Strategy / Use Cases

Use Case Register

Master register of all Nexus use cases: active, in development, and planned. Each entry defines scope, components required, target market, and implementation status.

Version UC-1.0 Date 2026-05-02 Owner Uued Viljapuuaiad Status Active Authority Tier 2

1. Use Case Lifecycle

Stage Code Description
Active UC-A Deployed, revenue-generating or in UAT
Development UC-D Implementation in progress, assigned
Planned UC-P Scoped, not yet assigned
Research UC-R Under investigation, feasibility TBD

2. Active Use Cases

2.1 Pyrometrix TCO (UC-A1)

Aspect Detail
ID UC-A1-BASELINE-v3.0
Domain Infrastructure / Data Centre
Market Enterprise data centre operators, cooling technology vendors
Nodes Used ValidateNode, StoreNode, ReportGenerator
Rule Types capex (65), opex (148), power (8), infrastructure (3), energy (4), tco (10)
Total Rules 238
Runtime Local Python, Docker
Status Production -- deployed, 4 technology comparisons functional
Validation VB-edr-pipeline-0.2.0 (VL-4), CT-RULE passing

2.2 Freelance Pipeline (UC-A2)

Aspect Detail
ID UC-A2-FREELANCE-v1.0
Domain Freelance / Job Automation
Market Internal (CreativeAnswer operations)
Nodes Used WebhookTrigger, AiTransform, LeadScoreNode, ConditionBranch
Rule Types scoring (10), policy (11), assignment (4)
Total Rules 25
Runtime Local Python
Status Production -- active job scoring
Validation VB-freelance-pipeline-0.1.0 (VL-2)

2.3 PFP Product Fit (UC-A3)

Aspect Detail
ID UC-A3-PFP-v2.0
Domain Product Selection / Compliance
Market Technology vendors, procurement
Nodes Used ValidateNode, ConditionBranch, StoreNode
Rule Types pfp_clearance (537), pfp_selection (9), pfp_validation (17)
Total Rules 563
Runtime Local Python, Docker
Status Production -- clearance evaluation functional
Validation VB-pfp-pipeline-0.2.0 (VL-4)

3. Development Use Cases

3.1 Nesto Worker Compliance (UC-D1)

Aspect Detail
ID UC-D1-NESTO-v1.0
Domain HR / Worker Compliance
Market UAE/KSA/BH labour market, construction, hospitality
Nodes Used FormNode, ValidateNode, HumanGate, StoreNode, EmailForward
Rule Types nesto_compliance (17)
Total Rules 17
Target Runtime Local Python -> Power Platform (Phase 4)
Status Phase 1 -- rules implemented, flow assembly in progress
Roadmap WP-1.1 through WP-1.5
Assigned TBD (cooperator)
Dependencies HumanGate webhook completion (WP-1.2)

3.2 ARC Lead Pipeline (UC-D2)

Aspect Detail
ID UC-D2-ARC-v1.0
Domain CRM / Lead Management
Market Sales teams, marketing automation
Nodes Used WebhookTrigger, AiTransform, LeadScoreNode, MatchNode, ConditionBranch, EmailForward
Rule Types scoring (custom)
Target Runtime Local Python, AWS Lambda
Status Phase 2 -- nodes implemented, integration pending
Roadmap WP-2.3, WP-2.4
Assigned TBD (cooperator)
Dependencies Phase 1 HumanGate webhook

4. Planned Use Cases

4.1 EDR Entity Data Registry (UC-P1)

Aspect Detail
ID UC-P1-EDR-v1.0
Domain Engineering / Industrial Data Quality
Market Oil and gas, petrochemical, power generation, EPC contractors
Problem Engineering entities (valves, pipelines, instruments) have inconsistent data across systems. Tag formats differ, material codes are non-standard, safety classifications are missing or wrong. Manual QC costs millions per project.
Nodes Used IngestNode, ValidateNode, ConditionBranch, StoreNode, ReportGenerator, DashboardNode
Rule Types edr_validation (19), validation (12) -- to be expanded to 50+
Target Rules 80-120 (tag format, material standard, pressure rating, safety class, completeness)
Target Runtime Docker on-prem (data residency), AWS Lambda (cloud option)
BDT Types Required Tag format (IMMUTABLE_IDENTITY), pressure rating (REFERENCE_CONSTANT), material code (MUTABLE_STATE), safety class (IMMUTABLE_IDENTITY), inspection date (OPERATIONAL_EVENT)
Entity Classes Valve, Pipeline, Equipment, Electrical, Instrument, Safety Device
Status Planned -- 31 rules exist, entity classes defined, pipeline proven
Roadmap WP-2.1, WP-2.2, WP-2.5, WP-2.6 (Phase 2)
Assigned TBD (cooperator -- domain expert + Python backend)
Dependencies AtlasOCR integration (WP-2.5) for P&ID drawing extraction
Revenue Model Per-project licensing, SaaS per-entity pricing
Competitive Advantage Rule-driven (not ML black-box), auditable, deterministic

4.2 AES Assessment Engine Service (UC-P2)

Aspect Detail
ID UC-P2-AES-v1.0
Domain Education / Certification / Assessment
Market Training providers, certification bodies, corporate L&D, schools
Problem Assessment creation is manual. Grading is inconsistent. Adaptive difficulty requires custom development. No platform combines rule-based scoring with AI-powered evaluation.
Nodes Used FormNode, ValidateNode, AiTransform, ConditionBranch, StoreNode, DashboardNode, LeadScoreNode
Rule Types New: assessment_scoring, assessment_routing, certification_criteria
Target Rules 30-50 per assessment template
Target Runtime AWS Lambda (SaaS), Docker (on-prem for universities)
BDT Types Required Assessment score (DERIVED_METRIC, unit: points), Question response (OPERATIONAL_EVENT), Certification status (MUTABLE_STATE), Pass threshold (REFERENCE_CONSTANT)
Flow Pattern Form(questions) -> Validate(format) -> AI(evaluate) -> Branch(pass/fail) -> Score(aggregate) -> Store(record) -> Dashboard(results)
Status Planned -- all required node types exist, flow pattern proven
Roadmap WP-3.1 (Phase 3)
Assigned TBD (cooperator -- AI/ML + React)
Dependencies GPU batch processing (WP-3.2) for large cohort evaluation
Revenue Model SaaS per-assessment, enterprise licensing
Competitive Advantage AI + Rules hybrid (AI grades, rules enforce consistency), full audit trail, adaptive branching

4.3 ENDO Document Processing (UC-P3)

Aspect Detail
ID UC-P3-ENDO-v1.0
Domain Document Intelligence / Back-office Automation
Market Insurance, legal, financial services, government
Nodes Used GmailIngest, AtlasOcr, AiTransform, ValidateNode, StoreNode, PdfGenerator
Rule Types document_validation, extraction_rules
Target Runtime AWS Lambda, Docker
Status Planned -- node executors exist, OCR integration needed
Roadmap Phase 2-3
Dependencies AtlasOCR integration (WP-2.5)

5. Chameleon Extensions (Not Use Cases)

The following are NOT standalone Nexus use cases. They are extensions to the Chameleon system and their requirements belong in the Chameleon repository.

5.1 ChameleonBI (Osiris Heritage)

Aspect Detail
Type Chameleon extension -- NOT a Nexus use case
Target Repo Chameleon (requirements to be pushed as feature spec)
Origin Osiris prototype (archived) -- PowerBI analysis/reconstruction tool
Capability Rule-driven dashboards that enforce business logic and trigger actions
Osiris Findings Form generation from data structures, multi-format output (HTML, React, PowerBI), template system. PowerBI PBIX extraction and reconstruction.
Next Action Extract requirements from Osiris archive, write ChameleonBI feature spec, push to Chameleon repo
Nexus Integration Consumes DashboardNode, ListViewNode, NavMenuNode outputs -- does NOT run as a Nexus pipeline

6. Use Case Cross-Reference Matrix

This matrix shows which Nexus platform capabilities each use case requires. Values indicate requirement status:

Symbol Meaning
REQ Required -- this use case needs this capability to function
OPT Optional -- enhances the use case but not blocking
-- Not applicable -- this capability is not used

Column definitions:

Column Platform Capability Implementation
Rule Engine Wormwood core rule evaluation Python (production)
BDT Business Data Type validation and lifecycle enforcement Python (wormwood/core/business_data_types.py)
Orchestration Multi-node pipeline execution with state management Python (wormwood/core/pipeline_runner.py)
AI Claude/LLM integration for text analysis, scoring, generation Python (AiTransformNode)
OCR AtlasOCR document/drawing extraction Python (AtlasOcrNode -- scaffold)
Forms ChameleonV2 user-facing data entry React (Chameleon repo)
Approval Human Gate nodes requiring RBAC-gated manual decisions Python (HumanGateNode)
Dashboard DashboardNode/ListViewNode visual output React (Chameleon repo)

Capability Requirement Matrix

Use Case Rule Engine BDT Orchestration AI OCR Forms Approval Dashboard
Pyrometrix (UC-A1) REQ REQ -- -- -- -- -- --
Freelance (UC-A2) REQ REQ REQ REQ -- -- -- --
PFP (UC-A3) REQ REQ -- -- -- -- -- --
Nesto (UC-D1) REQ REQ REQ -- -- REQ REQ --
ARC (UC-D2) REQ -- REQ REQ -- OPT -- --
EDR (UC-P1) REQ REQ REQ -- REQ -- -- REQ
AES (UC-P2) REQ REQ REQ REQ -- REQ -- REQ
ENDO (UC-P3) REQ REQ REQ REQ REQ -- REQ --

7. Version History

Version Date Changes
UC-1.0 2026-05-02 Initial register: 3 active, 2 development, 3 planned, 1 research use cases.