Use Cases

One framework. Ten high-value decision environments.

Decidian applies one intelligence architecture across decisions where reaction, evidence, timing, and scrutiny determine the outcome.

M&A

Vendor

Legal

Risk

Regulatory

Product

Security

Talent

Capital

Crisis

Trigger event

An enterprise, AI company, or data-rich business prepares to value, license, sell, contribute, or recognize data as a balance sheet asset.

Evidence ingested

Data inventory, source records, lineage, licensing, contracts, consent records, usage logs, privacy reviews, market comparables.

Actors modeled

AuditorsAppraisersTax reviewersInvestorsAcquirersLendersBoardsCompliance teamsLegal teamsCustomersRegulators

Red-team shocks

Source disputeLicense defectPrivacy challengeLineage failureUsage restrictionHostile valuation

Client output

Assumption risk matrix, evidence gap map, haircut scenarios, reclassification pathways, pre-audit remediation plan.

Decidian supports preparation and decision review. It does not provide a formal valuation opinion.

Trigger event

A board prepares for a transaction, hostile approach, restructuring, CEO transition, activist campaign, or major capital decision.

Evidence ingested

Deal rationale, shareholder profile, transaction terms, filings, communications plan, known objections, regulatory context, market history.

Actors modeled

BoardCEOCFOShareholdersActivist investorsRegulatorsCompetitorsEmployeesCustomersLendersAnalystsMediaLegal advisors

Red-team shocks

Regulator objectionActivist letterEmployee backlashShareholder resistanceMedia reframingLitigation threatIntegration failure

Client output

Deal fragility map, activist pathway simulation, regulator challenge tree, board-ready decision packet, announcement readiness plan.

Decidian supports strategic preparation. It does not replace legal, investment banking, accounting, or board fiduciary review.

Trigger event

A company, fund, or IR team prepares for earnings, guidance, litigation, leadership change, regulatory decision, product launch, or public disclosure.

Evidence ingested

Event description, investor base, analyst coverage, market narratives, filings, public statements, volatility signals, competitor context.

Actors modeled

InvestorsAnalystsShort sellersMediaRegulatorsCompetitorsExecutivesMarket makersRetail sentimentCounterparties

Red-team shocks

Short reportAdverse analyst noteViral narrativeRegulator inquiryGuidance skepticismCompetitor response

Client output

Market actor map, narrative risk bands, volatility triggers, analyst revision pathways, monitoring watchlist, management message stress test.

Decidian does not guarantee price movement or provide investment advice.

Trigger event

An AI company or enterprise wants to commercialize, license, train on, or value datasets.

Evidence ingested

Dataset inventory, source records, licenses, consent records, contractual restrictions, privacy reviews, use cases, commercialization plans.

Actors modeled

Legal reviewersPrivacy reviewersData vendorsCopyright holdersRegulatorsCustomersInvestorsAcquirersModel owners

Red-team shocks

Unclear ownershipConsent gapRestricted licensePrivacy challengeCopyright claimProhibited useRegulator scrutiny

Client output

Rights-chain risk map, consent gap analysis, data use restriction matrix, litigation exposure pathways, fallback licensing options, governance packet.

Decidian supports risk preparation and governance review. It does not provide legal advice.

Trigger event

A finance or tax team prepares for a documentation-heavy review.

Evidence ingested

Workpapers, classifications, deductions, timing assumptions, transfer-pricing support, substantiation, prior positions, correspondence, evidence gaps.

Actors modeled

AuditorsTax reviewersInternal finance leadsOutside advisorsCounselControllersCompliance officersDocumentation owners

Red-team shocks

Weak documentationClassification challengeTiming mismatchUnsupported deductionContradictory recordsEscalation to counsel

Client output

Documentation risk map, challenge paths, evidence reinforcement plan, open issue register, escalation triggers, professional review handoff list.

Decidian does not provide tax, accounting, or legal advice.

Trigger event

A company faces a cyber incident, whistleblower claim, litigation event, recall, investigation, executive departure, activist letter, or public disclosure.

Evidence ingested

Incident timeline, disclosure draft, legal review status, stakeholder list, technical facts, communications plan, known vulnerabilities.

Actors modeled

BoardCEOGeneral counselInvestorsAnalystsMediaRegulatorsEmployeesCustomersActivistsVendorsInsurers

Red-team shocks

LeakRegulator objectionMedia escalationCustomer backlashInsurer challengeActivist exploitationContradictory facts

Client output

Disclosure reaction map, stakeholder escalation tree, message vulnerability map, regulator response branches, monitoring triggers, fallback disclosure strategy.

Decidian supports scenario preparation and escalation planning. Professional legal and communications review is recommended.

Trigger event

A healthcare or medtech company evaluates sensor logs, adverse events, clinical evidence, patient safety risk, or regulator behavior.

Evidence ingested

Clinical trials, FDA or EMA filings, sensor telemetry, adverse event reports, EHR alerts, quality records, recall history.

Actors modeled

RegulatorsClinical boardsManufacturersPatientsAdvocacy groupsHospital systemsPayersInvestigatorsMediaLegal reviewers

Red-team shocks

Adverse eventDevice telemetry anomalyAdvocacy backlashRegulator accelerationPublic-trust collapseRecall scope expansion

Client output

Patient safety branch map, regulator response pathways, root-cause traces, evidence sufficiency review, timing recommendations for professional review.

Decidian is not a medical device, clinical decision tool, or medical advice provider.

Trigger event

An energy, logistics, cyber, telecom, water, or infrastructure operator wants to understand cascade risk.

Evidence ingested

IoT telemetry, CERT tickets, grid events, logs, transport data, financial exposure, incident history, maintenance records, regulatory obligations.

Actors modeled

OperatorsRegulatorsVendorsCustomersInsurersEmergency teamsMediaCounterpartiesAttackersPublic institutions

Red-team shocks

Evidence spoofingCyber escalationSupply-chain failureDependency failurePublic panicRegulator interventionCross-domain cascade

Client output

Incident pathway model, kill-chain map, evidence quarantine rules, containment actions, audit-safe escalation path.

Decidian supports defensive planning and enterprise risk preparation only.

Trigger event

A regulated enterprise, advocacy team, or public affairs group prepares for policy change, enforcement action, public campaign, agency review, or committee scrutiny.

Evidence ingested

Policy texts, public comments, stakeholder statements, media coverage, prior hearings, coalition records, opposition narratives, timing constraints.

Actors modeled

AgenciesCommitteesLegislatorsCoalition partnersOpposition groupsJournalistsIndustry associationsPublic stakeholders

Red-team shocks

Opposition coalitionAdverse media framingAgency delayCommittee skepticismStakeholder fractureRegulatory escalation

Client output

Policy actor map, opposition pathway forecast, coalition leverage matrix, narrative risk, timing strategy.

Decidian supports lawful strategic preparation and does not provide lobbying, legal, or regulatory advice.

Trigger event

An enterprise has fragmented knowledge, weak retrieval, hallucination risk, source conflicts, or no governance around AI outputs.

Evidence ingested

Document repositories, policies, contracts, filings, logs, data rooms, knowledge bases, tickets, model outputs, query logs, vector store records.

Actors modeled

CIOData leadersLegalComplianceBusiness teamsModel ownersSecurity teamsKnowledge managersAuditors

Red-team shocks

Weak retrievalSource conflictStale answerQuery injectionUngrounded responsePrivilege violationNo audit trail

Client output

Source inventory, knowledge architecture, vector store strategy, retrieval tests, evidence bands, query fingerprints, red-team retrieval tests, API integration plan.

Decidian supports governed retrieval and decision intelligence. Final enterprise use should follow client policies and qualified review processes.

At a glance

Use-case comparison matrix

Use case	Trigger	Primary actors	Main output	Best buyer
Data Asset Valuation Audit Simulation	An enterprise, AI company, or data-rich business prepares to value, license, sell, contribute, or recognize data as a balance sheet asset.	Auditors, Appraisers, Tax reviewers, Investors…	Assumption risk matrix	CFOs · Audit committees · Valuation teams
M&A and Activist Defense Simulator	A board prepares for a transaction, hostile approach, restructuring, CEO transition, activist campaign, or major capital decision.	Board, CEO, CFO, Shareholders…	Deal fragility map	Boards · CEOs · M&A teams · PE
Market-Moving Event Reaction Simulation	A company, fund, or IR team prepares for earnings, guidance, litigation, leadership change, regulatory decision, product launch, or public disclosure.	Investors, Analysts, Short sellers, Media…	Market actor map	IR · Public companies · Funds
AI Training Data Rights Simulation	An AI company or enterprise wants to commercialize, license, train on, or value datasets.	Legal reviewers, Privacy reviewers, Data vendors, Copyright holders…	Rights-chain risk map	AI companies · Legal · Data governance
Tax, IRS, and Audit Readiness Simulation	A finance or tax team prepares for a documentation-heavy review.	Auditors, Tax reviewers, Internal finance leads, Outside advisors…	Documentation risk map	CFOs · Controllers · Tax teams
Crisis Disclosure and Cyber Response Simulation	A company faces a cyber incident, whistleblower claim, litigation event, recall, investigation, executive departure, activist letter, or public disclosure.	Board, CEO, General counsel, Investors…	Disclosure reaction map	Boards · GCs · Crisis teams · CISOs
Healthcare Recall and Regulatory Shield	A healthcare or medtech company evaluates sensor logs, adverse events, clinical evidence, patient safety risk, or regulator behavior.	Regulators, Clinical boards, Manufacturers, Patients…	Patient safety branch map	Medtech · Quality · Regulatory affairs
Critical Infrastructure Incident Sentinel	An energy, logistics, cyber, telecom, water, or infrastructure operator wants to understand cascade risk.	Operators, Regulators, Vendors, Customers…	Incident pathway model	Operators · CISOs · Insurers
Public Affairs and Policy Opposition Mapping	A regulated enterprise, advocacy team, or public affairs group prepares for policy change, enforcement action, public campaign, agency review, or committee scrutiny.	Agencies, Committees, Legislators, Coalition partners…	Policy actor map	Public affairs · Advocacy · Regulated enterprises
Enterprise RAG Assurance & Knowledge Core Buildout	An enterprise has fragmented knowledge, weak retrieval, hallucination risk, source conflicts, or no governance around AI outputs.	CIO, Data leaders, Legal, Compliance…	Source inventory	CIOs · AI governance · Data leaders

Each use case is a structured preparation environment. Decidian does not provide professional advice and does not guarantee outcomes. Material decisions should be reviewed by qualified humans.

Start Scenario Intake

One framework. Ten high-value decision environments.

Data Asset Valuation Audit Simulation

M&A and Activist Defense Simulator

Market-Moving Event Reaction Simulation

AI Training Data Rights Simulation

Tax, IRS, and Audit Readiness Simulation

Crisis Disclosure and Cyber Response Simulation

Healthcare Recall and Regulatory Shield

Critical Infrastructure Incident Sentinel

Public Affairs and Policy Opposition Mapping

Enterprise RAG Assurance & Knowledge Core Buildout

Use-case comparison matrix