ACHORDS++ Services
Advanced semantic stability analysis for organizations
CHORDS++ applies topological semantic analysis to evaluate the structural stability of meaning under interpretation by artificial intelligence systems. The methodology measures whether meaning is preserved or degrades when content enters AI-mediated environments, independently of its formal quality or surface-level clarity.
CHORDS++ is an applied, operational layer derived from the theoretical framework of Semantic Relativity Theory (TRS), a formal theory that has been academically published and validated, modeling how meaning behaves under interpretive transformation.
👉 Zenodo: CHORDS++. DOI – 18079116 / TRS v2.3. DOI – 18215792
These services deliver expert-led analysis using proprietary frameworks empirically validated across multiple AI systems. All engagements produce actionable diagnostic intelligence, supporting strategic, regulatory, and operational decision-making.
Our CHORDS++ Services
Enterprise Text Stability Analysis
Quarterly structural assessment of organizational content
Comprehensive χ_CHORDS analysis of the entire corporate content ecosystem: websites, technical documentation, public disclosures, and brand messaging. Identifies structural vulnerabilities, maps stability patterns, and tracks semantic degradation over time.
Risks identified
- Silent loss of precision in critical messaging
- Progressive degradation of documents that remain “correct” but no longer mean the same thing
- Interpretive inconsistencies across channels and formats
Operational KPIs impacted
- Incidents with no identifiable technical root cause
- Rework caused by interpretive misunderstandings
- Increased internal and external clarification overhead
- Accumulated risk in compliance and corporate communications
Investment: €6,000 per quarter (€24,000 annually)
Multi-Brand Comparative Analysis
Competitive semantic positioning evaluation
Structural stability comparison of your brand against 3 to 5 direct or alternative competitors. Reveals where your messaging maintains distinctive coherence and where it collapses into indistinguishability under AI interpretation.
Risks identified
- Semantic convergence with competitors
- Loss of differentiation in AI-mediated search and recommendation environments
- Premium positioning reinterpreted as commodity
Operational KPIs impacted
- Share of consideration in AI-mediated environments
- Downward pricing pressure driven by perceived equivalence
- Strategic positioning erosion without changes to the original message
One-time investment: €8,000
Pre-Launch CHORDS Evaluation
Stability assessment before market exposure
Preventive analysis of the structural integrity of launch materials, product positioning, or campaign messaging prior to publication. Anticipates how content will be reinterpreted by AI systems and enables adjustment before exposure.
Risks identified
- Messages that appear clear to humans but collapse under AI interpretation
- Value propositions reinterpreted as generic
- Claims that lose intent or semantic hierarchy after publication
Operational KPIs impacted
- Risk of mispositioned product or campaign launches
- Post-launch correction and remediation costs
- Underperforming campaigns with no apparent creative cause
One-time investment: €5,000
Regulatory Disclosure Audit
Compliance language stability verification
Specialized analysis for pharmaceutical, financial, and other regulated sectors. Evaluates whether disclosure language, ESG reports, or compliance documentation maintain semantic precision under AI-driven transformation.
Risks identified
- Compliant language drifting toward non-compliant interpretation
- Loss of regulatory constraints, conditions, or exclusions
- Divergence between legal intent and automated interpretation
Operational KPIs impacted
- Unexpected audit findings
- Regulatory remediation costs
- Sanction risk driven by interpretation rather than intent
Investment: €12,000 one-time
Methodological foundation
All CHORDS++ services are based on a shared framework derived from TRS:
χ (Euler Characteristic)
Measures the topological stability of meaning, that is, how many independent semantic dimensions must remain active simultaneously for meaning to be preserved.
A lower χ indicates structural robustness. A higher χ signals fragility.
Subfactor analysis
Evaluates dimensional sufficiency across eight semantic stability dimensions, identifying which fall below critical thresholds and where reinforcement is required.
Cross-model validation
Assesses interpretive stability across multiple AI systems, revealing where interpretation remains consistent and where divergence introduces instability.
The methodology is grounded in published research and empirically validated against real-world AI system behavior. Mathematical and operational details remain protected as intellectual property.
Why organizations use CHORDS++
Traditional content evaluation focuses on readability, clarity, or engagement.
CHORDS++ evaluates structural stability, that is, whether meaning survives transformation by AI systems.
Organizations use CHORDS++ when:
- AI systems mediate how their content reaches audiences
- Semantic precision impacts compliance, reputation, or competitive positioning
- Instability carries operational or legal consequences
- Traditional testing cannot reveal interpretive vulnerabilities
CHORDS++ does not optimize content.
It diagnoses structural failure conditions before exposure generates consequences.
Engagement model
All CHORDS++ services are delivered as bespoke, expert-led engagements.
There is no automation, dashboard, or self-service layer.
Typical process
- Scope definition via email
- Content submission
- Expert-led analysis (2 to 4 weeks depending on the service)
- Delivery of structured reports
- Optional follow-up clarification
Operational methodologies remain proprietary. Reports document findings, vulnerabilities, and recommendations without exposing analytical techniques.
Ready for a CHORDS++ analysis?
If the structural stability of your content matters for compliance, competitive positioning, or operational integrity, CHORDS++ provides diagnostic intelligence that traditional methods cannot deliver.
Review how we work and client requirements before engagement.
