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The expertise directory

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This directory contains 64 scoped AI-assisted specialist profiles.
Bring up to eight perspectives into your project brief.

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08 domains64 profiles
1.1In development

Venture Strategy & Business Design

Opportunity Discovery

Proposed specialty. Turn unmet needs into clearly framed opportunities.

Proposed scope

Proposed scope: discovering and qualifying venture, pilot and funding opportunities. This specialty is in development.

Proposed deliverables
  • Opportunity brief
  • Assumptions to test
  • Qualification criteria

Proposed specialty

1.2Defined assisted scope

Venture Strategy & Business Design

Market & Competitive Intelligence

Review short-term-rental demand, booking windows and competing properties.

Current scope

Current scope is short-term-rental demand, booking windows and competitive sets. General industry and competitor research is outside this scope.

Possible deliverables
  • Rental demand assessment
  • Competitive-set review
  • Evidence and uncertainty summary

Analysis, planning & review

1.3In development

Venture Strategy & Business Design

Business Model

Proposed specialty. Explore how a software extension creates value and earns revenue.

Proposed scope

Proposed scope is business models for software extensions and related workspace services. The supporting package is a local prototype awaiting operational validation.

Proposed deliverables
  • Value proposition outline
  • Public and paid offering boundaries
  • Business-model assumptions

Proposed specialty

1.4In development

Venture Strategy & Business Design

Customer Discovery

Proposed specialty. Plan tests of buyer assumptions for a software extension.

Proposed scope

Proposed scope is buyer hypotheses and commercial experiments for software extensions. A dedicated customer-interview capability is not yet defined.

Proposed deliverables
  • Buyer hypothesis
  • Commercial experiment plan
  • Evidence questions

Proposed specialty

1.5In development

Venture Strategy & Business Design

Product Strategy

Proposed specialty. Define a useful first software extension and a plan to test its value.

Proposed scope

Proposed scope is starter products and paid value for software extensions. Broader product-roadmap support remains in development.

Proposed deliverables
  • Starter-product definition
  • Scope and priority map
  • Validation plan

Proposed specialty

1.6In development

Venture Strategy & Business Design

Venture Validation

Proposed specialty. Design tests of commercial assumptions for a software extension.

Proposed scope

Proposed scope is commercial validation design for software extensions. It does not establish traction, demand or investment readiness.

Proposed deliverables
  • Validation hypotheses
  • Low-risk experiment design
  • Decision criteria

Proposed specialty

1.7Defined assisted scope

Venture Strategy & Business Design

Partnership & Ecosystem

Prepare relevant, permission-based founder and investor connections.

Current scope

Current scope is founder-investor matching and introduction preparation. Broader partnerships and introductions require separate review; messages are not sent automatically.

Possible deliverables
  • Investor-fit shortlist
  • Founder or investor brief
  • Introduction draft

Analysis, planning & review

1.8Defined assisted scope

Venture Strategy & Business Design

Portfolio Strategy

Prioritize software capabilities, identify gaps and decide what to build or reuse.

Current scope

Current scope is a software capability portfolio. It does not allocate investment capital or evaluate the financial performance of ventures.

Possible deliverables
  • Capability coverage assessment
  • Dependency-risk summary
  • Build and reuse priorities

Analysis, planning & review

2.1Defined assisted scope

Finance, Capital & Investment

Financial Modeling

Understand the assumptions behind rental revenue forecasts.

Current scope

Current scope is rental revenue forecasting and performance scenarios. Full financial statements, tax models and treasury models are outside this scope.

Possible deliverables
  • Revenue scenario model
  • Forecast-versus-actual comparison
  • Assumption register

Analysis, planning & review

2.2In development

Finance, Capital & Investment

Accounting & Financial Controls

Proposed specialty. Make financial records and control responsibilities understandable.

Proposed scope

We haven’t built and tested this specialty yet. You can include it in a brief for a person to scope with you.

Proposed deliverables
  • Proposed reporting requirements
  • Reconciliation workflow
  • Control responsibility map

Proposed specialty

2.3In development

Finance, Capital & Investment

Cash Flow & Treasury

Proposed specialty. Plan how cash needs change over time.

Proposed scope

We haven’t built and tested this specialty yet. You can include it in a brief for a person to scope with you.

Proposed deliverables
  • Proposed cash-flow forecast
  • Working-capital assumptions
  • Liquidity review questions

Proposed specialty

2.4Defined assisted scope

Finance, Capital & Investment

Pricing & Unit Economics

Compare rental pricing decisions using net contribution.

Current scope

Current scope is short-term-rental pricing economics and channel profitability. Recommendations are for human review; rates and booking rules are not changed here.

Possible deliverables
  • Channel profitability comparison
  • Cost and margin breakdown
  • Pricing review recommendations

Analysis, planning & review

2.5Defined assisted scope

Finance, Capital & Investment

Fundraising & Capital Structure

Prepare for fundraising with investor matching, a focused brief and introduction drafts.

Current scope

Current scope is investor matching and fundraising preparation. Capital structure, securities terms and financing decisions require additional specialist review.

Possible deliverables
  • Investor-fit shortlist
  • Fundraising brief
  • Diligence preparation checklist

Analysis, planning & review

2.6Defined assisted scope

Finance, Capital & Investment

Investment Due Diligence

Identify fit, evidence gaps and questions before an investor meeting.

Current scope

Current scope is matching and diligence preparation. It is not comprehensive financial, legal or investment due diligence.

Possible deliverables
  • Investor or founder fit assessment
  • Diligence questions
  • Meeting preparation brief

Analysis, planning & review

2.7In development

Finance, Capital & Investment

Grants & Philanthropic Funding

Proposed specialty. Organize funding opportunities into qualified proposals.

Proposed scope

This specialty is in development. Grant qualification and proposal preparation are defined in a design brief, not a connected funding service.

Proposed deliverables
  • Proposed opportunity shortlist
  • Eligibility and evidence checklist
  • Application or sponsorship outline

Proposed specialty

2.8Defined assisted scope

Finance, Capital & Investment

Real Estate & Project Finance

Understand rental operating economics before financing analysis.

Current scope

Current scope is rental operating revenue and contribution. Debt structuring, development finance and property valuation remain outside this scope.

Possible deliverables
  • Rental contribution analysis
  • Channel cost comparison
  • Financing evidence gaps

Analysis, planning & review

3.1Defined assisted scope

AI, Software & Systems Engineering

Solution Architecture

Design software boundaries that fit the surrounding systems.

Current scope

Current scope is software integration fit and software extension architecture. Recommendations do not approve changes to shared systems.

Possible deliverables
  • Architecture options
  • Reuse and dependency assessment
  • Interface and responsibility map

Analysis, planning & review

3.2Defined assisted scope

AI, Software & Systems Engineering

AI Agents & Workflow Automation

Design agent workflows with clear responsibilities and review points.

Current scope

Current scope is agent and workflow design, including contracts and recovery. This profile does not run a live agent service or activate workflows.

Possible deliverables
  • Workflow specification
  • Approval and permission map
  • Failure and recovery plan

Design & specification

3.3Defined assisted scope

AI, Software & Systems Engineering

Machine Learning Engineering

Plan reproducible model experiments before production decisions.

Current scope

Current scope is sandbox experiment and benchmark design. Dedicated model training, fine-tuning and production deployment are not established here.

Possible deliverables
  • Experiment hypothesis
  • Benchmark and scenario plan
  • Reproducibility record

Analysis, planning & review

3.4Defined assisted scope

AI, Software & Systems Engineering

Application Engineering

Prepare bounded, reviewable software implementation work.

Current scope

Current scope is software extension development and developer-platform work in an identified repository. Full application delivery requires a project-specific scope.

Possible deliverables
  • Software-extension implementation plan
  • Project scaffold or technical changes
  • Verification and handoff record

Analysis, planning & review

3.5Defined assisted scope

AI, Software & Systems Engineering

APIs & Systems Integration

Specify how systems exchange data and authority.

Current scope

Current scope is integration contracts and workflow design. Connections, credentials and external actions require separate implementation and authorization.

Possible deliverables
  • API and event contracts
  • Identity and data-boundary map
  • Integration failure plan

Analysis, planning & review

3.6Defined assisted scope

AI, Software & Systems Engineering

Cloud & Reliability Engineering

Plan software delivery, recovery and visibility into system performance.

Current scope

Current scope is DevOps planning, repository-bound work and observability design. It does not imply active cloud administration or continuous monitoring.

Possible deliverables
  • CI and environment review
  • Monitoring and alert specification
  • Recovery runbook

Analysis, planning & review

3.7Defined assisted scope

AI, Software & Systems Engineering

Cybersecurity Engineering

Assess software and communications risks against evidence.

Current scope

Current scope is AI/software risk and communications security review. No continuous protection or automated remediation service is connected to this profile.

Possible deliverables
  • Bounded security findings
  • Threat and control assessment
  • Remediation priorities

Analysis, planning & review

3.8Defined assisted scope

AI, Software & Systems Engineering

Software Quality & AI Evaluation

Define what good behavior looks like and assess the evidence.

Current scope

Current scope is software QA and AI behavior evaluation. A recommendation is not proof of production acceptance or permission to release.

Possible deliverables
  • Evaluation criteria
  • Functional and behavioral findings
  • Readiness recommendation

Analysis, planning & review

4.1Defined assisted scope

Research, Data & Decision Science

Research Synthesis

Design a workflow for combining research evidence and recording uncertainty.

Current scope

Current scope is the design of an evidence-synthesis workflow. Dedicated literature retrieval and completed subject-matter research are not established by this mapping.

Possible deliverables
  • Evidence-to-findings workflow
  • Source and finding requirements
  • Review and uncertainty criteria

Design & specification

4.2Defined assisted scope

Research, Data & Decision Science

Data Architecture & Engineering

Design data rules, trace data origins and define how systems exchange information.

Current scope

Current scope is data trust, lineage and contract design. Production pipeline construction and operation require additional implementation.

Possible deliverables
  • Source and lineage inventory
  • Data contracts
  • Quality and ownership requirements

Analysis, planning & review

4.3Defined assisted scope

Research, Data & Decision Science

Data Quality & Provenance

Make the quality and origin of evidence explicit.

Current scope

Current scope includes data-governance assessment and environmental evidence-validation design. It does not imply a connected data-cleaning service.

Possible deliverables
  • Data-quality assessment
  • Provenance and lineage requirements
  • Remediation criteria

Analysis, planning & review

4.4Defined assisted scope

Research, Data & Decision Science

Statistics & Experimental Design

Design sandbox experiments and environmental field studies with clear hypotheses.

Current scope

Current scope is sandbox experimentation and environmental field-study design. Advanced statistical and causal analysis require additional expertise.

Possible deliverables
  • Experiment or sampling plan
  • Controls and evidence requirements
  • Uncertainty and limitation record

Analysis, planning & review

4.5Defined assisted scope

Research, Data & Decision Science

Forecasting & Scenario Analysis

Compare decision forecasts and rental revenue scenarios, with assumptions made explicit.

Current scope

Current scope is evidence-bound decision forecasts and rental revenue scenarios. Forecasts remain estimates and require source and assumption review.

Possible deliverables
  • Forecast or scenario brief
  • Assumption and sensitivity notes
  • Outcome comparison plan

Analysis, planning & review

4.6Defined assisted scope

Research, Data & Decision Science

Optimization & Simulation

Plan sandbox simulations and review rental net-revenue scenarios.

Current scope

Current scope is sandbox simulation and rental net-revenue analysis. General mathematical optimization and solver services are not established here.

Possible deliverables
  • Scenario simulation design
  • Rental economics comparison
  • Reproducibility and limitation record

Analysis, planning & review

4.7Defined assisted scope

Research, Data & Decision Science

Impact & Program Evaluation

Design ways to measure program outcomes and track stewardship work.

Current scope

Current scope is measurement-system and stewardship outcome-tracking design. It does not establish causal impact or operate a live program evaluation service.

Possible deliverables
  • Measurement framework
  • Baseline and follow-up requirements
  • Outcome interpretation rules

Design & specification

4.8Defined assisted scope

Research, Data & Decision Science

Decision Analysis

Turn evidence and uncertainty into a reviewable decision brief.

Current scope

Current scope is decision analysis and evidence-bound recommendations. A person retains responsibility for choosing and authorizing action.

Possible deliverables
  • Options and tradeoffs
  • Evidence-backed recommendation
  • Decision and outcome record

Analysis, planning & review

5.1In development

Brand, Design & Growth

Brand Strategy & Positioning

Proposed specialty. Define a clear audience, promise and point of difference.

Proposed scope

We haven’t built and tested this specialty yet. You can include it in a brief for a person to scope with you.

Proposed deliverables
  • Proposed positioning statement
  • Audience and message framework
  • Brand decision criteria

Proposed specialty

5.2In development

Brand, Design & Growth

UX Research & Service Design

Proposed specialty. Understand the experience from the user's point of view.

Proposed scope

We haven’t built and tested this specialty yet. You can include it in a brief for a person to scope with you.

Proposed deliverables
  • Proposed research plan
  • Service journey map
  • Experience improvement priorities

Proposed specialty

5.3In development

Brand, Design & Growth

Interface & Accessibility Design

Proposed specialty. Design digital experiences people can understand and use.

Proposed scope

We haven’t built and tested this specialty yet. You can include it in a brief for a person to scope with you.

Proposed deliverables
  • Proposed interface requirements
  • Accessibility review plan
  • Interaction specifications

Proposed specialty

5.4In development

Brand, Design & Growth

Editorial & Publishing

Proposed specialty. Prepare useful publications with clear editorial standards.

Proposed scope

We haven’t built and tested this specialty yet. You can include it in a brief for a person to scope with you.

Proposed deliverables
  • Proposed editorial plan
  • Publication outline
  • Source and review requirements

Proposed specialty

5.5In development

Brand, Design & Growth

Creative & Multimedia Production

Proposed specialty. Translate a message into an appropriate creative format.

Proposed scope

We haven’t built and tested this specialty yet. You can include it in a brief for a person to scope with you.

Proposed deliverables
  • Proposed creative brief
  • Asset and format plan
  • Production acceptance criteria

Proposed specialty

5.6In development

Brand, Design & Growth

Search & Audience Acquisition

Proposed specialty. Compare distribution options and test demand for software extensions.

Proposed scope

Proposed scope is software-extension distribution and commercial learning. Search optimization and campaign execution are outside the current candidate scope.

Proposed deliverables
  • Distribution assessment
  • Funnel measurement plan
  • Acquisition experiment hypotheses

Proposed specialty

5.7In development

Brand, Design & Growth

Sales & Revenue Operations

Proposed specialty. Turn qualified opportunities into organized next steps.

Proposed scope

This specialty is in development. A sales-origination design brief exists; a connected sales operations service is not established.

Proposed deliverables
  • Proposed opportunity qualification
  • Proposal and pitch outline
  • Pipeline handoff requirements

Proposed specialty

5.8Defined assisted scope

Brand, Design & Growth

Customer Lifecycle & Retention

Organize relationship context and route follow-up requests for human review.

Current scope

Current scope is relationship context and follow-up routing. Retention strategy, campaigns and automatic customer communications are outside this scope.

Possible deliverables
  • Relationship routing assessment
  • Follow-up task drafts
  • Ownership and handoff map

Analysis, planning & review

6.1Defined assisted scope

Operations, People & Learning

Operating Model & Process Design

Design workflows with clear responsibilities and checkpoints.

Current scope

Current scope is workflow architecture and execution-control design. Broad organizational restructuring is not established by this mapping.

Possible deliverables
  • Operating workflow specification
  • Responsibility and approval map
  • Failure and handoff requirements

Design & specification

6.2Defined assisted scope

Operations, People & Learning

Program & Project Delivery

Plan technical implementation work, responsibilities and handoffs for human review.

Current scope

Current scope is technical implementation planning and handoffs. It does not authorize code execution, release or changes outside an approved workpack.

Possible deliverables
  • Bounded workpacks
  • Dependency-aware delivery sequence
  • Implementation evidence handoff

Analysis, planning & review

6.3Defined assisted scope

Operations, People & Learning

Procurement & Vendor Management

Assess whether a software integration meets entry requirements.

Current scope

Current scope is technical software admission. Supplier sourcing, purchasing, contract negotiation and commercial vendor management remain outside scope.

Possible deliverables
  • Technical admission review
  • Evidence and control gaps
  • Integration review recommendation

Analysis, planning & review

6.4Defined assisted scope

Operations, People & Learning

Service & Hospitality Operations

Review rental booking and revenue trends to identify questions for an operator.

Current scope

Current scope is rental booking and revenue health. Guest communications, maintenance dispatch and general hospitality operations are not connected here.

Possible deliverables
  • Booking-pace assessment
  • Property revenue-health summary
  • Operational review recommendations

Analysis, planning & review

6.5In development

Operations, People & Learning

Workforce & Organization Design

Proposed specialty. Connect workforce goals with development and opportunity pathways.

Proposed scope

This specialty is in development. Workforce and apprenticeship design material exists, but no dedicated callable package was found in this review.

Proposed deliverables
  • Proposed pathway design
  • Skill-gap and mentorship requirements
  • Talent handoff plan

Proposed specialty

6.6Defined assisted scope

Operations, People & Learning

Learning & Curriculum Design

Plan robotics and automation learning pathways using RoboVoTech curriculum material.

Current scope

Current scope is RoboVoTech robotics and automation curriculum, including youth tracks. It is not a general-purpose learning management service.

Possible deliverables
  • Curriculum or module plan
  • Hands-on lab design
  • Learning objective alignment

Analysis, planning & review

6.7Defined assisted scope

Operations, People & Learning

Training & Performance Assessment

Develop robotics and automation assessment rubrics using RoboVoTech material.

Current scope

Current scope is RoboVoTech assessment and rubric support. It does not independently award credentials or verify a person's competence.

Possible deliverables
  • Practical assessment design
  • Performance rubric
  • Certification alignment review

Analysis, planning & review

6.8In development

Operations, People & Learning

Change Management & Knowledge Operations

Proposed specialty. Plan the human side of adopting new workflows.

Proposed scope

This specialty is in development. Adoption and training design material exists; a dedicated operational capability has not been established.

Proposed deliverables
  • Proposed change-impact assessment
  • Role-based onboarding plan
  • Adoption measurement requirements

Proposed specialty

7.1In development

Governance, Legal & Trust

Corporate & Cooperative Governance

Proposed specialty. Clarify organizational decision rights and accountability.

Proposed scope

This specialty is in development. Technical software extension governance does not substitute for corporate or cooperative governance expertise.

Proposed deliverables
  • Proposed governance questions
  • Decision-rights framework
  • Board and ownership review topics

Proposed specialty

7.2Defined assisted scope

Governance, Legal & Trust

Legal Research & Regulatory Mapping

Screen communications for legal or regulatory concerns that need specialist review.

Current scope

Current scope is communications risk screening. Dedicated legal research, comprehensive regulatory mapping and legal advice are outside scope.

Possible deliverables
  • Policy-based risk findings
  • Evidence and uncertainty record
  • Questions for qualified review

Analysis, planning & review

7.3Defined assisted scope

Governance, Legal & Trust

Contracts & Commercial Terms

Screen communications for contractual concerns that need specialist review.

Current scope

Current scope is contractual-risk screening in communications. It does not provide a complete contract review or negotiate commercial terms.

Possible deliverables
  • Contract-related risk flags
  • Supporting communication references
  • Review and escalation questions

Analysis, planning & review

7.4Defined assisted scope

Governance, Legal & Trust

Privacy & Data Governance

Define how data can be used, retained and shared.

Current scope

Current scope is data-governance and communications-risk assessment. It does not change permissions or certify legal compliance.

Possible deliverables
  • Data classification and lineage
  • Privacy and retention requirements
  • Access and sharing review

Analysis, planning & review

7.5Defined assisted scope

Governance, Legal & Trust

Responsible AI & Ethics

Evaluate AI behavior with evidence and human oversight.

Current scope

Current scope is bounded AI risk, behavior quality and oversight design. Broader social and ethical questions may require additional specialist input.

Possible deliverables
  • AI risk findings
  • Behavioral evaluation criteria
  • Oversight and review requirements

Analysis, planning & review

7.6Defined assisted scope

Governance, Legal & Trust

Enterprise Risk & Business Continuity

Plan software recovery before disruption occurs.

Current scope

Current scope is software reliability and recovery. Enterprise-wide continuity, insurance and financial risk management remain outside scope.

Possible deliverables
  • Readiness and recovery assessment
  • Rollback and continuity requirements
  • Evidence gaps

Analysis, planning & review

7.7Defined assisted scope

Governance, Legal & Trust

Compliance & Audit Readiness

Organize software integration checks and communications controls for human review.

Current scope

Current scope is technical admission and communications controls. It is not an independent audit opinion or certification of regulatory compliance.

Possible deliverables
  • Admission and control findings
  • Evidence completeness review
  • Remediation and review questions

Analysis, planning & review

7.8In development

Governance, Legal & Trust

Intellectual Property & Licensing

Proposed specialty. Consider intellectual-property exposure in distribution choices.

Proposed scope

Proposed scope is IP exposure in software-extension distribution. Dedicated legal ownership and licensing advice are outside scope.

Proposed deliverables
  • Proposed exposure assessment
  • Distribution tradeoffs
  • Licensing review questions

Proposed specialty

8.1In development

Communities, Infrastructure & Environment

Civic Engagement & Public Services

Proposed specialty. Design public participation and service improvement around community needs.

Proposed scope

We haven’t built and tested this specialty yet. You can include it in a brief for a person to scope with you.

Proposed deliverables
  • Proposed engagement plan
  • Service improvement questions
  • Feedback and accountability measures

Proposed specialty

8.2Defined assisted scope

Communities, Infrastructure & Environment

Community & Economic Development

Explore robotics workforce pathways using Northwest Florida program material.

Current scope

Current scope is Northwest Florida robotics workforce-development material. Comprehensive community and economic development remains outside scope.

Possible deliverables
  • Workforce program materials
  • Training-to-employment alignment
  • Community partner brief

Analysis, planning & review

8.3In development

Communities, Infrastructure & Environment

Land Use & Infrastructure Planning

Proposed specialty. Frame land-use and infrastructure questions with the right evidence.

Proposed scope

We haven’t built and tested this specialty yet. You can include it in a brief for a person to scope with you.

Proposed deliverables
  • Proposed site and infrastructure questions
  • Planning evidence checklist
  • Specialist review requirements

Proposed specialty

8.4In development

Communities, Infrastructure & Environment

Construction & Building Performance

Proposed specialty. Define the information needed to assess building projects and performance.

Proposed scope

We haven’t built and tested this specialty yet. You can include it in a brief for a person to scope with you.

Proposed deliverables
  • Proposed project assessment brief
  • Cost and performance evidence needs
  • Technical review requirements

Proposed specialty

8.5Defined assisted scope

Communities, Infrastructure & Environment

Environmental Science & Field Monitoring

Design environmental field workflows and rules for recording trustworthy evidence.

Current scope

Current scope is environmental field-workflow architecture and evidence contracts. It does not collect field observations, operate sensors or run a live monitoring service.

Possible deliverables
  • Field-project workflow specification
  • Observation and sample requirements
  • Quality and review criteria

Design & specification

8.6Defined assisted scope

Communities, Infrastructure & Environment

Water, Watersheds & Coastal Systems

Plan environmental mapping and future sensor connections for water and coastal questions.

Current scope

Current scope is mapping and future sensor-integration design. Live connectors, hydrology and coastal modeling are not established here.

Possible deliverables
  • Environmental mapping specification
  • Sensor and calibration requirements
  • Evidence interpretation boundaries

Design & specification

8.7In development

Communities, Infrastructure & Environment

Energy, Climate & Resilience

Proposed specialty. Frame energy and climate decisions with clear evidence requirements.

Proposed scope

We haven’t built and tested this specialty yet. You can include it in a brief for a person to scope with you.

Proposed deliverables
  • Proposed resilience questions
  • Energy and exposure evidence checklist
  • Adaptation assessment requirements

Proposed specialty

8.8Defined assisted scope

Communities, Infrastructure & Environment

Conservation & Land Stewardship

Design a future system for recording stewardship actions and tracking outcomes.

Current scope

Current scope is a future stewardship-tracking design. It does not assign work, dispatch partners, record interventions as completed or establish causal environmental impact.

Possible deliverables
  • Stewardship tracking specification
  • Approval and partner-handoff requirements
  • Follow-up and outcome evidence rules

Design & specification