Documents and knowledge
Human review: required
Check consistency across documents
Reports, contracts, specifications and procedures are compared to find discrepancies, divergent versions and inconsistent definitions.
Operating example: When a process shows a similar need, pdfs and attachments are used to produce operational report and support fewer errors, with human review required.
Need signals
InputPDFs and attachmentsinternal documentationcontracts and policiestenders and specifications
Outputoperational reportrisk map
Valuefewer errorsrisk reductiontraceability
Need signalsrecurring errors in documents, procedures or controlsscattered documents that are hard to consult
Risk: medium. Privacy and control: Requires anonymisation, access control and specialist review when personal, legal, HR or regulated data is involved.
Documents and knowledge
Human review: recommended
Make company knowledge searchable by meaning
Manuals, procedures and knowledge bases become semantic search with answers grounded in citable sources.
Operating example: When a process shows a similar need, internal documentation are used to produce semantic search and support transferable knowledge, with human review recommended.
Need signals
Inputinternal documentationPDFs and attachmentsmanuals and training material
Outputsemantic searchFAQs and answers
Valuetransferable knowledgefaster decisionsmore consistent service
Need signalsscattered documents that are hard to consultcritical knowledge concentrated in a few people
Risk: medium. Privacy and control: Use authorised data, minimise personal information and keep human review on relevant outputs.
Operations
Human review: recommended
Turn meetings, emails and tickets into operating memory
Transcripts and threads are cleaned, summarised and converted into traceable decisions, tasks, deadlines and risks.
Operating example: When a process shows a similar need, emails and tickets are used to produce actionable digest and support traceability, with human review recommended.
Need signals
Inputemails and ticketstranscripts and notestickets and requests
Outputactionable digestroadmap and priorities
Valuetraceabilityfaster decisionstransferable knowledge
Need signalsrecurring decisions that are slow or based on incomplete informationcritical knowledge concentrated in a few people
Risk: low. Privacy and control: Use authorised data, minimise personal information and keep human review on relevant outputs.
Documents and knowledge
Human review: required
Generate controlled documents from templates
Reports, letters, contracts, FAQs and communications are produced from data and templates, with formal consistency and human review.
Operating example: When a process shows a similar need, structured database are used to produce controlled drafts and support time reduction, with human review required.
Need signals
Inputstructured databaseinternal documentationcontracts and policies
Outputcontrolled draftsFAQs and answers
Valuetime reductionfewer errorsmore governable compliance
Need signalsmanual copying between emails, spreadsheets and systemsrecurring errors in documents, procedures or controls
Risk: medium. Privacy and control: Requires anonymisation, access control and specialist review when personal, legal, HR or regulated data is involved.
Operations
Human review: recommended
Map processes and redesign workflows
Real work is reconstructed as-is, read for bottlenecks and transformed into a to-be scenario with priorities and controls.
Operating example: When a process shows a similar need, transcripts and notes are used to produce roadmap and priorities and support clearer priorities, with human review recommended.
Need signals
Inputtranscripts and noteslogs and process statesemails and ticketsspreadsheets
Outputroadmap and prioritiesbusiness case
Valueclearer prioritiesfaster decisionsavoided costs
Need signalsrecurring decisions that are slow or based on incomplete informationmanual copying between emails, spreadsheets and systemsAI already used without shared rules
Risk: medium. Privacy and control: Use authorised data, minimise personal information and keep human review on relevant outputs.
Operations
Human review: recommended
Triage emails, tickets and requests
Incoming communications are classified by urgency, topic, responsibility and required action, with controlled response drafts.
Operating example: When a process shows a similar need, emails and tickets are used to produce actionable digest and support time reduction, with human review recommended.
Need signals
Inputemails and ticketstickets and requestsinternal documentation
Outputactionable digestcontrolled draftspriority ranking
Valuetime reductionmore consistent serviceclearer priorities
Need signalsmanual copying between emails, spreadsheets and systemsrecurring decisions that are slow or based on incomplete information
Risk: medium. Privacy and control: Use authorised data, minimise personal information and keep human review on relevant outputs.
Operations
Human review: required
Plan shifts, resources and priorities
Availability, constraints, skills, leave and demand are combined to propose feasible and explainable plans.
Operating example: When a process shows a similar need, spreadsheets are used to produce plan and assignments and support production efficiency, with human review required.
Need signals
InputspreadsheetsERP and business systemsKPIs and time series
Outputplan and assignmentsdashboards and filtered views
Valueproduction efficiencyfaster decisionsavoided costs
Need signalsplanning that is still highly manualhistorical data available but not turned into signals
Risk: medium. Privacy and control: Use authorised data, minimise personal information and keep human review on relevant outputs.
Operations
Human review: recommended
Forecast demand and workload
Historical orders, revenue, tickets or production become operating forecasts for purchasing, shifts and capacity.
Operating example: When a process shows a similar need, transactions and purchases are used to produce verifiable forecast and support faster decisions, with human review recommended.
Need signals
Inputtransactions and purchasesKPIs and time seriesproduction data
Outputverifiable forecastdashboards and filtered views
Valuefaster decisionsavoided costsproduction efficiency
Need signalshistorical data available but not turned into signalsplanning that is still highly manual
Risk: medium. Privacy and control: Use authorised data, minimise personal information and keep human review on relevant outputs.
Operations
Human review: required
Keep requirements, decisions and stakeholders alive
Project meetings and documents feed an evolving dossier with requirements, latent conflicts, decisions and issues.
Operating example: When a process shows a similar need, transcripts and notes are used to produce roadmap and priorities and support traceability, with human review required.
Need signals
Inputtranscripts and notesrequirements and specificationsinternal documentation
Outputroadmap and prioritiesrisk map
Valuetraceabilityfewer errorstransferable knowledge
Need signalsrecurring decisions that are slow or based on incomplete informationcritical knowledge concentrated in a few people
Risk: medium. Privacy and control: Use authorised data, minimise personal information and keep human review on relevant outputs.
Customer, marketing and sales
Human review: recommended
Read customer feedback, reviews and tickets
Unstructured texts are aggregated by theme, sentiment, recurring needs and priority actions.
Operating example: When a process shows a similar need, text feedback are used to produce operational report and support more consistent service, with human review recommended.
Need signals
Inputtext feedbacktickets and requestspublic sources
Outputoperational reportpriority ranking
Valuemore consistent servicerecovered commercial valueclearer priorities
Need signalsabundant feedback that is not analysedrecurring decisions that are slow or based on incomplete information
Risk: medium. Privacy and control: Use authorised data, minimise personal information and keep human review on relevant outputs.
Customer, marketing and sales
Human review: recommended
Discover market and target needs
Public sources and provided material are synthesised into maps of pain points, language, segments, partners and opportunities.
Operating example: When a process shows a similar need, public sources are used to produce operational report and support recovered commercial value, with human review recommended.
Need signals
Inputpublic sourcestext feedbackinternal documentation
Outputoperational reportbusiness case
Valuerecovered commercial valueclearer prioritiesfaster decisions
Need signalsabundant feedback that is not analysedrecurring decisions that are slow or based on incomplete information
Risk: medium. Privacy and control: Use authorised data, minimise personal information and keep human review on relevant outputs.
Customer, marketing and sales
Human review: required
Codify brand voice and content
Interviews, approved examples and commercial material become operating guidelines and coherent multi-channel drafts.
Operating example: When a process shows a similar need, internal documentation are used to produce policies and guardrails and support time reduction, with human review required.
Need signals
Inputinternal documentationtext feedbackpublic sources
Outputpolicies and guardrailscontrolled drafts
Valuetime reductionrecovered commercial valuetraceability
Need signalsrecurring errors in documents, procedures or controlsmanual copying between emails, spreadsheets and systems
Risk: low. Privacy and control: Use authorised data, minimise personal information and keep human review on relevant outputs.
Customer, marketing and sales
Human review: required
Support sales, pricing and recommendations
Purchase history, catalogs and competitive information help build pitches, bundles, commercial priorities and price scenarios.
Operating example: When a process shows a similar need, transactions and purchases are used to produce operational recommendations and support recovered commercial value, with human review required.
Need signals
Inputtransactions and purchasesinternal documentationpublic sources
Outputoperational recommendationsbusiness case
Valuerecovered commercial valuefaster decisionsclearer priorities
Need signalshistorical data available but not turned into signalsrecurring decisions that are slow or based on incomplete information
Risk: medium. Privacy and control: Use authorised data, minimise personal information and keep human review on relevant outputs.
People and HR
Human review: required
Map skills and capability needs
Skills, roles, future goals and trends are connected to define development, upskilling and reskilling priorities.
Operating example: When a process shows a similar need, aggregated hr data are used to produce roadmap and priorities and support transferable knowledge, with human review required.
Need signals
Inputaggregated HR datainternal documentationpublic sources
Outputroadmap and prioritiesoperational report
Valuetransferable knowledgeclearer prioritiesfaster training
Need signalscritical knowledge concentrated in a few peopleAI already used without shared rules
Risk: medium. Privacy and control: Requires anonymisation, access control and specialist review when personal, legal, HR or regulated data is involved.
People and HR
Human review: required
Support recruiting and onboarding
Job descriptions, applications and onboarding material are structured to prepare evaluations, communications and initial paths.
Operating example: When a process shows a similar need, cvs and applications are used to produce operational report and support time reduction, with human review required.
Need signals
InputCVs and applicationsaggregated HR datamanuals and training material
Outputoperational reportcontrolled drafts
Valuetime reductionfewer errorsfaster training
Need signalsmanual copying between emails, spreadsheets and systemscritical knowledge concentrated in a few people
Risk: high. Privacy and control: Requires anonymisation, access control and specialist review when personal, legal, HR or regulated data is involved.
People and HR
Human review: required
Simplify recurring HR policies and requests
Policies, benefits, procedures and recurring requests become FAQs, drafts and guided paths under HR control.
Operating example: When a process shows a similar need, aggregated hr data are used to produce faqs and answers and support more consistent service, with human review required.
Need signals
Inputaggregated HR datainternal documentationcontracts and policies
OutputFAQs and answerscontrolled drafts
Valuemore consistent servicetime reductionmore governable compliance
Need signalsmanual copying between emails, spreadsheets and systemsscattered documents that are hard to consult
Risk: high. Privacy and control: Requires anonymisation, access control and specialist review when personal, legal, HR or regulated data is involved.
Technical and software
Human review: required
Define requirements, MVP and acceptance criteria
A technical need becomes requirements, user stories, non-functional constraints, estimates and first-release boundaries.
Operating example: When a process shows a similar need, requirements and specifications are used to produce roadmap and priorities and support fewer errors, with human review required.
Need signals
Inputrequirements and specificationstranscripts and notesinternal documentation
Outputroadmap and prioritiestests and checklists
Valuefewer errorstraceabilityavoided costs
Need signalsrecurring decisions that are slow or based on incomplete informationrecurring errors in documents, procedures or controls
Risk: medium. Privacy and control: Treat code, specifications, industrial data and operational images as intellectual property; publish only anonymised examples.
Technical and software
Human review: required
Accelerate development, refactoring and tests
Existing code and specifications guide controlled code generation, unit tests, refactoring and quality audits.
Operating example: When a process shows a similar need, code and repositories are used to produce tests and checklists and support time reduction, with human review required.
Need signals
Inputcode and repositoriesrequirements and specifications
Outputtests and checklistsoperational report
Valuetime reductionfewer errorstraceability
Need signalsrecurring errors in documents, procedures or controlsmanual copying between emails, spreadsheets and systems
Risk: high. Privacy and control: Treat code, specifications, industrial data and operational images as intellectual property; publish only anonymised examples.
Technical and software
Human review: required
Read specifications and produce technical documentation
Tenders, specifications, reports and technical sheets are analysed for critical requirements, risks and documentation drafts.
Operating example: When a process shows a similar need, tenders and specifications are used to produce operational report and support risk reduction, with human review required.
Need signals
Inputtenders and specificationsinternal documentationtechnical drawings
Outputoperational reportcontrolled draftsrisk map
Valuerisk reductionfewer errorstraceability
Need signalsscattered documents that are hard to consultrecurring errors in documents, procedures or controls
Risk: high. Privacy and control: Treat code, specifications, industrial data and operational images as intellectual property; publish only anonymised examples.
Technical and software
Human review: required
Interpret images, drawings and technical material
Photos, drawings and renders become descriptive sheets, component analyses, dimensions and verifiable technical narratives.
Operating example: When a process shows a similar need, operational photos are used to produce operational report and support transferable knowledge, with human review required.
Need signals
Inputoperational photostechnical drawingsinternal documentation
Outputoperational reportcontrolled drafts
Valuetransferable knowledgefaster decisionsfewer errors
Need signalscritical knowledge concentrated in a few peoplescattered documents that are hard to consult
Risk: medium. Privacy and control: Treat code, specifications, industrial data and operational images as intellectual property; publish only anonymised examples.
Governance, compliance and risk
Human review: required
Build AI governance, policies and risk matrix
Activities, data and decisions are classified into autonomy, supervision or exclusion zones with clear operating rules.
Operating example: When a process shows a similar need, internal documentation are used to produce policies and guardrails and support risk reduction, with human review required.
Need signals
Inputinternal documentationpolicies and guidelinestranscripts and notes
Outputpolicies and guardrailsrisk maproadmap and priorities
Valuerisk reductionmore governable complianceclearer priorities
Need signalsAI already used without shared rulesrecurring decisions that are slow or based on incomplete information
Risk: high. Privacy and control: Requires anonymisation, access control and specialist review when personal, legal, HR or regulated data is involved.
Governance, compliance and risk
Human review: required
Prepare compliance, legal and privacy documents
Contracts, notices, registers, procedures and letters are prepared as preliminary support to be reviewed by specialists.
Operating example: When a process shows a similar need, contracts and policies are used to produce controlled drafts and support time reduction, with human review required.
Need signals
Inputcontracts and policiesinternal documentationcompleted forms
Outputcontrolled draftsrisk map
Valuetime reductionmore governable compliancerisk reduction
Need signalsmanual copying between emails, spreadsheets and systemsrecurring errors in documents, procedures or controls
Risk: high. Privacy and control: Requires anonymisation, access control and specialist review when personal, legal, HR or regulated data is involved.
Governance, compliance and risk
Human review: required
Test AI assistants against misuse
Chatbots and assistants are stressed with manipulation, data leakage and conflicting instruction scenarios, then hardened with guardrails.
Operating example: When a process shows a similar need, internal documentation are used to produce tests and checklists and support risk reduction, with human review required.
Need signals
Inputinternal documentationrequirements and specificationspolicies and guidelines
Outputtests and checklistspolicies and guardrailsoperational report
Valuerisk reductionmore governable compliancemore consistent service
Need signalsAI already used without shared rulesrecurring errors in documents, procedures or controls
Risk: high. Privacy and control: Treat code, specifications, industrial data and operational images as intellectual property; publish only anonymised examples.
Production, quality and maintenance
Human review: required
Analyse HSE anomalies from operational images
Site or department photos are read to identify non-compliance, risks and preventive measures to verify.
Operating example: When a process shows a similar need, operational photos are used to produce operational report and support risk reduction, with human review required.
Need signals
Inputoperational photosinternal documentation
Outputoperational reportrisk map
Valuerisk reductionfaster decisionsmore governable compliance
Need signalsrecurring errors in documents, procedures or controlsmanual copying between emails, spreadsheets and systems
Risk: high. Privacy and control: Treat code, specifications, industrial data and operational images as intellectual property; publish only anonymised examples.
Production, quality and maintenance
Human review: required
Optimise production, orders and quality
Customer schedules, ERP, cycles, non-conformities and historical costs support priorities, quotes and corrective actions.
Operating example: When a process shows a similar need, erp and business systems are used to produce plan and assignments and support production efficiency, with human review required.
Need signals
InputERP and business systemsproduction dataspreadsheets
Outputplan and assignmentsoperational reportoperational recommendations
Valueproduction efficiencyfewer errorsavoided costs
Need signalsplanning that is still highly manualrecurring errors in documents, procedures or controls
Risk: medium. Privacy and control: Treat code, specifications, industrial data and operational images as intellectual property; publish only anonymised examples.
Production, quality and maintenance
Human review: required
Manage maintenance, assets and spare parts
Failure history, sensors and interventions become control priorities, maintenance windows and operating alerts.
Operating example: When a process shows a similar need, sensors and telemetry are used to produce alerts and thresholds and support production efficiency, with human review required.
Need signals
Inputsensors and telemetryproduction datalogs and process states
Outputalerts and thresholdspriority rankingdashboards and filtered views
Valueproduction efficiencyavoided costsrisk reduction
Need signalshistorical data available but not turned into signalsplanning that is still highly manual
Risk: medium. Privacy and control: Treat code, specifications, industrial data and operational images as intellectual property; publish only anonymised examples.
Training and internal memory
Human review: recommended
Create training, quizzes and slides from internal material
Manuals, slides and scattered documents become syllabi, quizzes, case studies and role-based learning material.
Operating example: When a process shows a similar need, manuals and training material are used to produce faqs and answers and support faster training, with human review recommended.
Need signals
Inputmanuals and training materialinternal documentationtranscripts and notes
OutputFAQs and answerscontrolled drafts
Valuefaster trainingtransferable knowledgemore consistent service
Need signalscritical knowledge concentrated in a few peoplescattered documents that are hard to consult
Risk: low. Privacy and control: Use authorised data, minimise personal information and keep human review on relevant outputs.
Training and internal memory
Human review: required
Build assistants for company memory
Internal documentation feeds Q&A assistants, including voice interfaces, that answer with sources and clear usage boundaries.
Operating example: When a process shows a similar need, internal documentation are used to produce semantic search and support transferable knowledge, with human review required.
Need signals
Inputinternal documentationmanuals and training materialpolicies and guidelines
Outputsemantic searchFAQs and answerspolicies and guardrails
Valuetransferable knowledgemore consistent servicetime reduction
Need signalscritical knowledge concentrated in a few peoplescattered documents that are hard to consult
Risk: medium. Privacy and control: Use authorised data, minimise personal information and keep human review on relevant outputs.
Cross-functional tools
Human review: recommended
Produce executive reports and visual assets
Data, KPIs and heterogeneous material become narrative reports, infographics, presentations and coherent visual content.
Operating example: When a process shows a similar need, kpis and time series are used to produce operational report and support faster decisions, with human review recommended.
Need signals
InputKPIs and time seriesspreadsheetsinternal documentation
Outputoperational reportdashboards and filtered viewscontrolled drafts
Valuefaster decisionstraceabilityrecovered commercial value
Need signalshistorical data available but not turned into signalsmanual copying between emails, spreadsheets and systems
Risk: low. Privacy and control: Use authorised data, minimise personal information and keep human review on relevant outputs.
Data science and decisions
Human review: required
Detect anomalies and degradation in machinery
Time series and industrial sensors are used for alerts, degradation analysis and predictive maintenance with verifiable thresholds.
Operating example: When a process shows a similar need, sensors and telemetry are used to produce alerts and thresholds and support production efficiency, with human review required.
Need signals
Inputsensors and telemetryproduction dataKPIs and time series
Outputalerts and thresholdsverifiable forecastdashboards and filtered views
Valueproduction efficiencyavoided costsrisk reduction
Need signalshistorical data available but not turned into signalsplanning that is still highly manual
Risk: medium. Privacy and control: Treat code, specifications, industrial data and operational images as intellectual property; publish only anonymised examples.
Data science and decisions
Human review: required
Segment customers, churn and cross-selling
Transactional and behavioural histories become segments, risk rankings, bundles and differentiated commercial actions.
Operating example: When a process shows a similar need, transactions and purchases are used to produce priority ranking and support recovered commercial value, with human review required.
Need signals
Inputtransactions and purchasestext feedbackKPIs and time series
Outputpriority rankingoperational recommendationsbusiness case
Valuerecovered commercial valueclearer prioritiesmore consistent service
Need signalshistorical data available but not turned into signalsabundant feedback that is not analysed
Risk: medium. Privacy and control: Requires anonymisation, access control and specialist review when personal, legal, HR or regulated data is involved.
Data science and decisions
Human review: required
Optimise energy, quality and line performance
Telemetry, consumption, quality and machine parameters reveal efficient profiles, waste and operating recommendations.
Operating example: When a process shows a similar need, sensors and telemetry are used to produce dashboards and filtered views and support production efficiency, with human review required.
Need signals
Inputsensors and telemetryproduction dataKPIs and time series
Outputdashboards and filtered viewsoperational recommendationsbusiness case
Valueproduction efficiencyavoided costsfaster decisions
Need signalshistorical data available but not turned into signalsrecurring errors in documents, procedures or controls
Risk: medium. Privacy and control: Treat code, specifications, industrial data and operational images as intellectual property; publish only anonymised examples.
Data science and decisions
Human review: recommended
Analyse territories, profitability and trends
Aggregated fiscal, territorial or commercial data become maps, clusters, profitability drivers and decision roadmaps.
Operating example: When a process shows a similar need, transactions and purchases are used to produce dashboards and filtered views and support faster decisions, with human review recommended.
Need signals
Inputtransactions and purchasespublic sourcesKPIs and time series
Outputdashboards and filtered viewsoperational reportbusiness case
Valuefaster decisionsclearer prioritiesrecovered commercial value
Need signalshistorical data available but not turned into signalsrecurring decisions that are slow or based on incomplete information
Risk: medium. Privacy and control: Use authorised data, minimise personal information and keep human review on relevant outputs.
Data science and decisions
Human review: recommended
Know when not to build a model
The first value can be a negative verdict: available data does not yet contain the useful signal and collection must improve.
Operating example: When a process shows a similar need, kpis and time series are used to produce operational report and support avoided costs, with human review recommended.
Need signals
InputKPIs and time seriestransactions and purchaseslogs and process states
Outputoperational reportbusiness caseroadmap and priorities
Valueavoided costsclearer prioritiestraceability
Need signalshistorical data available but not turned into signalsrecurring decisions that are slow or based on incomplete information
Risk: low. Privacy and control: Use authorised data, minimise personal information and keep human review on relevant outputs.
Cross-functional tools
Human review: recommended
Use AI as a discovery lab
Cases, material and constraints are explored to generate hypotheses, scenarios, concepts, role simulations and opportunities to verify.
Operating example: When a process shows a similar need, internal documentation are used to produce operational report and support recovered commercial value, with human review recommended.
Need signals
Inputinternal documentationtext feedbackpublic sources
Outputoperational reportoperational recommendationscontrolled drafts
Valuerecovered commercial valueclearer prioritiesfaster decisions
Need signalsrecurring decisions that are slow or based on incomplete informationabundant feedback that is not analysed
Risk: low. Privacy and control: Use authorised data, minimise personal information and keep human review on relevant outputs.
