Breadth · computed from the registry
One operator, 21 industries
The same instruments, applied across the industries where AI is being deployed today. 4 of them are firsthand, and the rest are studied and labeled as such. Every count here is computed from the use case registry, not asserted. Pick an industry to see everything in it.
21 industries4 firsthand domains69 worked scenarios
Financial services9 firsthand10 scenarios
- Enterprise bank, MCP core + A2AProtocol Selection Decision Model · 40 systems and many agent teams, the two layer stack wins.
- Credit decisions, autonomy by fair lending riskHuman Review and Autonomy Control Simulator · Auto approve the clear cases; the thin file applicant stays with a human.
- A retail bank's AI bookAI Portfolio Capital Allocation Dashboard · Cards, fraud, KYC, wealth, governed like capital; two get cut.
- Fraud model: build or buy?Build, Buy, or Fine Tune Decision Evaluator · Data gravity and real time latency pin it to self host.
- Agent assist for 900 servicing repsAdoption Readiness Decision Instrument · Handle time scorecards quietly punish the reps who use it.
- Bank AI Center of ExcellenceCapacity and Skills Coverage Planner · In a regulated shop the platform and model risk skills gate everything, and both are short.
- Credit / loan eligibility decisioningAI Compliance Readiness Navigator · High risk plus rights affecting, fair lending and model risk stack on top of the Act.
- Bank AI Center of Excellence upskillingTalent and Upskilling Pathway Planner · Governance and model risk carry the highest targets, and can't be partnered out.
- Fintech feature team mobilizationOnboarding and Knowledge Transfer Tracker · Prod data and compliance access gate the ramp; the founding engineer holds every runbook.
- Board QBR on the AI programExecutive Communication Decision Studio · A board read out that ends in the two decisions only the board can make.
Healthcare6 scenarios
- Wrap an EHR (FHIR R4) for a care agentMCP Server Contract Workbench · Read clinical data freely; propose orders, never auto write.
- Clinical note → claim codesStructured Output Reliability Gate · A wrong side modifier is caught by the gate before the claim writes.
- Clinical orders, acuity as the autonomy dialHuman Review and Autonomy Control Simulator · Low acuity orders auto file; high acuity always waits for a clinician.
- A health system's AI bookAI Portfolio Capital Allocation Dashboard · Clinical and admin AI, allocated under one lens.
- Ambient scribe for 2,000 cliniciansAdoption Readiness Decision Instrument · The model works; the clinicians don't trust it yet.
- Clinical decision support / triageAI Compliance Readiness Navigator · It may be a regulated medical device before it's an AI Act system.
Manufacturing5 scenarios
- MES / historian, read only across OT/ITMCP Server Contract Workbench · Everything is read only, the agent can observe the plant, never actuate it.
- A manufacturer's AI bookAI Portfolio Capital Allocation Dashboard · Predictive maintenance to procurement, where the money actually is.
- Defect detection rollout on the lineAI Business Case and ROI Builder · The scrap rate assumption is the whole business case.
- Plant floor AI capability buildTalent and Upskilling Pathway Planner · The gap isn't ML, it's the OT/IT and edge skills that make ML run on the floor.
- Plant leadership update tying AI to OEEExecutive Communication Decision Studio · Everything framed in OEE, the metric plant leadership actually owns.
Insurance4 scenarios
- FNOL triage, the validation gate as fraud controlAgent Failure and Recovery Inspector · A hallucinated policy number gets rejected at the gate, which is also a fraud control.
- Document heavy claims processingInference Run Rate Forecaster · Bursty claims volume means idle GPUs, utilization is the whole story.
- Claims automation program, the drift hidesDelivery Health and RAID Radar · Extraction reads green on rollout while model drift pulls it amber.
- Claims triage & extraction estimateEstimation and Scope Control Studio · The blow up isn't the model, it's the messy claims documents nobody scoped.
Pharma & life sciences4 scenarios
- Competitive intel brief on a Phase II readoutMultiagent Orchestration Economics Board · Four agents turn a rival's trial data into a defensible brief.
- Regulated research LLM vendorVendor Selection and Concentration Risk Monitor · Security and validation dominate, and concentration risk lurks.
- R&D discovery informatics programStakeholder and Sponsor Alignment Cockpit · Regulatory/QA is the gate; bench scientist trust is the adoption you can't mandate.
- Evidence synthesis assistant estimateEstimation and Scope Control Studio · SME graded eval and GxP documentation are the hidden two thirds of the estimate.
Retail & e commerce4 scenarios
- Order management + returns as toolsMCP Server Contract Workbench · Mutations are idempotent and rate limited so a retrying agent can't double refund.
- Refresh copy for 4M SKUsToken Economics Simulator · Caching the shared brand prompt collapses the seasonal bill.
- Personalization program, adoption reversesDelivery Health and RAID Radar · Search ships green while merchandisers quietly revert to manual.
- Peak season personalization bidRFP and Bid Decision War Room · Strong fit and a hard date, win on measurable lift, not lowest price.
Capital markets3 firsthand3 scenarios
- Equity research swarm on an investment thesisMultiagent Orchestration Economics Board · Analyst, risk, and a compliance critic pressure test a thesis.
- Client goals across quarterly reviewsContext and Memory Strategy Evaluator · The memory policy is the relationship, what survives between reviews.
- Wealth platform advisor assist programStakeholder and Sponsor Alignment Cockpit · Compliance can veto; the field advisor council decides whether it's ever used.
Consulting & prof. services3 firsthand3 scenarios
- Global SI delivery pod across engagementsCapacity and Skills Coverage Planner · 48 people staffed across five client engagements, short in exactly one skill that gates all of them.
- Global SI delivery pod mobilizationOnboarding and Knowledge Transfer Tracker · Offshore client system clearance is the longest pole, and it's not on the training plan.
- Partner update on the firm's AI capabilityExecutive Communication Decision Studio · A partner read out that leads with the investment decisions, not the build status.
Legal3 scenarios
- Contract review swarm on an MSAMultiagent Orchestration Economics Board · A four agent swarm redlines a vendor MSA, the critic earns its keep.
- 50k document e discovery under budgetContext and Memory Strategy Evaluator · At corpus scale, compress or hand off, full dump is off the table.
- Contract analysis: buy, build, or fine tune?Build, Buy, or Fine Tune Decision Evaluator · The firm's precedents are the moat, does that flip it to fine tune?
Public sector3 scenarios
- Vendor under data sovereignty rulesVendor Selection and Concentration Risk Monitor · Sovereignty and procurement rules become weights, OSS rises.
- Citizen services automation programStakeholder and Sponsor Alignment Cockpit · The sponsoring CIO cools while a records officer quietly gains gate power.
- Benefits eligibility AI platform bidRFP and Bid Decision War Room · A biddable win, but only if you close the ATO and past performance gates first.
Technology / SaaS3 scenarios
- A 40-turn support thread across two sessionsContext and Memory Strategy Evaluator · As the thread grows, summarize beats full dump on cost and overflow.
- Startup, two tools, ship this quarterProtocol Selection Decision Model · One agent, two tools, a protocol is premature.
- A chat feature at tens of millions of DAUInference Run Rate Forecaster · At consumer scale, the self host cliff arrives early.
Telecom3 firsthand3 scenarios
- NOC incident correlation, 503 under loadAgent Failure and Recovery Inspector · A tool 503s during the incident; retry/backoff plus a cached fallback keeps it moving.
- Summarize 1.2M care calls a monthToken Economics Simulator · The batch discount is the go/no go on the whole program.
- Network ops assistant across NOCsInference Run Rate Forecaster · Portfolio run rate across NOCs, the cliff is real but mid horizon.
Cybersecurity2 scenarios
- SOC alert triage, breaking the flapping alert loopAgent Failure and Recovery Inspector · The agent loops on a flapping alert; the loop breaker caps it and escalates.
- Autonomous SOC triage, the disciplined no bidRFP and Bid Decision War Room · Attractive scope, un survivable terms, the senior move is to decline and say why.
Education2 scenarios
Energy & utilities2 scenarios
HR & talent2 scenarios
- HR tech AI feature teamCapacity and Skills Coverage Planner · The scarce skill isn't engineering, it's the fairness scientist who keeps the feature legal.
- Resume screening / candidate rankingAI Compliance Readiness Navigator · Employment is high risk by category, bias audit law applies even with a human in the loop.
Logistics & supply chain2 scenarios
Marketing & adtech2 scenarios
Media & entertainment2 scenarios
Real estate / proptech2 scenarios
- Commercial lease → key termsStructured Output Reliability Gate · The break penalty isn't in the doc, so it's nulled and flagged, not invented.
- Valuation & underwriting copilot estimateEstimation and Scope Control Studio · The innocent looking 'add a new market' change re triggers the whole data readiness phase.
Travel & hospitality2 scenarios
Coverage grows as the use case layer is authored across every lab; the counts above are read live from the registry. Dot color: filled means firsthand (I ran the pattern), grey means studied (informed by public industry patterns, with sources on each brief).