process change with demonstrated obstacles
Economic capture (E)3Retained operating economics across periods, plausibly linked to the capabilityRetention through adverse conditions or renewals with limited leakage
Persistence (P)3A credible three-to-five-year path through specified competitive responsesMulti-generation evidence and a supported path beyond five years
Cost of defense (D)2Material benefit after reviewed R&D, operating, and capital demandsResilient retention through an adverse period after full defense spending

Each dimension is an integer from 0 to 4. Unknown is null, never zero. SDS is the sum only when all five are known. It is ordinal, always displayed with its C/S/E/P/D vector, and never treated as a probability, percentile, or return rank.

Admission is gated, not ranked

Minimum evidence

An admission packet needs current financials with a prior-period comparator, structural capability evidence, one external-origin source bearing on the mechanism or feasible alternatives, an explicit capture argument, a defense-cost review, a company-perimeter rationale, and a credible counter-hypothesis. Reposts and joint announcements do not become independent origins merely by appearing at several URLs.

High and Moderate confidence are eligible but remain qualitative research judgments. Low cannot admit. Unassessable makes the affected dimension and total null. Overall confidence is the weakest decisive dimension; it is never averaged.

Valuation is adjacent, never embedded

SDS does not become a multiplier. It changes neither PEG nor economic sPEG.

Conventional PEG requires a current, matched, positive FY1–FY4 EPS path and a verified security basis. Economic sPEG requires a separately qualified paired economic model. Either valuation can be unavailable while the scarcity judgment remains useful. Missing economic inputs stay null; the system never inserts M=1 or relabels PEG as sPEG.

Cadence, events, and history

Full reviews are quarterly and structural reviews may not exceed 90 days. Material customer losses, substitute qualification, pricing resets, new capacity, acquisitions, financing strain, and operative restrictions trigger event review. The target is five trading sessions after adequate primary evidence; an unresolved event moves a member under review and stops it counting as currently qualified. Immutable releases preserve the original cutoff, publication time, effective time, and predecessor.

Limits

The dimensions are correlated and not statistically validated as independent factors. The ten-company cohort is purposive and cannot establish diversification, sector neutrality, predictive validity, or superior returns. Thresholds are governance choices, not cutoffs optimized against outcomes. Cross-sector comparison is structured by common anchors but remains mechanism-sensitive and judgment-based.