Capabilities
What LongTermCapabilities can actually perform
Each capability follows the same decision pattern: Risk → Work → Artifacts → Decision → Boundaries.
Capability mapWhat this page is for
- Purpose
- Match a technical risk to the work needed before commercial scope is selected.
- Boundary
- Capabilities describe what can be performed; services define the paid engagement.
- 01Legacy system rescue and modernizationRisk reducedUnplanned behavioral change, rewrite uncertainty, brittle cutovers, and dependency surprises.Decision enabledStabilize, incrementally modernize, replace a bounded component, or defer with known risk.
- 02Business logic preservation and parity validationRisk reducedSilent calculation, approval, permission, report, and exception-handling drift.Decision enabledWhich behavior must remain, which change is intentional, and whether a release is acceptably equivalent.
- 03Application, API, integration, and data architectureRisk reducedCoupling, ambiguous ownership, integration failure, inaccessible evidence, and vendor-driven architecture.Decision enabledWhere to place boundaries, which dependencies to retain, and how to integrate without widening operational risk.
- 04AI production readiness and evaluationRisk reducedUnmeasured failures, weak release decisions, access leakage, unsupported claims, and unreliable change comparison.Decision enabledWhether the workload should proceed, narrow, remediate, remain in pilot, or stop.
- 05Human-reviewed AI workflow designRisk reducedUnclear accountability, irreversible automation, hidden overrides, and unsupported downstream action.Decision enabledWhich actions AI may propose, what a human must approve, and what the system must refuse or escalate.
- 06Technical evidence and procurement supportRisk reducedProcurement stalls, inconsistent answers, unsupported claims, and evidence disconnected from the system.Decision enabledWhether a buyer, partner, or reviewer has enough technical evidence to continue qualification, approve the next phase, or ask targeted questions.
Capability details remain expanded on wide screens and become compact, keyboard-accessible disclosures on smaller screens.
01Risk reduced: Unplanned behavioral change, rewrite uncertainty, brittle cutovers, and dependency surprises.
Legacy system rescue and modernization
A long-lived Microsoft application still runs important work, but unsupported components, tightly coupled data logic, and undocumented dependencies make every change risky.
Risk reduced: Unplanned behavioral change, rewrite uncertainty, brittle cutovers, and dependency surprises.
Legacy system rescue and modernization
A long-lived Microsoft application still runs important work, but unsupported components, tightly coupled data logic, and undocumented dependencies make every change risky.
Risk and system context
- .NET Framework and modern .NET
- ASP.NET, Web Forms, MVC, Web API, and aging Microsoft application patterns
- SQL Server, T-SQL, stored procedures, jobs, reports, and integration surfaces
- Windows-hosted, Azure-connected, and hybrid business systems
Work performed
- Current-state application, data, integration, and dependency inventory
- Unsupported-component and maintainability risk analysis
- Characterization-test and incremental modernization planning
- Target-state boundaries, service seams, and reversible sequencing
Artifacts retained
- Current-state architecture map
- Technical debt and unsupported-component inventory
- Modernization options and sequence
- Parity and rollback plan
- Decision and risk register
Decision enabled
Stabilize, incrementally modernize, replace a bounded component, or defer with known risk.
Responsibilities, exclusions, and related paths
Principal responsibilities
- Lead discovery and architecture analysis
- Trace representative behavior across application and data boundaries
- Define target seams, parity expectations, and decision records
- Present the tradeoffs directly to technical and executive owners
Client responsibilities
- Provide technical and domain owners
- Provide approved access to representative system evidence
- Identify continuity constraints and known failures
- Resolve disputed business behavior
Explicit exclusions
- Unlimited code review
- Full rewrite by default
- Guaranteed discovery of every hidden dependency
- Production operations outside a separate scope
02Risk reduced: Silent calculation, approval, permission, report, and exception-handling drift.
Business logic preservation and parity validation
Important behavior is distributed across code, stored procedures, reports, configuration, exception handling, and human workarounds - and no single source fully defines intent.
Risk reduced: Silent calculation, approval, permission, report, and exception-handling drift.
Business logic preservation and parity validation
Important behavior is distributed across code, stored procedures, reports, configuration, exception handling, and human workarounds - and no single source fully defines intent.
Risk and system context
- Claims, contracts, tax, logistics, routing, approvals, reporting, and other rule-heavy workflows
- Stored-procedure-heavy systems and long-lived line-of-business applications
- Modernization programs where equivalent behavior matters more than technology parity
Work performed
- Behavior discovery and source tracing
- Scenario inventory and characterization testing
- Old-versus-new output comparison
- Data reconciliation and exception analysis
- Known, unknown, disputed, intentional, and accidental change classification
Artifacts retained
- Business-rule map
- Parity scenario catalog
- Comparison and reconciliation report
- Unknown and disputed behavior register
- Domain-owner review record
Decision enabled
Which behavior must remain, which change is intentional, and whether a release is acceptably equivalent.
Responsibilities, exclusions, and related paths
Principal responsibilities
- Design the evidence model and comparison method
- Trace source support for behavior claims
- Separate observed behavior from assumed intent
- Facilitate domain-owner review without inventing certainty
Client responsibilities
- Provide representative scenarios and domain reviewers
- Identify regulatory, financial, or operational consequences
- Approve intentional changes and unresolved exceptions
- Retain final business authority
Explicit exclusions
- A claim that all behavior can be discovered
- Replacement of domain-owner judgment
- Legal interpretation of business rules
- Guaranteed zero regression
03Risk reduced: Coupling, ambiguous ownership, integration failure, inaccessible evidence, and vendor-driven architecture.
Application, API, integration, and data architecture
Teams cannot safely change or integrate systems because ownership, service boundaries, data flows, interface contracts, failure behavior, and vendor dependencies are unclear.
Risk reduced: Coupling, ambiguous ownership, integration failure, inaccessible evidence, and vendor-driven architecture.
Application, API, integration, and data architecture
Teams cannot safely change or integrate systems because ownership, service boundaries, data flows, interface contracts, failure behavior, and vendor dependencies are unclear.
Risk and system context
- Microsoft application estates
- API-first and service-oriented systems
- SQL Server and mixed data platforms
- Vendor integrations, document workflows, batch jobs, and event-driven processes
Work performed
- Current-state and target-state mapping
- Service and data ownership boundaries
- Access paths and interface contracts
- Failure handling, observability, and rollback design
- Vendor and platform dependency review
- Technical decision records
Artifacts retained
- Architecture and data-flow diagrams
- Interface and ownership matrix
- Dependency and failure map
- Target-state options
- Technical decision records and open questions
Decision enabled
Where to place boundaries, which dependencies to retain, and how to integrate without widening operational risk.
Responsibilities, exclusions, and related paths
Principal responsibilities
- Lead architecture discovery and option analysis
- Translate business workflow into explicit system boundaries
- Document assumptions, decisions, and consequences
- Review vendor or internal proposals independently
Client responsibilities
- Provide application, data, security, and workflow owners
- Provide approved architecture and operational evidence
- Identify non-negotiable platform and support constraints
- Approve ownership and interface decisions
Explicit exclusions
- Network penetration testing
- Cloud account administration
- Vendor contracting authority
- Unlimited implementation
04Risk reduced: Unmeasured failures, weak release decisions, access leakage, unsupported claims, and unreliable change comparison.
AI production readiness and evaluation
An AI pilot appears useful, but the team cannot explain representative performance, access failures, cost, latency, refusal behavior, human review, or release thresholds.
Risk reduced: Unmeasured failures, weak release decisions, access leakage, unsupported claims, and unreliable change comparison.
AI production readiness and evaluation
An AI pilot appears useful, but the team cannot explain representative performance, access failures, cost, latency, refusal behavior, human review, or release thresholds.
Risk and system context
- RAG systems, copilots, AI reviewers, agent-assisted workflows, and AI-enabled product features
- Internal knowledge systems and customer-facing software
- Systems using commercial or local language models
Work performed
- Use-case and system inventory
- Golden, edge, adversarial, refusal, and access cases
- Retrieval, grounding, citation, cost, latency, and workflow evaluation
- Versioned regression execution
- Release scorecards and operational response planning
Artifacts retained
- Evaluation dataset
- Baseline and regression results
- Failure taxonomy
- Release scorecard
- Risk and response runbook
- System card
Decision enabled
Whether the workload should proceed, narrow, remediate, remain in pilot, or stop.
Responsibilities, exclusions, and related paths
Principal responsibilities
- Design representative evidence with domain reviewers
- Separate failure categories and unknowns
- Define review and release criteria
- Connect engineering results to leadership and procurement evidence
Client responsibilities
- Provide domain reviewers and approved environments
- Fund model and platform usage
- Retain production release authority
- Implement core product remediation unless separately scoped
Explicit exclusions
- Formal AI audit or certification
- Zero-hallucination guarantee
- 24/7 monitoring
- Legal or regulatory opinion
05Risk reduced: Unclear accountability, irreversible automation, hidden overrides, and unsupported downstream action.
Human-reviewed AI workflow design
AI output can influence consequential work without clear authority, named reviewers, refusal behavior, escalation, or separation between approval and execution.
Risk reduced: Unclear accountability, irreversible automation, hidden overrides, and unsupported downstream action.
Human-reviewed AI workflow design
AI output can influence consequential work without clear authority, named reviewers, refusal behavior, escalation, or separation between approval and execution.
Risk and system context
- Document and case review
- Claims, contracts, support, compliance, knowledge, and exception workflows
- AI-assisted proposals, recommendations, drafts, and classifications
Work performed
- Proposed-versus-executed action separation
- Named reviewer roles and authority
- Approval, rejection, editing, blocking, and escalation design
- Segregation of approval and execution
- Override, refusal, and audit-trail requirements
- Least-authority design
Artifacts retained
- Authority and review matrix
- Workflow and escalation diagram
- Reviewer interface requirements
- Override and refusal log design
- Acceptance and blocked-action criteria
Decision enabled
Which actions AI may propose, what a human must approve, and what the system must refuse or escalate.
Responsibilities, exclusions, and related paths
Principal responsibilities
- Map authority and consequence
- Design review and evidence paths
- Define least-authority and blocked-action controls
- Document unresolved ownership or policy questions
Client responsibilities
- Name accountable reviewers and decision owners
- Define operational consequences and escalation paths
- Retain final approval and execution authority
- Train and support end users
Explicit exclusions
- Autonomous production authority by default
- Replacement of accountable human roles
- Formal legal or policy approval
- Guarantee that reviewers will catch every error
06Risk reduced: Procurement stalls, inconsistent answers, unsupported claims, and evidence disconnected from the system.
Technical evidence and procurement support
Engineering reality is not organized into artifacts that leadership, security, procurement, legal, partners, or evaluators can inspect and reuse.
Risk reduced: Procurement stalls, inconsistent answers, unsupported claims, and evidence disconnected from the system.
Technical evidence and procurement support
Engineering reality is not organized into artifacts that leadership, security, procurement, legal, partners, or evaluators can inspect and reuse.
Risk and system context
- Enterprise vendor reviews
- Government market research and prime-contractor qualification
- AI and modernization decisions
- Security questionnaires and architecture reviews
Work performed
- System cards and architecture summaries
- Data-flow and access-boundary diagrams
- Technical decision logs and risk registers
- Technical response libraries
- Acceptance criteria and evidence inventories
- Public-safe versus private evidence boundaries
Artifacts retained
- Procurement-ready technical evidence package
- Questionnaire response library
- Architecture and data-flow summary
- Risk and decision register
- Evidence inventory and request map
Decision enabled
Whether a buyer, partner, or reviewer has enough technical evidence to continue qualification, approve the next phase, or ask targeted questions.
Responsibilities, exclusions, and related paths
Principal responsibilities
- Translate system evidence into accurate review artifacts
- Preserve source support and limitations
- Separate technical facts from legal or certification conclusions
- Maintain public-safe and private evidence boundaries
Client responsibilities
- Provide authoritative technical owners and source evidence
- Approve public and private disclosure boundaries
- Route legal and formal assurance questions to qualified parties
- Keep evidence current after handoff
Explicit exclusions
- Legal advice
- Formal assurance, certification, or attestation
- Guarantee of procurement approval or contract award
- Fabrication of missing identifiers, metrics, or status
Next action
Bring the system, the trigger, and what cannot fail.
Start with public-safe context. Sensitive evidence moves only after fit, responsibility, scope, and an approved channel are clear.
Prefer a direct conversation? Call 1 (464) 274-1476